Best-of Machine Learning with Python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 920 awesome open-source projects with a total of 3.4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Machine Learning Frameworks 56 projects
Data Visualization 50 projects
Text Data & NLP 96 projects
Image Data 60 projects
Graph Data 36 projects
Audio Data 28 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 23 projects
Medical Data 19 projects
Tabular Data 4 projects
Optical Character Recognition 11 projects
Data Containers & Structures 31 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 43 projects
Distributed Machine Learning 32 projects
Hyperparameter Optimization & AutoML 47 projects
Reinforcement Learning 23 projects
Recommender Systems 15 projects
Privacy Machine Learning 6 projects
Workflow & Experiment Tracking 38 projects
Model Serialization & Deployment 15 projects
Model Interpretability 50 projects
Vector Similarity Search (ANN) 12 projects
Probabilistics & Statistics 22 projects
Adversarial Robustness 9 projects
GPU Utilities 19 projects
Tensorflow Utilities 15 projects
Jax Utilities 2 projects
Sklearn Utilities 17 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 60 projects

Explanation

🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨‍💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
Tensorflow related project
Sklearn related project
PyTorch related project
MxNet related project
Apache Spark related project
Jupyter related project
PaddlePaddle related project
Pandas related project
Jax related project

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇55 · ⭐ 170K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4K · 🔀 87K · 📦 190K · 📋 35K - 6% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 14M / month · 📦 14K · ⏱️ 21.04.2022):
```
 pip install tensorflow
```

Conda (📥 3.2M · ⏱️ 06.02.2022):

 conda install -c conda-forge tensorflow

Docker Hub (📥 65M · ⭐ 2K · ⏱️ 28.04.2022):
```
 docker pull tensorflow/tensorflow
```

scikit-learn (🥇51 · ⭐ 50K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 2.6K · 🔀 23K · 📥 790 · 📦 340K · 📋 10K - 22% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 33M / month · 📦 25K · ⏱️ 28.04.2022):
```
 pip install scikit-learn
```

Conda (📥 12M · ⏱️ 18.04.2022):

 conda install -c conda-forge scikit-learn

PyTorch (🥇49 · ⭐ 56K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 3.2K · 🔀 15K · 📥 3.2K · 📋 29K - 38% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 8M / month · 📦 7K · ⏱️ 10.03.2022):
```
 pip install torch
```
Conda (📥 16M · ⏱️ 10.03.2022):
```
 conda install -c pytorch pytorch
```

Keras (🥇44 · ⭐ 55K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.1K · 🔀 19K · 📋 11K - 2% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 8.8M / month · 📦 280 · ⏱️ 22.04.2022):
```
 pip install keras
```
Conda (📥 2.2M · ⏱️ 04.02.2022):
```
 conda install -c conda-forge keras
```

XGBoost (🥇44 · ⭐ 23K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 560 · 🔀 8.4K · 📥 4K · 📦 30K · 📋 4.4K - 6% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 7.7M / month · 📦 1.3K · ⏱️ 16.04.2022):
```
 pip install xgboost
```
Conda (📥 2.6M · ⏱️ 17.02.2022):
```
 conda install -c conda-forge xgboost
```

jax (🥇43 · ⭐ 17K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 390 · 🔀 1.6K · 📦 4.2K · 📋 3.3K - 32% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/google/jax
```
PyPi (📥 400K / month · 📦 290 · ⏱️ 16.04.2022):
```
 pip install jax
```
Conda (📥 300K · ⏱️ 10.04.2022):
```
 conda install -c conda-forge jaxlib
```

StatsModels (🥇43 · ⭐ 7.3K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 370 · 🔀 2.4K · 📥 26 · 📦 62K · 📋 4.8K - 47% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 7.8M / month · 📦 4.5K · ⏱️ 08.02.2022):
```
 pip install statsmodels
```

Conda (📥 6M · ⏱️ 11.02.2022):

 conda install -c conda-forge statsmodels

PySpark (🥈42 · ⭐ 33K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 2.7K · 🔀 25K · ⏱️ 28.04.2022):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 20M / month · 📦 790 · ⏱️ 26.01.2022):
```
 pip install pyspark
```
Conda (📥 1.6M · ⏱️ 26.01.2022):
```
 conda install -c conda-forge pyspark
```

pytorch-lightning (🥈42 · ⭐ 18K) - The lightweight PyTorch wrapper for high-performance.. Apache-2

GitHub (👨‍💻 660 · 🔀 2.3K · 📥 6.4K · 📦 8.5K · 📋 5K - 10% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/PyTorchLightning/pytorch-lightning
```
PyPi (📥 2.7M / month · 📦 350 · ⏱️ 27.04.2022):
```
 pip install pytorch-lightning
```

Conda (📥 420K · ⏱️ 28.04.2022):

 conda install -c conda-forge pytorch-lightning

LightGBM (🥈42 · ⭐ 14K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 260 · 🔀 3.5K · 📥 150K · 📦 13K · 📋 2.6K - 6% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 7.3M / month · 📦 580 · ⏱️ 07.01.2022):
```
 pip install lightgbm
```
Conda (📥 980K · ⏱️ 08.01.2022):
```
 conda install -c conda-forge lightgbm
```

PaddlePaddle (🥈41 · ⭐ 18K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 720 · 🔀 4.5K · 📥 15K · 📦 110 · 📋 15K - 18% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 80K / month · 📦 48 · ⏱️ 15.04.2022):
```
 pip install paddlepaddle
```

Catboost (🥈41 · ⭐ 6.5K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 990 · 🔀 1K · 📥 78K · 📋 1.8K - 21% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 3.3M / month · 📦 220 · ⏱️ 07.04.2022):
```
 pip install catboost
```
Conda (📥 960K · ⏱️ 07.04.2022):
```
 conda install -c conda-forge catboost
```

MXNet (🥈39 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2

GitHub (👨‍💻 970 · 🔀 6.9K · 📥 25K · 📋 9.7K - 20% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/apache/incubator-mxnet
```
PyPi (📥 250K / month · 📦 280 · ⏱️ 25.03.2022):
```
 pip install mxnet
```
Conda (📥 7.3K · 📦 5 · ⏱️ 29.02.2020):
```
 conda install -c anaconda mxnet
```

Fastai (🥈38 · ⭐ 22K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 610 · 🔀 7.2K · 📋 1.6K - 7% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 240K / month · 📦 300 · ⏱️ 24.04.2022):
```
 pip install fastai
```

Jina (🥈38 · ⭐ 14K) - Cloud-native neural search framework for kind of data. Apache-2

GitHub (👨‍💻 150 · 🔀 1.9K · 📦 270 · 📋 1.4K - 4% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/jina-ai/jina
```
PyPi (📥 40K / month · ⏱️ 28.04.2022):
```
 pip install jina
```

Conda (📥 4.1K · ⏱️ 22.04.2022):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.1M · ⭐ 7 · ⏱️ 28.04.2022):
```
 docker pull jinaai/jina
```

Theano (🥈38 · ⭐ 9.6K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 380 · 🔀 2.5K · 📦 12K · 📋 2.8K - 24% open · ⏱️ 23.11.2021):
```
 git clone https://github.com/Theano/Theano
```
PyPi (📥 260K / month · 📦 2.8K · ⏱️ 27.07.2020):
```
 pip install theano
```
Conda (📥 1.9M · ⏱️ 16.03.2022):
```
 conda install -c conda-forge theano
```

PyFlink (🥈37 · ⭐ 19K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 1.5K · 🔀 10K · ⏱️ 28.04.2022):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 14K / month · 📦 15 · ⏱️ 26.04.2022):
```
 pip install apache-flink
```

Thinc (🥈37 · ⭐ 2.5K · 📈) - A refreshing functional take on deep learning, compatible with your.. MIT

GitHub (👨‍💻 51 · 🔀 240 · 📦 21K · 📋 120 - 18% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 4M / month · 📦 610 · ⏱️ 15.03.2022):
```
 pip install thinc
```
Conda (📥 2M · ⏱️ 15.03.2022):
```
 conda install -c conda-forge thinc
```

Chainer (🥈36 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT

GitHub (👨‍💻 320 · 🔀 1.4K · 📦 2.6K · 📋 2K - 0% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/chainer/chainer
```
PyPi (📥 19K / month · 📦 400 · ⏱️ 05.01.2022):
```
 pip install chainer
```
Conda (📥 7.3K · ⏱️ 21.01.2022):
```
 conda install -c conda-forge chainer
```

Flax (🥈35 · ⭐ 2.9K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 140 · 🔀 320 · 📥 38 · 📦 880 · 📋 540 - 30% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/google/flax
```
PyPi (📥 130K / month · 📦 63 · ⏱️ 23.03.2022):
```
 pip install flax
```
Conda (📥 3.4K · ⏱️ 23.03.2022):
```
 conda install -c conda-forge flax
```

Vowpal Wabbit (🥈34 · ⭐ 7.9K · 📉) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.8K · 📋 1.2K - 11% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 51K / month · 📦 30 · ⏱️ 06.04.2022):
```
 pip install vowpalwabbit
```

Conda (📥 57K · ⏱️ 07.04.2022):

 conda install -c conda-forge vowpalwabbit

tensorpack (🥈33 · ⭐ 6.2K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2

GitHub (👨‍💻 58 · 🔀 1.8K · 📥 130 · 📦 1K · 📋 1.3K - 0% open · ⏱️ 27.11.2021):
```
 git clone https://github.com/tensorpack/tensorpack
```
PyPi (📥 21K / month · 📦 46 · ⏱️ 22.01.2021):
```
 pip install tensorpack
```

Conda (📥 770 · ⏱️ 06.02.2022):

 conda install -c conda-forge tensorpack

Ignite (🥈33 · ⭐ 4K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 170 · 🔀 540 · 📋 1.1K - 12% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 130K / month · 📦 81 · ⏱️ 28.04.2022):
```
 pip install pytorch-ignite
```
Conda (📥 86K · ⏱️ 17.01.2022):
```
 conda install -c pytorch ignite
```

Turi Create (🥉32 · ⭐ 11K) - Turi Create simplifies the development of custom machine learning.. BSD-3

GitHub (👨‍💻 85 · 🔀 1.1K · 📥 5.7K · 📦 300 · 📋 1.8K - 27% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/apple/turicreate
```
PyPi (📥 27K / month · 📦 19 · ⏱️ 30.09.2020):
```
 pip install turicreate
```

Ludwig (🥉32 · ⭐ 8.2K) - Data-centric declarative deep learning framework. Apache-2

GitHub (👨‍💻 120 · 🔀 970 · 📦 110 · 📋 720 - 25% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 3.1K / month · 📦 8 · ⏱️ 08.03.2022):
```
 pip install ludwig
```

tensorflow-upstream (🥉32 · ⭐ 590) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4K · 🔀 68 · 📥 18 · 📋 330 - 17% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 1.6K / month · 📦 5 · ⏱️ 11.04.2022):
```
 pip install tensorflow-rocm
```

Sonnet (🥉31 · ⭐ 9.3K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 53 · 🔀 1.3K · 📦 820 · 📋 170 - 13% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/deepmind/sonnet
```
PyPi (📥 23K / month · 📦 52 · ⏱️ 27.03.2020):
```
 pip install dm-sonnet
```
Conda (📥 13K · ⏱️ 14.11.2020):
```
 conda install -c conda-forge sonnet
```

einops (🥉31 · ⭐ 4.9K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT

GitHub (👨‍💻 17 · 🔀 210 · 📦 2.6K · 📋 110 - 30% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 1.6M / month · 📦 200 · ⏱️ 04.03.2022):
```
 pip install einops
```
Conda (📥 14K · ⏱️ 04.03.2022):
```
 conda install -c conda-forge einops
```

mlpack (🥉31 · ⭐ 4K) - mlpack: a scalable C++ machine learning library --. BSD-3

GitHub (👨‍💻 290 · 🔀 1.4K · 📋 1.5K - 6% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 330 / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install mlpack
```
Conda (📥 99K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge mlpack
```

dyNET (🥉31 · ⭐ 3.3K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2

GitHub (👨‍💻 160 · 🔀 700 · 📥 5.5K · 📦 210 · 📋 920 - 28% open · ⏱️ 11.03.2022):
```
 git clone https://github.com/clab/dynet
```
PyPi (📥 20K / month · 📦 28 · ⏱️ 21.10.2020):
```
 pip install dyNET
```

Haiku (🥉31 · ⭐ 1.9K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 59 · 🔀 150 · 📦 420 · 📋 140 - 24% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 95K / month · 📦 30 · ⏱️ 14.02.2022):
```
 pip install dm-haiku
```
Conda (📥 2.4K · ⏱️ 14.02.2022):
```
 conda install -c conda-forge dm-haiku
```

Neural Network Libraries (🥉30 · ⭐ 2.5K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 66 · 🔀 320 · 📥 540 · 📋 76 - 40% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/sony/nnabla
```
PyPi (📥 4.5K / month · 📦 52 · ⏱️ 08.04.2022):
```
 pip install nnabla
```

ktrain (🥉30 · ⭐ 980) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 14 · 🔀 240 · 📦 280 · 📋 410 - 0% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/amaiya/ktrain
```
PyPi (📥 27K / month · 📦 2 · ⏱️ 28.03.2022):
```
 pip install ktrain
```

skorch (🥉29 · ⭐ 4.5K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 49 · 🔀 300 · 📦 490 · 📋 440 - 11% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 19K / month · 📦 33 · ⏱️ 31.10.2021):
```
 pip install skorch
```
Conda (📥 530K · ⏱️ 30.11.2021):
```
 conda install -c conda-forge skorch
```

Neural Tangents (🥉26 · ⭐ 1.8K) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 22 · 🔀 200 · 📥 230 · 📦 33 · 📋 120 - 33% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/google/neural-tangents
```
PyPi (📥 760 / month · 📦 1 · ⏱️ 23.02.2022):
```
 pip install neural-tangents
```

fklearn (🥉24 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 43 · 🔀 160 · 📦 12 · 📋 44 - 50% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/nubank/fklearn
```
PyPi (📥 6K / month · ⏱️ 30.12.2021):
```
 pip install fklearn
```

mace (🥉23 · ⭐ 4.6K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 63 · 🔀 790 · 📥 1.4K · 📋 660 - 6% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/XiaoMi/mace
```

Towhee (🥉23 · ⭐ 420) - A framework that provides a simple API for developing ML-driven data.. Apache-2

GitHub (👨‍💻 24 · 🔀 85 · 📥 9 · 📋 320 - 13% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/towhee-io/towhee
```
PyPi (📥 540 / month · ⏱️ 30.03.2022):
```
 pip install towhee
```

Objax (🥉22 · ⭐ 690) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 22 · 🔀 59 · 📦 19 · 📋 100 - 43% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/google/objax
```
PyPi (📥 220 / month · 📦 2 · ⏱️ 31.01.2022):
```
 pip install objax
```

ThunderSVM (🥉21 · ⭐ 1.4K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 34 · 🔀 190 · 📥 2.4K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 1.3K / month · ⏱️ 13.03.2020):
```
 pip install thundersvm
```

NeoML (🥉21 · ⭐ 670 · 📈) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 30 · 🔀 110 · 📋 71 - 38% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 64 / month · ⏱️ 28.04.2022):
```
 pip install neoml
```

elegy (🥉19 · ⭐ 350) - A High Level API for Deep Learning in JAX. MIT

GitHub (👨‍💻 17 · 🔀 23 · 📋 96 - 31% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/poets-ai/elegy
```
PyPi (📥 820 / month · ⏱️ 22.04.2022):
```
 pip install elegy
```

chefboost (🥉19 · ⭐ 320) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 6 · 🔀 85 · 📦 23 · 📋 22 - 22% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/serengil/chefboost
```
PyPi (📥 950 / month · ⏱️ 16.02.2022):
```
 pip install chefboost
```

Show 13 hidden projects...

dlib (🥈39 · ⭐ 11K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
CNTK (🥉31 · ⭐ 17K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Lasagne (🥉29 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
MindsDB (🥉28 · ⭐ 6.6K) - In-Database Machine Learning. ❗️GPL-3.0
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
xLearn (🥉25 · ⭐ 3K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
NeuPy (🥉25 · ⭐ 710 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (🥉22 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
ThunderGBM (🥉16 · ⭐ 620 · 💀) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
StarSpace (🥉15 · ⭐ 3.7K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 15K) - matplotlib: plotting with Python. Python-2.0

GitHub (👨‍💻 1.4K · 🔀 6.3K · 📦 550K · 📋 8.8K - 20% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 27M / month · 📦 53K · ⏱️ 11.12.2021):
```
 pip install matplotlib
```

Conda (📥 12M · ⏱️ 13.12.2021):

 conda install -c conda-forge matplotlib

Bokeh (🥇44 · ⭐ 16K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 600 · 🔀 3.9K · 📦 50K · 📋 6.9K - 10% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 5.1M / month · 📦 3.5K · ⏱️ 27.04.2022):
```
 pip install bokeh
```
Conda (📥 7.1M · ⏱️ 13.04.2022):
```
 conda install -c conda-forge bokeh
```

Plotly (🥇42 · ⭐ 11K) - The interactive graphing library for Python (includes Plotly Express). MIT

GitHub (👨‍💻 190 · 🔀 2.1K · 📦 9 · 📋 2.3K - 49% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 7.3M / month · 📦 4K · ⏱️ 05.04.2022):
```
 pip install plotly
```
Conda (📥 2.4M · ⏱️ 05.04.2022):
```
 conda install -c conda-forge plotly
```
npm (📥 45K / month · 📦 4 · ⏱️ 12.01.2021):
```
 npm install plotlywidget
```

Seaborn (🥇41 · ⭐ 9.4K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 170 · 🔀 1.5K · 📥 220 · 📦 150K · 📋 2K - 5% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 8.5M / month · 📦 8.8K · ⏱️ 16.08.2021):
```
 pip install seaborn
```
Conda (📥 3.7M · ⏱️ 16.08.2021):
```
 conda install -c conda-forge seaborn
```

dash (🥇39 · ⭐ 16K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT

GitHub (👨‍💻 110 · 🔀 1.7K · 📦 190 · 📋 1.3K - 47% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 860K / month · 📦 1.2K · ⏱️ 29.03.2022):
```
 pip install dash
```
Conda (📥 420K · ⏱️ 30.03.2022):
```
 conda install -c conda-forge dash
```

Altair (🥇39 · ⭐ 7.4K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 140 · 🔀 660 · 📦 26K · 📋 1.6K - 14% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 6.4M / month · 📦 340 · ⏱️ 29.12.2021):
```
 pip install altair
```
Conda (📥 1.1M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge altair
```

pandas-profiling (🥈36 · ⭐ 8.8K) - Create HTML profiling reports from pandas DataFrame.. MIT

GitHub (👨‍💻 86 · 🔀 1.3K · 📦 7.6K · 📋 560 - 21% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/pandas-profiling/pandas-profiling
```
PyPi (📥 1.1M / month · 📦 150 · ⏱️ 27.09.2021):
```
 pip install pandas-profiling
```

Conda (📥 200K · ⏱️ 28.09.2021):

 conda install -c conda-forge pandas-profiling

pyecharts (🥈35 · ⭐ 12K · 📉) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 30 · 🔀 2.6K · 📦 2.2K · 📋 1.6K - 2% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 67K / month · 📦 220 · ⏱️ 16.11.2021):
```
 pip install pyecharts
```

UMAP (🥈35 · ⭐ 5.5K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 99 · 🔀 630 · 📦 5.1K · 📋 620 - 52% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 670K / month · 📦 310 · ⏱️ 13.04.2022):
```
 pip install umap-learn
```

Conda (📥 1M · ⏱️ 14.04.2022):

 conda install -c conda-forge umap-learn

HoloViews (🥈35 · ⭐ 2.2K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 120 · 🔀 350 · 📋 2.8K - 30% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 470K / month · 📦 210 · ⏱️ 15.04.2022):
```
 pip install holoviews
```

Conda (📥 690K · ⏱️ 16.02.2022):

 conda install -c conda-forge holoviews

npm (📥 1.9K / month · ⏱️ 24.05.2020):
```
 npm install @pyviz/jupyterlab_pyviz
```

Graphviz (🥈35 · ⭐ 1.2K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 18 · 🔀 180 · 📦 31K · 📋 130 - 3% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 9.6M / month · 📦 3K · ⏱️ 16.04.2022):
```
 pip install graphviz
```

Conda (📥 19K · ⏱️ 04.02.2021):

 conda install -c anaconda python-graphviz

PyQtGraph (🥈33 · ⭐ 2.8K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 220 · 🔀 920 · 📋 1K - 31% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 90K / month · 📦 790 · ⏱️ 04.03.2022):
```
 pip install pyqtgraph
```

Conda (📥 240K · ⏱️ 05.03.2022):

 conda install -c conda-forge pyqtgraph

PyVista (🥈33 · ⭐ 1.2K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 84 · 🔀 230 · 📥 600 · 📦 720 · 📋 780 - 28% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 56K / month · 📦 100 · ⏱️ 18.04.2022):
```
 pip install pyvista
```
Conda (📥 160K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge pyvista
```

FiftyOne (🥈33 · ⭐ 1.2K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 33 · 🔀 170 · 📦 100 · 📋 740 - 31% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 29K / month · 📦 1 · ⏱️ 26.04.2022):
```
 pip install fiftyone
```

wordcloud (🥈32 · ⭐ 8.7K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 65 · 🔀 2.2K · 📋 480 - 23% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/amueller/word_cloud
```
PyPi (📥 670K / month · 📦 710 · ⏱️ 11.11.2020):
```
 pip install wordcloud
```

Conda (📥 270K · ⏱️ 15.11.2021):

 conda install -c conda-forge wordcloud

bqplot (🥈32 · ⭐ 3.3K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 56 · 🔀 460 · 📦 30 · 📋 580 - 39% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/bqplot/bqplot
```
PyPi (📥 74K / month · 📦 92 · ⏱️ 11.02.2022):
```
 pip install bqplot
```
Conda (📥 950K · ⏱️ 11.02.2022):
```
 conda install -c conda-forge bqplot
```
npm (📥 22K / month · 📦 10 · ⏱️ 11.02.2022):
```
 npm install bqplot
```

VisPy (🥈32 · ⭐ 2.9K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 170 · 🔀 590 · 📦 730 · 📋 1.3K - 21% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/vispy/vispy
```
PyPi (📥 53K / month · 📦 96 · ⏱️ 18.04.2022):
```
 pip install vispy
```
Conda (📥 220K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge vispy
```
npm (📥 24 / month · ⏱️ 15.03.2020):
```
 npm install vispy
```

datashader (🥈32 · ⭐ 2.8K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 47 · 🔀 350 · 📦 1.1K · 📋 500 - 25% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/holoviz/datashader
```
PyPi (📥 44K / month · 📦 93 · ⏱️ 25.04.2022):
```
 pip install datashader
```

Conda (📥 290K · ⏱️ 26.04.2022):

 conda install -c conda-forge datashader

Perspective (🥈31 · ⭐ 4.4K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 68 · 🔀 460 · 📦 240 · 📋 510 - 15% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 1.9K / month · 📦 9 · ⏱️ 14.03.2022):
```
 pip install perspective-python
```

Conda (📥 50K · ⏱️ 25.04.2022):

 conda install -c conda-forge perspective

npm (📥 2.4K / month · ⏱️ 27.04.2022):

 npm install @finos/perspective-jupyterlab

missingno (🥈31 · ⭐ 3.2K) - Missing data visualization module for Python. MIT

GitHub (👨‍💻 17 · 🔀 390 · 📦 7.1K · 📋 120 - 5% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/ResidentMario/missingno
```
PyPi (📥 950K / month · 📦 120 · ⏱️ 27.02.2022):
```
 pip install missingno
```

Conda (📥 150K · ⏱️ 15.02.2020):

 conda install -c conda-forge missingno

D-Tale (🥉30 · ⭐ 3.4K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 23 · 🔀 260 · 📦 340 · 📋 460 - 9% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/man-group/dtale
```
PyPi (📥 65K / month · 📦 11 · ⏱️ 24.03.2022):
```
 pip install dtale
```
Conda (📥 110K · ⏱️ 24.03.2022):
```
 conda install -c conda-forge dtale
```

data-validation (🥉29 · ⭐ 630) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 24 · 🔀 120 · 📥 300 · 📦 460 · 📋 160 - 23% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 1.2M / month · 📦 27 · ⏱️ 02.03.2022):
```
 pip install tensorflow-data-validation
```

hvPlot (🥉29 · ⭐ 550) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3

GitHub (👨‍💻 36 · 🔀 67 · 📦 1.2K · 📋 420 - 34% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 200K / month · 📦 61 · ⏱️ 08.04.2022):
```
 pip install hvplot
```
Conda (📥 160K · ⏱️ 23.07.2021):
```
 conda install -c conda-forge hvplot
```

HyperTools (🥉28 · ⭐ 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 21 · 🔀 160 · 📥 14 · 📦 180 · 📋 190 - 35% open · ⏱️ 12.02.2022):
```
 git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 780 / month · 📦 10 · ⏱️ 12.02.2022):
```
 pip install hypertools
```

Facets Overview (🥉27 · ⭐ 6.8K · 💤) - Visualizations for machine learning datasets. Apache-2

GitHub (👨‍💻 28 · 🔀 830 · 📦 110 · 📋 150 - 50% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/pair-code/facets
```
PyPi (📥 200K / month · 📦 4 · ⏱️ 24.07.2019):
```
 pip install facets-overview
```

pythreejs (🥉27 · ⭐ 810) - A Jupyter - Three.js bridge. BSD-3

GitHub (👨‍💻 29 · 🔀 180 · 📦 19 · 📋 220 - 33% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/jupyter-widgets/pythreejs
```
PyPi (📥 53K / month · 📦 38 · ⏱️ 26.02.2021):
```
 pip install pythreejs
```

Conda (📥 380K · ⏱️ 02.03.2021):

 conda install -c conda-forge pythreejs

npm (📥 5.3K / month · 📦 7 · ⏱️ 26.02.2021):
```
 npm install jupyter-threejs
```

openTSNE (🥉26 · ⭐ 980) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 10 · 🔀 120 · 📦 320 · 📋 100 - 2% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 18K / month · 📦 9 · ⏱️ 18.03.2022):
```
 pip install opentsne
```
Conda (📥 130K · ⏱️ 13.11.2021):
```
 conda install -c conda-forge opentsne
```

lets-plot (🥉26 · ⭐ 740) - An open-source plotting library for statistical data. MIT

GitHub (👨‍💻 16 · 🔀 33 · 📥 260 · 📦 16 · 📋 240 - 29% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 21.03.2022):
```
 pip install lets-plot
```

HiPlot (🥉25 · ⭐ 2.3K) - HiPlot makes understanding high dimensional data easy. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📦 4 · 📋 76 - 15% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/facebookresearch/hiplot
```
PyPi (📥 11K / month · 📦 11 · ⏱️ 26.03.2022):
```
 pip install hiplot
```
Conda (📥 82K · ⏱️ 05.11.2021):
```
 conda install -c conda-forge hiplot
```

vega (🥉25 · ⭐ 330) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 11 · 🔀 59 · 📋 94 - 12% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/vega/ipyvega
```
PyPi (📥 7K / month · 📦 84 · ⏱️ 10.02.2022):
```
 pip install vega
```
Conda (📥 480K · ⏱️ 10.02.2022):
```
 conda install -c conda-forge vega
```

Sweetviz (🥉23 · ⭐ 2K · 💤) - Visualize and compare datasets, target values and associations, with.. MIT

GitHub (👨‍💻 6 · 🔀 200 · 📋 98 - 27% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/fbdesignpro/sweetviz
```
PyPi (📥 80K / month · 📦 5 · ⏱️ 08.07.2021):
```
 pip install sweetviz
```
Conda (📥 9.4K · ⏱️ 09.07.2021):
```
 conda install -c conda-forge sweetviz
```

AutoViz (🥉23 · ⭐ 690) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 12 · 🔀 100 · 📦 160 · 📋 54 - 9% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 54K / month · 📦 6 · ⏱️ 28.04.2022):
```
 pip install autoviz
```
Conda (📥 3.8K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge autoviz
```

Pandas-Bokeh (🥉22 · ⭐ 770) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT

GitHub (👨‍💻 14 · 🔀 98 · 📋 97 - 31% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/PatrikHlobil/Pandas-Bokeh
```
PyPi (📥 11K / month · 📦 11 · ⏱️ 11.04.2021):
```
 pip install pandas-bokeh
```

python-ternary (🥉22 · ⭐ 540) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 27 · 🔀 130 · 📥 17 · 📦 91 · 📋 120 - 22% open · ⏱️ 27.02.2022):
```
 git clone https://github.com/marcharper/python-ternary
```
PyPi (📥 23K / month · 📦 21 · ⏱️ 17.02.2021):
```
 pip install python-ternary
```

Conda (📥 62K · ⏱️ 17.02.2021):

 conda install -c conda-forge python-ternary

joypy (🥉21 · ⭐ 410) - Joyplots in Python with matplotlib & pandas. MIT

GitHub (👨‍💻 6 · 🔀 48 · 📦 150 · 📋 48 - 22% open · ⏱️ 19.12.2021):
```
 git clone https://github.com/leotac/joypy
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 19.12.2021):
```
 pip install joypy
```
Conda (📥 13K · ⏱️ 28.12.2020):
```
 conda install -c conda-forge joypy
```

PyWaffle (🥉20 · ⭐ 480) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 85 · 📦 120 · 📋 16 - 25% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/gyli/PyWaffle
```
PyPi (📥 3.7K / month · 📦 1 · ⏱️ 21.12.2021):
```
 pip install pywaffle
```
Conda (📥 4.4K · ⏱️ 22.12.2021):
```
 conda install -c conda-forge pywaffle
```

Show 14 hidden projects...

plotnine (🥈31 · ⭐ 3.1K) - A grammar of graphics for Python. ❗️GPL-2.0
cartopy (🥈31 · ⭐ 1K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉30 · ⭐ 2.6K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Chartify (🥉24 · ⭐ 3.1K · 💀) - Python library that makes it easy for data scientists to create.. Apache-2
Multicore-TSNE (🥉24 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
pivottablejs (🥉23 · ⭐ 460 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
PandasGUI (🥉22 · ⭐ 2.6K) - A GUI for Pandas DataFrames. ❗️MIT-0
PDPbox (🥉22 · ⭐ 670 · 💀) - python partial dependence plot toolbox. MIT
ivis (🥉19 · ⭐ 260) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
animatplot (🥉17 · ⭐ 390 · 💀) - A python package for animating plots build on matplotlib. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉16 · ⭐ 290) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nx-altair (🥉16 · ⭐ 190 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉14 · ⭐ 28 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.

transformers (🥇49 · ⭐ 62K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 14K · 📥 1.5K · 📦 27K · 📋 9.2K - 5% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 5.8M / month · 📦 830 · ⏱️ 06.04.2022):
```
 pip install transformers
```

Conda (📥 170K · ⏱️ 31.01.2022):

 conda install -c conda-forge transformers

spaCy (🥇44 · ⭐ 23K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 680 · 🔀 3.8K · 📥 3.1K · 📦 38K · 📋 5.1K - 1% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 4.4M / month · 📦 2.3K · ⏱️ 05.04.2022):
```
 pip install spacy
```
Conda (📥 2.6M · ⏱️ 31.03.2022):
```
 conda install -c conda-forge spacy
```

nltk (🥇44 · ⭐ 11K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 420 · 🔀 2.6K · 📦 140K · 📋 1.6K - 13% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 13M / month · 📦 12K · ⏱️ 09.02.2022):
```
 pip install nltk
```
Conda (📥 1.2M · ⏱️ 29.12.2021):
```
 conda install -c conda-forge nltk
```

gensim (🥇41 · ⭐ 13K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 430 · 🔀 4.1K · 📥 3.5K · 📦 33K · 📋 1.8K - 21% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 5.2M / month · 📦 2.8K · ⏱️ 17.09.2021):
```
 pip install gensim
```
Conda (📥 790K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge gensim
```

Rasa (🥇39 · ⭐ 14K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 540 · 🔀 3.9K · 📋 6.7K - 14% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 180K / month · 📦 57 · ⏱️ 05.04.2022):
```
 pip install rasa
```

flair (🥇38 · ⭐ 12K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT

GitHub (👨‍💻 220 · 🔀 1.8K · 📦 1.3K · 📋 1.8K - 5% open · ⏱️ 10.04.2022):
```
 git clone https://github.com/flairNLP/flair
```
PyPi (📥 78K / month · 📦 67 · ⏱️ 10.04.2022):
```
 pip install flair
```

Conda (📥 7.1K · ⏱️ 18.11.2021):

 conda install -c conda-forge python-flair

fairseq (🥇37 · ⭐ 17K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT

GitHub (👨‍💻 380 · 🔀 4.4K · 📥 210 · 📦 770 · 📋 3.4K - 25% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pytorch/fairseq
```
PyPi (📥 66K / month · 📦 35 · ⏱️ 05.01.2021):
```
 pip install fairseq
```
Conda (📥 14K · ⏱️ 28.04.2021):
```
 conda install -c conda-forge fairseq
```

AllenNLP (🥇37 · ⭐ 11K) - An open-source NLP research library, built on PyTorch. Apache-2

GitHub (👨‍💻 260 · 🔀 2.2K · 📥 46 · 📦 2.4K · 📋 2.5K - 3% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/allenai/allennlp
```
PyPi (📥 39K / month · 📦 180 · ⏱️ 14.04.2022):
```
 pip install allennlp
```
Conda (📥 53K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge allennlp
```

ChatterBot (🥇36 · ⭐ 12K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3

GitHub (👨‍💻 100 · 🔀 3.9K · 📦 4.3K · 📋 1.6K - 19% open · ⏱️ 01.06.2021):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 79K / month · 📦 350 · ⏱️ 22.08.2020):
```
 pip install chatterbot
```

ParlAI (🥇35 · ⭐ 8.8K) - A framework for training and evaluating AI models on a variety of.. MIT

GitHub (👨‍💻 180 · 🔀 1.8K · 📦 72 · 📋 1.3K - 6% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/facebookresearch/ParlAI
```
PyPi (📥 1.9K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install parlai
```

sentence-transformers (🥇35 · ⭐ 7.6K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2

GitHub (👨‍💻 78 · 🔀 1.5K · 📦 3K · 📋 1.4K - 50% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 1.9M / month · 📦 95 · ⏱️ 01.10.2021):
```
 pip install sentence-transformers
```

Conda (📥 19K · ⏱️ 20.02.2022):

 conda install -c conda-forge sentence-transformers

stanza (🥇35 · ⭐ 6.1K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2

GitHub (👨‍💻 48 · 🔀 790 · 📦 1K · 📋 700 - 12% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 430K / month · 📦 67 · ⏱️ 23.04.2022):
```
 pip install stanza
```
Conda (📥 5K · ⏱️ 23.04.2022):
```
 conda install -c stanfordnlp stanza
```

spark-nlp (🥇35 · ⭐ 2.7K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 120 · 🔀 550 · 📋 670 - 8% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 2.1M / month · 📦 10 · ⏱️ 12.04.2022):
```
 pip install spark-nlp
```

TextBlob (🥈34 · ⭐ 8.1K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 35 · 🔀 1.1K · 📥 98 · 📦 19K · 📋 260 - 39% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 920K / month · 📦 1.4K · ⏱️ 15.12.2021):
```
 pip install textblob
```
Conda (📥 160K · ⏱️ 24.02.2019):
```
 conda install -c conda-forge textblob
```

sentencepiece (🥈34 · ⭐ 5.8K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 64 · 🔀 790 · 📥 21K · 📦 14K · 📋 540 - 10% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 5.6M / month · 📦 350 · ⏱️ 18.06.2021):
```
 pip install sentencepiece
```

Conda (📥 180K · ⏱️ 08.04.2022):

 conda install -c conda-forge sentencepiece

Tokenizers (🥈34 · ⭐ 5.5K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 55 · 🔀 460 · 📦 48 · 📋 620 - 30% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 6.8M / month · 📦 100 · ⏱️ 13.04.2022):
```
 pip install tokenizers
```

Conda (📥 140K · ⏱️ 13.04.2022):

 conda install -c conda-forge tokenizers

fastText (🥈33 · ⭐ 24K) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 59 · 🔀 4.4K · 📦 2.9K · 📋 1.1K - 43% open · ⏱️ 04.03.2022):
```
 git clone https://github.com/facebookresearch/fastText
```
PyPi (📥 530K / month · 📦 180 · ⏱️ 28.04.2020):
```
 pip install fasttext
```
Conda (📥 28K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge fasttext
```

Dedupe (🥈33 · ⭐ 3.4K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 63 · 🔀 470 · 📦 220 · 📋 710 - 5% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 330K / month · 📦 48 · ⏱️ 20.04.2022):
```
 pip install dedupe
```
Conda (📥 2.7K · ⏱️ 20.04.2022):
```
 conda install -c conda-forge dedupe
```

torchtext (🥈33 · ⭐ 3K) - Data loaders and abstractions for text and NLP. BSD-3

GitHub (👨‍💻 130 · 🔀 700 · 📋 710 - 45% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pytorch/text
```
PyPi (📥 180K / month · 📦 430 · ⏱️ 10.03.2022):
```
 pip install torchtext
```

TensorFlow Text (🥈32 · ⭐ 930) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 81 · 🔀 200 · 📦 1.7K · 📋 200 - 38% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/tensorflow/text
```
PyPi (📥 2.6M / month · 📦 76 · ⏱️ 21.04.2022):
```
 pip install tensorflow-text
```

snowballstemmer (🥈32 · ⭐ 560) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 28 · 🔀 150 · 📦 4 · 📋 69 - 36% open · ⏱️ 17.12.2021):
```
 git clone https://github.com/snowballstem/snowball
```
PyPi (📥 6.8M / month · 📦 6.7K · ⏱️ 16.11.2021):
```
 pip install snowballstemmer
```

Conda (📥 4.2M · ⏱️ 17.11.2021):

 conda install -c conda-forge snowballstemmer

DeepPavlov (🥈31 · ⭐ 5.7K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 67 · 🔀 1K · 📦 260 · 📋 630 - 12% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 11K / month · 📦 6 · ⏱️ 27.04.2022):
```
 pip install deeppavlov
```

OpenNMT (🥈31 · ⭐ 5.6K) - Open Source Neural Machine Translation in PyTorch. MIT

GitHub (👨‍💻 170 · 🔀 2K · 📦 140 · 📋 1.3K - 9% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 49K / month · 📦 8 · ⏱️ 14.09.2021):
```
 pip install OpenNMT-py
```

ftfy (🥈31 · ⭐ 3.2K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT

GitHub (👨‍💻 18 · 🔀 110 · 📦 5.5K · 📋 130 - 8% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 1.6M / month · 📦 490 · ⏱️ 09.02.2022):
```
 pip install ftfy
```
Conda (📥 150K · ⏱️ 13.03.2022):
```
 conda install -c conda-forge ftfy
```

jellyfish (🥈31 · ⭐ 1.6K) - a python library for doing approximate and phonetic matching of.. BSD-2

GitHub (👨‍💻 25 · 🔀 150 · 📦 3.6K · 📋 110 - 8% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 2.1M / month · 📦 400 · ⏱️ 07.01.2022):
```
 pip install jellyfish
```

Conda (📥 200K · ⏱️ 08.04.2022):

 conda install -c conda-forge jellyfish

haystack (🥈30 · ⭐ 4.6K) - Haystack is an open source NLP framework that leverages Transformer.. Apache-2

GitHub (👨‍💻 110 · 🔀 720 · 📥 12 · 📋 1.3K - 14% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 840 / month · 📦 85 · ⏱️ 15.12.2021):
```
 pip install haystack
```

NeMo (🥈30 · ⭐ 4.1K) - NeMo: a toolkit for conversational AI. Apache-2

GitHub (👨‍💻 140 · 🔀 930 · 📥 12K · 📋 1.1K - 6% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 17K / month · 📦 7 · ⏱️ 26.04.2022):
```
 pip install nemo-toolkit
```

SciSpacy (🥈30 · ⭐ 1.1K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 23 · 🔀 150 · 📦 450 · 📋 260 - 14% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/allenai/scispacy
```
PyPi (📥 27K / month · 📦 17 · ⏱️ 10.03.2022):
```
 pip install scispacy
```

nlpaug (🥈29 · ⭐ 3.2K) - Data augmentation for NLP. MIT

GitHub (👨‍💻 30 · 🔀 360 · 📦 310 · 📋 180 - 18% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/makcedward/nlpaug
```
PyPi (📥 54K / month · 📦 14 · ⏱️ 23.12.2021):
```
 pip install nlpaug
```
Conda (📥 1.6K · ⏱️ 25.12.2021):
```
 conda install -c conda-forge nlpaug
```

Sumy (🥈29 · ⭐ 2.8K) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 22 · 🔀 470 · 📦 1.2K · 📋 100 - 13% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/miso-belica/sumy
```
PyPi (📥 22K / month · 📦 100 · ⏱️ 21.04.2022):
```
 pip install sumy
```
Conda (📥 790 · ⏱️ 22.04.2022):
```
 conda install -c conda-forge sumy
```

CLTK (🥈29 · ⭐ 720) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 310 · 📥 25 · 📦 200 · 📋 520 - 4% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 1.9K / month · 📦 42 · ⏱️ 26.04.2022):
```
 pip install cltk
```

PyText (🥈28 · ⭐ 6.3K) - A natural language modeling framework based on PyTorch. BSD-3

GitHub (👨‍💻 230 · 🔀 800 · 📥 290 · 📦 110 · 📋 220 - 66% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/facebookresearch/pytext
```
PyPi (📥 270 / month · 📦 1 · ⏱️ 08.06.2020):
```
 pip install pytext-nlp
```

vaderSentiment (🥈28 · ⭐ 3.6K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT

GitHub (👨‍💻 11 · 🔀 850 · 📦 3.7K · 📋 110 - 30% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/cjhutto/vaderSentiment
```
PyPi (📥 230K / month · 📦 170 · ⏱️ 22.05.2020):
```
 pip install vadersentiment
```

Conda (📥 8.4K · ⏱️ 22.03.2021):

 conda install -c conda-forge vadersentiment

neuralcoref (🥈28 · ⭐ 2.5K · 💤) - Fast Coreference Resolution in spaCy with Neural Networks. MIT

GitHub (👨‍💻 21 · 🔀 440 · 📥 370 · 📦 480 · 📋 300 - 16% open · ⏱️ 22.06.2021):
```
 git clone https://github.com/huggingface/neuralcoref
```
PyPi (📥 140K / month · 📦 14 · ⏱️ 08.04.2019):
```
 pip install neuralcoref
```

Conda (📥 11K · ⏱️ 21.02.2020):

 conda install -c conda-forge neuralcoref

GluonNLP (🥈28 · ⭐ 2.4K · 💤) - Toolkit that enables easy text preprocessing, datasets.. Apache-2

GitHub (👨‍💻 82 · 🔀 520 · 📦 780 · 📋 560 - 46% open · ⏱️ 24.08.2021):
```
 git clone https://github.com/dmlc/gluon-nlp
```
PyPi (📥 41K / month · 📦 22 · ⏱️ 13.08.2020):
```
 pip install gluonnlp
```

textacy (🥈28 · ⭐ 1.9K) - NLP, before and after spaCy. Apache-2

GitHub (👨‍💻 32 · 🔀 230 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
 git clone https://github.com/chartbeat-labs/textacy
```
PyPi (📥 36K / month · 📦 100 · ⏱️ 06.12.2021):
```
 pip install textacy
```
Conda (📥 100K · ⏱️ 06.02.2022):
```
 conda install -c conda-forge textacy
```

PyTextRank (🥈28 · ⭐ 1.8K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT

GitHub (👨‍💻 18 · 🔀 320 · 📦 250 · 📋 85 - 28% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 25K / month · 📦 12 · ⏱️ 06.03.2022):
```
 pip install pytextrank
```

Ciphey (🥈27 · ⭐ 9.7K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT

GitHub (👨‍💻 46 · 🔀 600 · 📋 290 - 17% open · ⏱️ 03.11.2021):
```
 git clone https://github.com/Ciphey/Ciphey
```
PyPi (📥 9.1K / month · ⏱️ 06.06.2021):
```
 pip install ciphey
```
Docker Hub (📥 15K · ⭐ 6 · ⏱️ 14.04.2022):
```
 docker pull remnux/ciphey
```

T5 (🥈27 · ⭐ 4.1K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 48 · 🔀 570 · 📦 94 · 📋 400 - 15% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/google-research/text-to-text-transfer-transformer
```
PyPi (📥 6.7K / month · 📦 2 · ⏱️ 18.10.2021):
```
 pip install t5
```

TextDistance (🥈27 · ⭐ 2.8K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 11 · 🔀 230 · 📥 650 · 📦 2.1K · ⏱️ 29.11.2021):
```
 git clone https://github.com/life4/textdistance
```
PyPi (📥 430K / month · 📦 39 · ⏱️ 27.10.2021):
```
 pip install textdistance
```

Conda (📥 96K · ⏱️ 27.10.2021):

 conda install -c conda-forge textdistance

english-words (🥉26 · ⭐ 7K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 27 · 🔀 1.4K · 📋 89 - 67% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/dwyl/english-words
```
PyPi (📥 23K / month · 📦 6 · ⏱️ 29.01.2022):
```
 pip install english-words
```

fastNLP (🥉26 · ⭐ 2.6K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2

GitHub (👨‍💻 54 · 🔀 410 · 📥 66 · 📦 70 · 📋 190 - 20% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/fastnlp/fastNLP
```
PyPi (📥 1.3K / month · 📦 3 · ⏱️ 04.02.2019):
```
 pip install fastnlp
```

spacy-transformers (🥉26 · ⭐ 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 18 · 🔀 140 · 📦 490 · ⏱️ 15.03.2022):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 99K / month · 📦 17 · ⏱️ 15.03.2022):
```
 pip install spacy-transformers
```

Conda (📥 990 · ⏱️ 15.03.2022):

 conda install -c conda-forge spacy-transformers

Snips NLU (🥉25 · ⭐ 3.6K · 💤) - Snips Python library to extract meaning from text. Apache-2

GitHub (👨‍💻 22 · 🔀 500 · 📋 260 - 23% open · ⏱️ 03.05.2021):
```
 git clone https://github.com/snipsco/snips-nlu
```
PyPi (📥 3.3K / month · 📦 11 · ⏱️ 15.01.2020):
```
 pip install snips-nlu
```

scattertext (🥉25 · ⭐ 1.8K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 12 · 🔀 250 · 📦 270 · 📋 85 - 20% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 3.6K / month · 📦 10 · ⏱️ 26.03.2022):
```
 pip install scattertext
```

Conda (📥 61K · ⏱️ 26.03.2022):

 conda install -c conda-forge scattertext

MatchZoo (🥉24 · ⭐ 3.6K · 💤) - Facilitating the design, comparison and sharing of deep.. Apache-2

GitHub (👨‍💻 36 · 🔀 910 · 📦 10 · 📋 460 - 6% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/NTMC-Community/MatchZoo
```
PyPi (📥 110 / month · ⏱️ 24.10.2019):
```
 pip install matchzoo
```

pytorch-nlp (🥉24 · ⭐ 2K · 💤) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3

GitHub (👨‍💻 18 · 🔀 250 · 📦 360 · 📋 67 - 26% open · ⏱️ 10.07.2021):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP
```
PyPi (📥 6.7K / month · 📦 17 · ⏱️ 04.11.2019):
```
 pip install pytorch-nlp
```

fast-bert (🥉24 · ⭐ 1.7K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 36 · 🔀 330 · 📋 250 - 61% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/utterworks/fast-bert
```
PyPi (📥 1.9K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install fast-bert
```

Kashgari (🥉23 · ⭐ 2.3K · 💤) - Kashgari is a production-level NLP Transfer learning.. Apache-2

GitHub (👨‍💻 21 · 🔀 430 · 📦 51 · 📋 370 - 10% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/BrikerMan/Kashgari
```
PyPi (📥 82 / month · 📦 2 · ⏱️ 18.10.2019):
```
 pip install kashgari-tf
```

sense2vec (🥉23 · ⭐ 1.4K · 💤) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 17 · 🔀 220 · 📥 28K · 📦 140 · 📋 110 - 18% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/explosion/sense2vec
```
PyPi (📥 3.4K / month · 📦 8 · ⏱️ 19.04.2021):
```
 pip install sense2vec
```

Conda (📥 25K · ⏱️ 14.07.2021):

 conda install -c conda-forge sense2vec

Sockeye (🥉23 · ⭐ 1.1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 56 · 🔀 310 · 📥 14 · 📋 280 - 2% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/awslabs/sockeye
```
PyPi (📥 520 / month · 📦 2 · ⏱️ 26.04.2022):
```
 pip install sockeye
```

rubrix (🥉23 · ⭐ 1K) - Rubrix, open-source framework for data-centric NLP. Data annotation and.. Apache-2

GitHub (👨‍💻 19 · 🔀 88 · 📋 520 - 10% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/recognai/rubrix
```
PyPi (📥 1.1K / month · ⏱️ 27.04.2022):
```
 pip install rubrix
```
Conda (📥 800 · ⏱️ 27.04.2022):
```
 conda install -c conda-forge rubrix
```

detoxify (🥉23 · ⭐ 420) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 6 · 🔀 46 · 📥 41K · 📦 79 · 📋 34 - 50% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 6K / month · 📦 2 · ⏱️ 12.04.2022):
```
 pip install detoxify
```

NLP Architect (🥉22 · ⭐ 2.8K · 💤) - A model library for exploring state-of-the-art deep.. Apache-2

GitHub (👨‍💻 37 · 🔀 440 · 📦 8 · 📋 130 - 15% open · ⏱️ 12.09.2021):
```
 git clone https://github.com/IntelLabs/nlp-architect
```
PyPi (📥 180 / month · ⏱️ 12.04.2020):
```
 pip install nlp-architect
```

Texthero (🥉22 · ⭐ 2.5K · 💤) - Text preprocessing, representation and visualization from zero to.. MIT

GitHub (👨‍💻 18 · 🔀 210 · 📥 89 · 📋 140 - 55% open · ⏱️ 19.07.2021):
```
 git clone https://github.com/jbesomi/texthero
```
PyPi (📥 13K / month · 📦 4 · ⏱️ 01.07.2021):
```
 pip install texthero
```

lightseq (🥉22 · ⭐ 2.1K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2

GitHub (👨‍💻 9 · 🔀 220 · 📥 610 · 📋 170 - 55% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/bytedance/lightseq
```
PyPi (📥 740 / month · ⏱️ 26.01.2022):
```
 pip install lightseq
```

FARM (🥉22 · ⭐ 1.5K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📋 440 - 8% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/deepset-ai/FARM
```
PyPi (📥 4.2K / month · 📦 2 · ⏱️ 10.06.2021):
```
 pip install farm
```
Conda (📥 1K · ⏱️ 14.06.2021):
```
 conda install -c conda-forge farm
```

anaGo (🥉22 · ⭐ 1.4K · 💤) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT

GitHub (👨‍💻 11 · 🔀 360 · 📦 29 · 📋 110 - 33% open · ⏱️ 01.04.2021):
```
 git clone https://github.com/Hironsan/anago
```
PyPi (📥 650 / month · 📦 5 · ⏱️ 17.07.2018):
```
 pip install anago
```

DeepMatcher (🥉21 · ⭐ 4.2K · 💤) - Python package for performing Entity and Text Matching using.. BSD-3

GitHub (👨‍💻 7 · 🔀 1.5K · 📦 18 · 📋 80 - 72% open · ⏱️ 13.06.2021):
```
 git clone https://github.com/anhaidgroup/deepmatcher
```
PyPi (📥 1K / month · ⏱️ 13.06.2021):
```
 pip install deepmatcher
```

gpt-2-simple (🥉21 · ⭐ 2.9K) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT

GitHub (👨‍💻 18 · 🔀 590 · 📥 300 · 📋 240 - 61% open · ⏱️ 18.10.2021):
```
 git clone https://github.com/minimaxir/gpt-2-simple
```
PyPi (📥 4.8K / month · 📦 5 · ⏱️ 18.10.2021):
```
 pip install gpt-2-simple
```

jiant (🥉21 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT

GitHub (👨‍💻 57 · 🔀 270 · 📦 2 · 📋 550 - 11% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/nyu-mll/jiant
```
PyPi (📥 55 / month · ⏱️ 10.05.2021):
```
 pip install jiant
```

OpenPrompt (🥉21 · ⭐ 1.4K) - An Open-Source Framework for Prompt-Learning. Apache-2

GitHub (👨‍💻 13 · 🔀 140 · 📦 8 · 📋 120 - 5% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/thunlp/OpenPrompt
```
PyPi (📥 490 / month · ⏱️ 15.04.2022):
```
 pip install openprompt
```

qdrant (🥉20 · ⭐ 1.4K) - Qdrant - vector similarity search engine with extended filtering.. Apache-2

GitHub (👨‍💻 23 · 🔀 79 · 📋 160 - 21% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/qdrant/qdrant
```

finetune (🥉19 · ⭐ 660) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 19 · 🔀 70 · 📦 9 · 📋 140 - 15% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 47 / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install finetune
```

TextBox (🥉17 · ⭐ 350) - TextBox is an open-source library for building text generation system. MIT

GitHub (👨‍💻 13 · 🔀 62 · 📦 5 · 📋 19 - 15% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/RUCAIBox/TextBox
```
PyPi (📥 48 / month · ⏱️ 15.04.2021):
```
 pip install textbox
```

OpenNRE (🥉16 · ⭐ 3.6K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 10 · 🔀 940 · 📋 350 - 5% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/thunlp/OpenNRE
```

Camphr (🥉16 · ⭐ 340 · 💤) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy

GitHub (👨‍💻 7 · 🔀 17 · 📋 28 - 7% open · ⏱️ 18.08.2021):
```
 git clone https://github.com/PKSHATechnology-Research/camphr
```
PyPi (📥 400 / month · 📦 2 · ⏱️ 28.07.2021):
```
 pip install camphr
```

BLINK (🥉15 · ⭐ 860 · 💤) - Entity Linker solution. MIT

GitHub (👨‍💻 16 · 🔀 160 · 📋 82 - 62% open · ⏱️ 02.04.2021):
```
 git clone https://github.com/facebookresearch/BLINK
```

Translate (🥉15 · ⭐ 730) - Translate - a PyTorch Language Library. BSD-3

GitHub (👨‍💻 87 · 🔀 170 · 📋 93 - 70% open · ⏱️ 06.10.2021):
```
 git clone https://github.com/pytorch/translate
```
PyPi (📥 7 / month · ⏱️ 01.05.2018):
```
 pip install pytorch-translate
```

VizSeq (🥉15 · ⭐ 390) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 3 · 🔀 47 · 📦 5 · 📋 16 - 43% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 80 / month · ⏱️ 07.08.2020):
```
 pip install vizseq
```

Show 26 hidden projects...

fuzzywuzzy (🥈32 · ⭐ 8.7K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0
langid (🥈27 · ⭐ 1.9K · 💀) - Stand-alone language identification system. BSD-3
flashtext (🥉25 · ⭐ 5.2K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
polyglot (🥉25 · ⭐ 2K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
textgenrnn (🥉24 · ⭐ 4.7K · 💀) - Easily train your own text-generating neural network of any.. MIT
whoosh (🥉24 · ⭐ 220) - Pure-Python full-text search library. ❗️BSD-1-Clause
YouTokenToMe (🥉23 · ⭐ 800 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
pySBD (🥉23 · ⭐ 440 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
happy-transformer (🥉23 · ⭐ 280) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface
Texar (🥉22 · ⭐ 2.3K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
stop-words (🥉21 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
fastT5 (🥉20 · ⭐ 290) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 300 · 💤) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉18 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉17 · ⭐ 620 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉17 · ⭐ 240 · 💤) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
spacy-dbpedia-spotlight (🥉15 · ⭐ 57 · 📈) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
textvec (🥉14 · ⭐ 180 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
numerizer (🥉14 · ⭐ 140) - A Python module to convert natural language numerics into ints and.. MIT
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (🥉13 · ⭐ 200 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

Image Data

Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.

Pillow (🥇45 · ⭐ 9.7K) - The friendly PIL fork (Python Imaging Library). ❗️PIL

GitHub (👨‍💻 390 · 🔀 1.8K · 📋 2.5K - 4% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 41M / month · 📦 63K · ⏱️ 01.04.2022):
```
 pip install Pillow
```
Conda (📥 14M · ⏱️ 13.04.2022):
```
 conda install -c conda-forge pillow
```

scikit-image (🥇44 · ⭐ 4.9K) - Image processing in Python. BSD-2

GitHub (👨‍💻 550 · 🔀 2K · 📦 100K · 📋 2.2K - 18% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/scikit-image/scikit-image
```
PyPi (📥 5.3M / month · 📦 9.1K · ⏱️ 17.02.2022):
```
 pip install scikit-image
```

Conda (📥 3.3M · ⏱️ 18.02.2022):

 conda install -c conda-forge scikit-image

torchvision (🥇42 · ⭐ 12K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 480 · 🔀 5.9K · 📥 4.1K · 📋 2.4K - 28% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 3.7M / month · 📦 3.6K · ⏱️ 10.03.2022):
```
 pip install torchvision
```

Conda (📥 220K · ⏱️ 29.03.2022):

 conda install -c conda-forge torchvision

MMDetection (🥇37 · ⭐ 19K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 330 · 🔀 7.1K · 📦 350 · 📋 5.7K - 9% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 42K / month · 📦 9 · ⏱️ 26.04.2022):
```
 pip install mmdet
```

PyTorch Image Models (🥇37 · ⭐ 18K) - PyTorch image models, scripts, pretrained weights --.. Apache-2

GitHub (👨‍💻 73 · 🔀 3K · 📥 1.1M · 📦 2.8K · 📋 490 - 11% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 1.6M / month · 📦 90 · ⏱️ 17.01.2022):
```
 pip install timm
```
Conda (📥 15K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge timm
```

imageio (🥇36 · ⭐ 1K · 📉) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 88 · 🔀 210 · 📥 200 · 📦 60K · 📋 440 - 13% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 13M / month · 📦 2.6K · ⏱️ 25.04.2022):
```
 pip install imageio
```
Conda (📥 2.8M · ⏱️ 25.04.2022):
```
 conda install -c conda-forge imageio
```

MoviePy (🥈35 · ⭐ 9.2K) - Video editing with Python. MIT

GitHub (👨‍💻 150 · 🔀 1.2K · 📦 15K · 📋 1.2K - 24% open · ⏱️ 26.03.2022):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 3.9M / month · 📦 750 · ⏱️ 05.10.2020):
```
 pip install moviepy
```
Conda (📥 110K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge moviepy
```

Kornia (🥈35 · ⭐ 6.3K) - Open Source Differentiable Computer Vision Library. Apache-2

GitHub (👨‍💻 170 · 🔀 630 · 📥 250 · 📦 1.2K · 📋 580 - 27% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 240K / month · 📦 46 · ⏱️ 21.03.2022):
```
 pip install kornia
```
Conda (📥 15K · ⏱️ 21.03.2022):
```
 conda install -c conda-forge kornia
```

detectron2 (🥈34 · ⭐ 21K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 200 · 🔀 5.6K · 📦 590 · 📋 3K - 6% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 3 · ⏱️ 06.02.2020):
```
 pip install detectron2
```

Conda (📥 47K · ⏱️ 25.04.2022):

 conda install -c conda-forge detectron2

InsightFace (🥈34 · ⭐ 12K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 42 · 🔀 3.7K · 📦 160 · 📋 1.9K - 54% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 21K / month · 📦 5 · ⏱️ 29.01.2022):
```
 pip install insightface
```

opencv-python (🥈34 · ⭐ 2.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 38 · 🔀 530 · 📋 540 - 7% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/opencv/opencv-python
```
PyPi (📥 5.3M / month · 📦 8.9K · ⏱️ 09.03.2022):
```
 pip install opencv-python
```

Face Recognition (🥈33 · ⭐ 44K · 💤) - The worlds simplest facial recognition api for Python.. MIT

GitHub (👨‍💻 47 · 🔀 12K · 📥 460 · 📋 1.2K - 54% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/ageitgey/face_recognition
```
PyPi (📥 50K / month · 📦 210 · ⏱️ 21.08.2018):
```
 pip install face_recognition
```

Conda (📥 5.8K · ⏱️ 30.04.2021):

 conda install -c conda-forge face_recognition

GluonCV (🥈33 · ⭐ 5.2K) - Gluon CV Toolkit. Apache-2

GitHub (👨‍💻 120 · 🔀 1.1K · 📦 720 · 📋 820 - 7% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/dmlc/gluon-cv
```
PyPi (📥 560K / month · 📦 59 · ⏱️ 28.04.2022):
```
 pip install gluoncv
```

Wand (🥈33 · ⭐ 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 97 · 🔀 190 · 📥 7.2K · 📦 11K · 📋 370 - 4% open · ⏱️ 14.03.2022):
```
 git clone https://github.com/emcconville/wand
```
PyPi (📥 480K / month · 📦 680 · ⏱️ 17.08.2021):
```
 pip install wand
```
Conda (📥 10K · ⏱️ 30.11.2020):
```
 conda install -c conda-forge wand
```

Albumentations (🥈32 · ⭐ 10K) - Fast image augmentation library and an easy-to-use wrapper.. MIT

GitHub (👨‍💻 100 · 🔀 1.3K · 📦 7.6K · 📋 590 - 41% open · ⏱️ 13.02.2022):
```
 git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 420K / month · 📦 180 · ⏱️ 04.10.2021):
```
 pip install albumentations
```

Conda (📥 35K · ⏱️ 15.07.2021):

 conda install -c conda-forge albumentations

PaddleDetection (🥈31 · ⭐ 7.4K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 93 · 🔀 1.9K · 📦 14 · 📋 3.4K - 19% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 430 / month · ⏱️ 24.04.2022):
```
 pip install paddledet
```

PaddleSeg (🥈31 · ⭐ 4.6K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 78 · 🔀 980 · 📦 540 · 📋 1K - 51% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 20.04.2022):
```
 pip install paddleseg
```

imutils (🥈31 · ⭐ 4.1K) - A series of convenience functions to make basic image processing.. MIT

GitHub (👨‍💻 21 · 🔀 960 · 📦 25K · 📋 220 - 65% open · ⏱️ 27.01.2022):
```
 git clone https://github.com/PyImageSearch/imutils
```
PyPi (📥 290K / month · 📦 760 · ⏱️ 15.01.2021):
```
 pip install imutils
```
Conda (📥 81K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge imutils
```

imageai (🥈30 · ⭐ 7K · 💤) - A python library built to empower developers to build applications and.. MIT

GitHub (👨‍💻 15 · 🔀 1.9K · 📥 740K · 📦 1.1K · 📋 680 - 37% open · ⏱️ 08.05.2021):
```
 git clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 20K / month · 📦 16 · ⏱️ 05.01.2021):
```
 pip install imageai
```
Conda (📥 2.6K · ⏱️ 30.04.2021):
```
 conda install -c conda-forge imageai
```

deepface (🥈30 · ⭐ 3.7K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 23 · 🔀 830 · 📦 520 · 📋 430 - 1% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 29K / month · 📦 3 · ⏱️ 11.03.2022):
```
 pip install deepface
```

vit-pytorch (🥈29 · ⭐ 9.7K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 15 · 🔀 1.6K · 📦 98 · 📋 180 - 46% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 22K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install vit-pytorch
```

ImageHash (🥈29 · ⭐ 2.3K · 💤) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 20 · 🔀 300 · 📦 4.9K · 📋 110 - 12% open · ⏱️ 07.09.2021):
```
 git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.3M / month · 📦 320 · ⏱️ 15.07.2021):
```
 pip install ImageHash
```

Conda (📥 170K · ⏱️ 15.07.2021):

 conda install -c conda-forge imagehash

Augmentor (🥉28 · ⭐ 4.7K · 📈) - Image augmentation library in Python for machine learning. MIT

GitHub (👨‍💻 22 · 🔀 850 · 📦 440 · 📋 200 - 64% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/mdbloice/Augmentor
```
PyPi (📥 15K / month · 📦 29 · ⏱️ 27.04.2022):
```
 pip install Augmentor
```

vidgear (🥉28 · ⭐ 2.2K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 9 · 🔀 170 · 📥 570 · 📦 190 · 📋 210 - 0% open · ⏱️ 11.02.2022):
```
 git clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 3.7K / month · 📦 5 · ⏱️ 11.02.2022):
```
 pip install vidgear
```

Face Alignment (🥉27 · ⭐ 5.6K · 💤) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 23 · 🔀 1.2K · 📋 270 - 19% open · ⏱️ 04.08.2021):
```
 git clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 8.3K / month · 📦 8 · ⏱️ 14.09.2021):
```
 pip install face-alignment
```

sahi (🥉27 · ⭐ 1.6K) - A lightweight vision library for performing large scale object detection/.. MIT

GitHub (👨‍💻 8 · 🔀 230 · 📥 1 · 📦 43 · 📋 140 - 14% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 09.04.2022):
```
 pip install sahi
```
Conda (📥 2.1K · ⏱️ 09.04.2022):
```
 conda install -c conda-forge sahi
```

layout-parser (🥉26 · ⭐ 3K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2

GitHub (👨‍💻 8 · 🔀 280 · 📦 64 · 📋 90 - 47% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/Layout-Parser/layout-parser
```
PyPi (📥 5.8K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install layoutparser
```

mtcnn (🥉26 · ⭐ 1.8K · 💤) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT

GitHub (👨‍💻 15 · 🔀 450 · 📦 2.2K · 📋 100 - 62% open · ⏱️ 09.07.2021):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 28K / month · 📦 43 · ⏱️ 09.07.2021):
```
 pip install mtcnn
```
Conda (📥 4.6K · ⏱️ 17.08.2021):
```
 conda install -c conda-forge mtcnn
```

lightly (🥉26 · ⭐ 1.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 17 · 🔀 120 · 📦 36 · 📋 320 - 19% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 2.7K / month · 📦 1 · ⏱️ 05.04.2022):
```
 pip install lightly
```

mahotas (🥉26 · ⭐ 740) - Computer Vision in Python. MIT

GitHub (👨‍💻 32 · 🔀 140 · 📦 800 · 📋 77 - 20% open · ⏱️ 07.12.2021):
```
 git clone https://github.com/luispedro/mahotas
```
PyPi (📥 12K / month · 📦 110 · ⏱️ 14.10.2021):
```
 pip install mahotas
```
Conda (📥 310K · ⏱️ 17.11.2021):
```
 conda install -c conda-forge mahotas
```

CellProfiler (🥉26 · ⭐ 660) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 130 · 🔀 300 · 📥 2.6K · 📦 8 · 📋 3.1K - 6% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 560 / month · ⏱️ 04.09.2017):
```
 pip install cellprofiler
```

pyvips (🥉26 · ⭐ 400) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 13 · 🔀 39 · 📦 320 · 📋 280 - 38% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 18K / month · 📦 39 · ⏱️ 18.04.2022):
```
 pip install pyvips
```
Conda (📥 17K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge pyvips
```

MMF (🥉25 · ⭐ 4.9K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 99 · 🔀 820 · 📦 12 · 📋 610 - 30% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 760 / month · 📦 1 · ⏱️ 12.06.2020):
```
 pip install mmf
```

facenet-pytorch (🥉25 · ⭐ 2.8K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 14 · 🔀 630 · 📥 270K · 📦 740 · 📋 150 - 40% open · ⏱️ 13.12.2021):
```
 git clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 13K / month · 📦 11 · ⏱️ 10.03.2021):
```
 pip install facenet-pytorch
```

vissl (🥉25 · ⭐ 2.6K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT

GitHub (👨‍💻 31 · 🔀 260 · 📦 7 · 📋 140 - 31% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/facebookresearch/vissl
```
PyPi (📥 370 / month · 📦 1 · ⏱️ 02.11.2021):
```
 pip install vissl
```

pytorchvideo (🥉25 · ⭐ 2.4K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 31 · 🔀 250 · 📋 130 - 41% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 16K / month · 📦 5 · ⏱️ 20.01.2022):
```
 pip install pytorchvideo
```

icevision (🥉25 · ⭐ 680) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 38 · 🔀 95 · 📋 640 - 21% open · ⏱️ 10.04.2022):
```
 git clone https://github.com/airctic/icevision
```
PyPi (📥 3.3K / month · 📦 5 · ⏱️ 10.02.2022):
```
 pip install icevision
```

tensorflow-graphics (🥉24 · ⭐ 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 36 · 🔀 340 · 📋 220 - 59% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/tensorflow/graphics
```
PyPi (📥 3.1K / month · 📦 4 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

deep-daze (🥉23 · ⭐ 4.2K) - Simple command line tool for text to image generation using OpenAIs.. MIT

GitHub (👨‍💻 13 · 🔀 300 · 📦 38 · 📋 160 - 54% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/lucidrains/deep-daze
```
PyPi (📥 1.9K / month · ⏱️ 13.03.2022):
```
 pip install deep-daze
```

Image Super-Resolution (🥉23 · ⭐ 3.5K · 💤) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 10 · 🔀 620 · 📦 82 · 📋 200 - 44% open · ⏱️ 02.06.2021):
```
 git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 4.4K / month · 📦 5 · ⏱️ 08.01.2020):
```
 pip install ISR
```

Docker Hub (📥 210 · ⏱️ 01.04.2019):

 docker pull idealo/image-super-resolution-gpu

Classy Vision (🥉23 · ⭐ 1.4K) - An end-to-end PyTorch framework for image and video.. MIT

GitHub (👨‍💻 74 · 🔀 250 · 📋 110 - 46% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/facebookresearch/ClassyVision
```
PyPi (📥 2.3K / month · 📦 2 · ⏱️ 09.07.2021):
```
 pip install classy_vision
```

Conda (📥 12K · ⏱️ 22.03.2022):

 conda install -c conda-forge classy_vision

Norfair (🥉22 · ⭐ 1.4K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3

GitHub (👨‍💻 12 · 🔀 120 · 📥 63 · 📋 57 - 31% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tryolabs/norfair
```
PyPi (📥 3.5K / month · 📦 1 · ⏱️ 19.04.2022):
```
 pip install norfair
```

image-match (🥉21 · ⭐ 2.7K · 💤) - Quickly search over billions of images. Apache-2

GitHub (👨‍💻 19 · 🔀 380 · 📋 100 - 53% open · ⏱️ 21.09.2021):
```
 git clone https://github.com/ProvenanceLabs/image-match
```
PyPi (📥 530 / month · 📦 4 · ⏱️ 13.02.2017):
```
 pip install image_match
```

pycls (🥉19 · ⭐ 1.9K) - Codebase for Image Classification Research, written in PyTorch. MIT

GitHub (👨‍💻 16 · 🔀 220 · 📦 5 · 📋 81 - 30% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/facebookresearch/pycls
```
PyPi (📥 390 / month · ⏱️ 05.09.2020):
```
 pip install pycls
```

DE⫶TR (🥉18 · ⭐ 8.7K) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 25 · 🔀 1.6K · 📋 430 - 36% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉18 · ⭐ 4.7K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 26 · 🔀 920 · 📦 7 · 📋 500 - 50% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 15 / month · ⏱️ 15.01.2020):
```
 pip install pyslowfast
```

scenic (🥉18 · ⭐ 870) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 36 · 🔀 100 · 📦 16 · 📋 37 - 45% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/google-research/scenic
```

Caer (🥉17 · ⭐ 610) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 100 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
```
 git clone https://github.com/jasmcaus/caer
```
PyPi (📥 3.8K / month · 📦 1 · ⏱️ 13.10.2021):
```
 pip install caer
```

Show 12 hidden projects...

glfw (🥇36 · ⭐ 9K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈35 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
PyTorch3D (🥈29 · ⭐ 5.9K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
Pillow-SIMD (🥉28 · ⭐ 1.8K) - The friendly PIL fork. ❗️PIL
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
segmentation_models (🥉24 · ⭐ 3.8K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
Luminoth (🥉23 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
Image Deduplicator (🥉22 · ⭐ 4K · 💀) - Finding duplicate images made easy!. Apache-2
nude.py (🥉21 · ⭐ 850 · 💀) - Nudity detection with Python. MIT
solt (🥉16 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT
HugsVision (🥉14 · ⭐ 160) - HugsVision is a easy to use huggingface wrapper for state-of-the-.. MIT huggingface
Torch Points 3D (🥉14 · ⭐ 47 · 🐣) - Pytorch framework for doing deep learning on point.. BSD-3

Graph Data

Libraries for graph processing, clustering, embedding, and machine learning tasks.

networkx (🥇43 · ⭐ 11K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 590 · 🔀 2.6K · 📥 59 · 📦 110K · 📋 2.9K - 12% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 17M / month · 📦 13K · ⏱️ 09.04.2022):
```
 pip install networkx
```
Conda (📥 6.1M · ⏱️ 10.04.2022):
```
 conda install -c conda-forge networkx
```

PyTorch Geometric (🥇36 · ⭐ 14K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 260 · 🔀 2.6K · 📋 2.5K - 37% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 70K / month · 📦 39 · ⏱️ 12.03.2022):
```
 pip install torch-geometric
```

Conda (📥 6.1K · ⏱️ 19.01.2022):

 conda install -c conda-forge pytorch_geometric

dgl (🥇35 · ⭐ 9.4K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2

GitHub (👨‍💻 200 · 🔀 2.1K · 📦 2 · 📋 1.5K - 19% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/dmlc/dgl
```
PyPi (📥 31K / month · 📦 40 · ⏱️ 16.03.2022):
```
 pip install dgl
```

StellarGraph (🥈28 · ⭐ 2.4K) - StellarGraph - Machine Learning on Graphs. Apache-2

GitHub (👨‍💻 36 · 🔀 360 · 📦 130 · 📋 1K - 27% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/stellargraph/stellargraph
```
PyPi (📥 14K / month · 📦 5 · ⏱️ 30.06.2020):
```
 pip install stellargraph
```

ogb (🥈28 · ⭐ 1.3K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 19 · 🔀 280 · 📦 280 · 📋 210 - 1% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 13K / month · 📦 13 · ⏱️ 23.02.2022):
```
 pip install ogb
```
Conda (📥 7.4K · ⏱️ 23.02.2022):
```
 conda install -c conda-forge ogb
```

Spektral (🥈26 · ⭐ 2K) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 20 · 🔀 280 · 📦 120 · 📋 220 - 19% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 5.2K / month · 📦 2 · ⏱️ 09.04.2022):
```
 pip install spektral
```

pygraphistry (🥈26 · ⭐ 1.6K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 20 · 🔀 160 · 📦 69 · 📋 200 - 42% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 2.5K / month · 📦 4 · ⏱️ 23.04.2022):
```
 pip install graphistry
```

Paddle Graph Learning (🥈26 · ⭐ 1.3K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2

GitHub (👨‍💻 24 · 🔀 220 · 📦 26 · 📋 120 - 39% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/PaddlePaddle/PGL
```
PyPi (📥 6.2K / month · 📦 2 · ⏱️ 21.04.2022):
```
 pip install pgl
```

PyKEEN (🥈26 · ⭐ 820) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 25 · 🔀 110 · 📥 140 · 📋 390 - 31% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 1.1K / month · 📦 3 · ⏱️ 20.04.2022):
```
 pip install pykeen
```

PyTorch-BigGraph (🥈25 · ⭐ 3K) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 27 · 🔀 410 · 📥 130 · 📋 190 - 28% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 130K / month · 📦 3 · ⏱️ 01.05.2019):
```
 pip install torchbiggraph
```

pytorch_geometric_temporal (🥈25 · ⭐ 1.5K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 21 · 🔀 220 · 📋 100 - 4% open · ⏱️ 24.04.2022):

 git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal

PyPi (📥 1.7K / month · 📦 1 · ⏱️ 04.04.2022):
```
 pip install torch-geometric-temporal
```

graph4nlp (🥈23 · ⭐ 1.3K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2

GitHub (👨‍💻 26 · 🔀 160 · 📋 140 - 10% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/graph4ai/graph4nlp
```
PyPi (📥 90 / month · ⏱️ 20.01.2022):
```
 pip install graph4nlp
```

AmpliGraph (🥉22 · ⭐ 1.7K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 19 · 🔀 200 · 📦 19 · 📋 200 - 10% open · ⏱️ 25.05.2021):
```
 git clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 930 / month · ⏱️ 25.05.2021):
```
 pip install ampligraph
```

torch-cluster (🥉22 · ⭐ 510) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 20 · 🔀 94 · 📋 99 - 13% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 13K / month · 📦 27 · ⏱️ 11.03.2022):
```
 pip install torch-cluster
```

Conda (📥 29K · ⏱️ 06.04.2022):

 conda install -c conda-forge pytorch_cluster

Node2Vec (🥉20 · ⭐ 890) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 9 · 🔀 190 · ⏱️ 09.10.2021):
```
 git clone https://github.com/eliorc/node2vec
```
PyPi (📥 51K / month · 📦 14 · ⏱️ 09.10.2021):
```
 pip install node2vec
```
Conda (📥 20K · ⏱️ 25.04.2020):
```
 conda install -c conda-forge node2vec
```

jraph (🥉19 · ⭐ 880) - A Graph Neural Network Library in Jax. Apache-2

GitHub (👨‍💻 14 · 🔀 56 · 📦 15 · 📋 19 - 52% open · ⏱️ 17.03.2022):
```
 git clone https://github.com/deepmind/jraph
```
PyPi (📥 1.9K / month · 📦 2 · ⏱️ 19.11.2021):
```
 pip install jraph
```
Conda (📥 350 · ⏱️ 31.10.2021):
```
 conda install -c conda-forge jraph
```

AutoGL (🥉19 · ⭐ 790) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 13 · 🔀 87 · 📋 20 - 30% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/THUMNLab/AutoGL
```
PyPi (📥 35 / month · ⏱️ 23.12.2020):
```
 pip install auto-graph-learning
```

deepsnap (🥉19 · ⭐ 410 · 💤) - Python library assists deep learning on graphs. MIT

GitHub (👨‍💻 15 · 🔀 45 · 📥 8 · 📦 20 · 📋 39 - 38% open · ⏱️ 19.09.2021):
```
 git clone https://github.com/snap-stanford/deepsnap
```
PyPi (📥 370 / month · 📦 1 · ⏱️ 05.09.2021):
```
 pip install deepsnap
```

GraphGym (🥉16 · ⭐ 1K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT

GitHub (👨‍💻 5 · 🔀 110 · 📥 13 · 📦 2 · 📋 26 - 15% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/snap-stanford/GraphGym
```
PyPi (📥 53 / month · ⏱️ 24.03.2022):
```
 pip install graphgym
```

kglib (🥉16 · ⭐ 500) - Grakn Knowledge Graph Library (ML R&D). Apache-2

GitHub (👨‍💻 7 · 🔀 89 · 📥 210 · 📋 62 - 19% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/vaticle/kglib
```
PyPi (📥 52 / month · ⏱️ 19.08.2020):
```
 pip install grakn-kglib
```

OpenKE (🥉15 · ⭐ 3K · 💤) - An Open-Source Package for Knowledge Embedding (KE). MIT

GitHub (👨‍💻 10 · 🔀 870 · 📋 410 - 16% open · ⏱️ 06.04.2021):
```
 git clone https://github.com/thunlp/OpenKE
```

ptgnn (🥉13 · ⭐ 320) - A PyTorch Graph Neural Network Library. MIT

GitHub (👨‍💻 7 · 🔀 38 · 📦 1 · 📋 7 - 28% open · ⏱️ 01.02.2022):
```
 git clone https://github.com/microsoft/ptgnn
```
PyPi (📥 41 / month · ⏱️ 21.10.2021):
```
 pip install ptgnn
```

Show 14 hidden projects...

igraph (🥇31 · ⭐ 960) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈29 · ⭐ 2.5K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈23 · ⭐ 1.6K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.4K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉21 · ⭐ 1.1K) - A library for graph deep learning research. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.1K · 💀) - Build Graph Nets in Tensorflow. Apache-2
pyRDF2Vec (🥉18 · ⭐ 150) - Python Implementation and Extension of RDF2Vec. MIT
DeepGraph (🥉17 · ⭐ 250 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GraphEmbedding (🥉16 · ⭐ 2.7K · 💀) - Implementation and experiments of graph embedding.. MIT
Sematch (🥉16 · ⭐ 380 · 💀) - semantic similarity framework for knowledge graph. Apache-2
Euler (🥉15 · ⭐ 2.8K · 💀) - A distributed graph deep learning framework. Apache-2
GraphSAGE (🥉15 · ⭐ 2.7K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉15 · ⭐ 1.6K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉12 · ⭐ 1K · 💀) - GraphVite: A General and High-performance Graph Embedding System. Apache-2

Audio Data

Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.

espnet (🥇36 · ⭐ 5K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 270 · 🔀 1.6K · 📥 76 · 📦 48 · 📋 1.9K - 20% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 6.5K / month · 📦 1 · ⏱️ 12.04.2022):
```
 pip install espnet
```

librosa (🥇34 · ⭐ 5.1K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 95 · 🔀 790 · 📋 960 - 3% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/librosa/librosa
```
PyPi (📥 900K / month · 📦 1.2K · ⏱️ 15.02.2022):
```
 pip install librosa
```
Conda (📥 450K · ⏱️ 15.02.2022):
```
 conda install -c conda-forge librosa
```

Magenta (🥇33 · ⭐ 18K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 150 · 🔀 3.5K · 📦 350 · 📋 890 - 35% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/magenta/magenta
```
PyPi (📥 5K / month · 📦 36 · ⏱️ 12.11.2020):
```
 pip install magenta
```

torchaudio (🥇33 · ⭐ 1.6K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 150 · 🔀 400 · 📋 620 - 25% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 390K / month · 📦 120 · ⏱️ 10.03.2022):
```
 pip install torchaudio
```

Pydub (🥈32 · ⭐ 6.1K · 💤) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 91 · 🔀 800 · 📦 12K · 📋 470 - 45% open · ⏱️ 08.06.2021):
```
 git clone https://github.com/jiaaro/pydub
```
PyPi (📥 1.8M / month · 📦 900 · ⏱️ 10.03.2021):
```
 pip install pydub
```
Conda (📥 22K · ⏱️ 13.03.2021):
```
 conda install -c conda-forge pydub
```

SpeechRecognition (🥈31 · ⭐ 6.2K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 43 · 🔀 2K · 📋 520 - 45% open · ⏱️ 27.03.2022):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 260K / month · 📦 700 · ⏱️ 05.12.2017):
```
 pip install SpeechRecognition
```

Conda (📥 130K · ⏱️ 13.12.2021):

 conda install -c conda-forge speechrecognition

speechbrain (🥈31 · ⭐ 4K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 150 · 🔀 750 · 📦 170 · 📋 650 - 20% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 8.1K / month · 📦 2 · ⏱️ 20.12.2021):
```
 pip install speechbrain
```

pyAudioAnalysis (🥈30 · ⭐ 4.7K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 26 · 🔀 1.1K · 📦 260 · 📋 290 - 60% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 12K / month · 📦 19 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

Coqui TTS (🥈29 · ⭐ 4.6K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 85 · 🔀 460 · 📥 130K · 📋 310 - 8% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/coqui-ai/TTS
```
PyPi (📥 4.8K / month · ⏱️ 14.07.2017):
```
 pip install tts
```
Conda (📥 1.4K · ⏱️ 15.12.2021):
```
 conda install -c conda-forge tts
```

spleeter (🥈28 · ⭐ 19K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 19 · 🔀 2.1K · 📥 1.6M · 📋 670 - 21% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/deezer/spleeter
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 03.09.2021):
```
 pip install spleeter
```
Conda (📥 63K · ⏱️ 30.06.2020):
```
 conda install -c conda-forge spleeter
```

tinytag (🥈28 · ⭐ 520) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT

GitHub (👨‍💻 21 · 🔀 89 · 📦 510 · 📋 89 - 12% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/devsnd/tinytag
```
PyPi (📥 86K / month · 📦 70 · ⏱️ 12.03.2022):
```
 pip install tinytag
```

audioread (🥈28 · ⭐ 400) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 21 · 🔀 92 · 📦 8.1K · 📋 79 - 39% open · ⏱️ 03.12.2021):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 870K / month · 📦 320 · ⏱️ 20.10.2020):
```
 pip install audioread
```

Conda (📥 410K · ⏱️ 10.04.2022):

 conda install -c conda-forge audioread

Porcupine (🥉27 · ⭐ 2.7K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 31 · 🔀 390 · 📦 9 · 📋 370 - 0% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 1.1K / month · 📦 8 · ⏱️ 11.03.2022):
```
 pip install pvporcupine
```

DDSP (🥉26 · ⭐ 2.1K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 31 · 🔀 240 · 📦 23 · 📋 140 - 17% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/magenta/ddsp
```
PyPi (📥 3.2K / month · 📦 1 · ⏱️ 22.04.2022):
```
 pip install ddsp
```
Conda (📥 10K · ⏱️ 08.06.2020):
```
 conda install -c conda-forge ddsp
```

audiomentations (🥉25 · ⭐ 950) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 21 · 🔀 120 · 📦 120 · 📋 110 - 24% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/iver56/audiomentations
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 18.03.2022):
```
 pip install audiomentations
```

Madmom (🥉25 · ⭐ 890) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 20 · 🔀 150 · 📦 190 · 📋 260 - 21% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/CPJKU/madmom
```
PyPi (📥 2.9K / month · 📦 27 · ⏱️ 14.11.2018):
```
 pip install madmom
```

python-soundfile (🥉24 · ⭐ 440) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 24 · 🔀 68 · 📥 3.1K · 📋 170 - 39% open · ⏱️ 23.02.2022):
```
 git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 1M / month · 📦 540 · ⏱️ 27.11.2019):
```
 pip install soundfile
```
Conda:
```
 conda install -c anaconda pysoundfile
```

kapre (🥉23 · ⭐ 820) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 22 · 📦 1.5K · 📋 94 - 12% open · ⏱️ 21.01.2022):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 3.4K / month · 📦 14 · ⏱️ 21.01.2022):
```
 pip install kapre
```

DeepSpeech (🥉22 · ⭐ 18K · 💤) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 140 · 🔀 3.3K):

 git clone https://github.com/mozilla/DeepSpeech

PyPi (📥 11K / month · 📦 35 · ⏱️ 19.12.2020):
```
 pip install deepspeech
```

Conda (📥 440 · ⏱️ 29.07.2021):

 conda install -c conda-forge deepspeech

nnAudio (🥉21 · ⭐ 670) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 13 · 🔀 68 · 📦 45 · 📋 49 - 24% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 2.1K / month · 📦 1 · ⏱️ 24.12.2021):
```
 pip install nnAudio
```

Show 8 hidden projects...

aubio (🥈28 · ⭐ 2.7K) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥈28 · ⭐ 2.1K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉24 · ⭐ 2.1K · 💀) - This library provides common speech features for ASR.. MIT
TTS (🥉22 · ⭐ 5.9K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
Dejavu (🥉22 · ⭐ 5.7K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉22 · ⭐ 320) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Muda (🥉18 · ⭐ 210 · 💤) - A library for augmenting annotated audio data. ISC
Julius (🥉17 · ⭐ 260) - Fast PyTorch based DSP for audio and 1D signals. MIT

Geospatial Data

Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.

pydeck (🥇42 · ⭐ 9.8K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 190 · 🔀 1.8K · 📦 4K · 📋 2.4K - 6% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 980K / month · 📦 22 · ⏱️ 25.10.2021):
```
 pip install pydeck
```
Conda (📥 90K · ⏱️ 26.10.2021):
```
 conda install -c conda-forge pydeck
```
npm (📥 280K / month · 📦 380 · ⏱️ 22.04.2022):
```
 npm install deck.gl
```

Shapely (🥇36 · ⭐ 2.8K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 130 · 🔀 450 · 📥 29 · 📦 29K · 📋 860 - 18% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 7.1M / month · 📦 3.7K · ⏱️ 18.02.2022):
```
 pip install shapely
```
Conda (📥 3.5M · ⏱️ 22.04.2022):
```
 conda install -c conda-forge shapely
```

Rasterio (🥇36 · ⭐ 1.7K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 130 · 🔀 460 · 📥 760 · 📦 4.8K · 📋 1.5K - 9% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/rasterio/rasterio
```
PyPi (📥 750K / month · 📦 760 · ⏱️ 21.04.2022):
```
 pip install rasterio
```
Conda (📥 1.5M · ⏱️ 11.03.2022):
```
 conda install -c conda-forge rasterio
```

folium (🥈35 · ⭐ 5.7K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 130 · 🔀 2K · 📦 16K · 📋 920 - 22% open · ⏱️ 08.01.2022):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 1M / month · 📦 630 · ⏱️ 19.11.2021):
```
 pip install folium
```
Conda (📥 710K · ⏱️ 03.12.2021):
```
 conda install -c conda-forge folium
```

GeoPandas (🥈35 · ⭐ 3.1K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 170 · 🔀 680 · 📥 1.5K · 📦 13K · 📋 1.3K - 30% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 2.4M / month · 📦 1.1K · ⏱️ 16.10.2021):
```
 pip install geopandas
```

Conda (📥 1.5M · ⏱️ 01.12.2021):

 conda install -c conda-forge geopandas

pyproj (🥈35 · ⭐ 750) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 49 · 🔀 180 · 📦 14K · 📋 490 - 2% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 4.7M / month · 📦 1.7K · ⏱️ 22.04.2022):
```
 pip install pyproj
```
Conda (📥 3.3M · ⏱️ 24.04.2022):
```
 conda install -c conda-forge pyproj
```

geopy (🥈34 · ⭐ 3.6K · 💤) - Geocoding library for Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 37K · 📋 260 - 10% open · ⏱️ 26.09.2021):
```
 git clone https://github.com/geopy/geopy
```
PyPi (📥 3.4M / month · 📦 3.9K · ⏱️ 11.07.2021):
```
 pip install geopy
```
Conda (📥 690K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge geopy
```

Fiona (🥈34 · ⭐ 910) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 66 · 🔀 180 · 📦 8.4K · 📋 670 - 11% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 2.7M / month · 📦 770 · ⏱️ 07.02.2022):
```
 pip install fiona
```
Conda (📥 2.7M · ⏱️ 26.03.2022):
```
 conda install -c conda-forge fiona
```

ipyleaflet (🥈33 · ⭐ 1.2K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 77 · 🔀 330 · 📦 1.6K · 📋 490 - 38% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 95K / month · 📦 110 · ⏱️ 14.04.2022):
```
 pip install ipyleaflet
```

Conda (📥 810K · ⏱️ 14.04.2022):

 conda install -c conda-forge ipyleaflet

npm (📥 47K / month · 📦 2 · ⏱️ 14.04.2022):
```
 npm install jupyter-leaflet
```

ArcGIS API (🥉29 · ⭐ 1.3K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 78 · 🔀 880 · 📥 3K · 📋 500 - 24% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 48K / month · 📦 22 · ⏱️ 03.02.2022):
```
 pip install arcgis
```

Docker Hub (📥 6.9K · ⭐ 33 · ⏱️ 04.02.2022):

 docker pull esridocker/arcgis-api-python-notebook

geojson (🥉29 · ⭐ 710) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 46 · 🔀 90 · 📦 9.2K · 📋 81 - 27% open · ⏱️ 03.01.2022):
```
 git clone https://github.com/jazzband/geojson
```
PyPi (📥 910K / month · 📦 1.1K · ⏱️ 09.08.2019):
```
 pip install geojson
```
Conda (📥 500K · ⏱️ 11.08.2019):
```
 conda install -c conda-forge geojson
```

PySAL (🥉27 · ⭐ 1K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 75 · 🔀 270 · 📋 610 - 1% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/pysal/pysal
```
PyPi (📥 18K / month · 📦 30 · ⏱️ 30.01.2022):
```
 pip install pysal
```
Conda (📥 440K · ⏱️ 31.01.2022):
```
 conda install -c conda-forge pysal
```

GeoViews (🥉26 · ⭐ 400) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 26 · 🔀 68 · 📋 300 - 34% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 11K / month · 📦 26 · ⏱️ 08.03.2022):
```
 pip install geoviews
```
Conda (📥 100K · ⏱️ 08.03.2022):
```
 conda install -c conda-forge geoviews
```

EarthPy (🥉26 · ⭐ 350) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 40 · 🔀 130 · 📦 140 · 📋 220 - 8% open · ⏱️ 20.12.2021):
```
 git clone https://github.com/earthlab/earthpy
```
PyPi (📥 8K / month · 📦 7 · ⏱️ 01.10.2021):
```
 pip install earthpy
```
Conda (📥 42K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge earthpy
```

Mapbox GL (🥉23 · ⭐ 600 · 💤) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (👨‍💻 21 · 🔀 130 · 📦 130 · 📋 100 - 34% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 11K / month · 📦 14 · ⏱️ 02.06.2019):
```
 pip install mapboxgl
```

Show 7 hidden projects...

Geocoder (🥉32 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 820) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉27 · ⭐ 740) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉24 · ⭐ 740 · 💀) - Google maps for Jupyter notebooks. BSD-3
pymap3d (🥉22 · ⭐ 240) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
geoplotlib (🥉21 · ⭐ 960 · 💀) - python toolbox for visualizing geographical data and making maps. MIT
prettymaps (🥉17 · ⭐ 8K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0

Financial Data

Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.

yfinance (🥇33 · ⭐ 7K · 📉) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 53 · 🔀 1.5K · 📦 11K · 📋 770 - 56% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 330K / month · 📦 120 · ⏱️ 30.01.2022):
```
 pip install yfinance
```
Conda (📥 40K · ⏱️ 10.07.2021):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 8.4K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT

GitHub (👨‍💻 93 · 🔀 1.5K · 📥 280 · 📦 14 · 📋 540 - 30% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 1.8K / month · ⏱️ 24.04.2022):
```
 pip install pyqlib
```

ta (🥈30 · ⭐ 3K) - Technical Analysis Library using Pandas and Numpy. MIT

GitHub (👨‍💻 28 · 🔀 700 · 📦 1.2K · 📋 210 - 53% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/bukosabino/ta
```
PyPi (📥 68K / month · 📦 33 · ⏱️ 16.04.2022):
```
 pip install ta
```
Conda (📥 2.8K · ⏱️ 21.04.2022):
```
 conda install -c conda-forge ta
```

IB-insync (🥈28 · ⭐ 1.8K) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 30 · 🔀 480 · 📋 400 - 2% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/erdewit/ib_insync
```
PyPi (📥 6.8K / month · 📦 19 · ⏱️ 28.11.2021):
```
 pip install ib_insync
```

Conda (📥 15K · ⏱️ 29.11.2021):

 conda install -c conda-forge ib-insync

TensorTrade (🥈27 · ⭐ 3.8K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 61 · 🔀 870 · 📦 34 · 📋 220 - 13% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 510 / month · 📦 1 · ⏱️ 10.05.2021):
```
 pip install tensortrade
```

Conda (📥 1K · ⏱️ 10.05.2021):

 conda install -c conda-forge tensortrade

Alpha Vantage (🥈27 · ⭐ 3.6K · 💤) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 39 · 🔀 640 · 📋 260 - 5% open · ⏱️ 14.06.2021):
```
 git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 28K / month · 📦 100 · ⏱️ 26.08.2018):
```
 pip install alpha_vantage
```

Conda (📥 1.1K · ⏱️ 14.01.2021):

 conda install -c conda-forge alpha_vantage

bt (🥈27 · ⭐ 1.4K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 25 · 🔀 310 · 📦 110 · 📋 280 - 19% open · ⏱️ 03.04.2022):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 5.5K / month · 📦 21 · ⏱️ 21.04.2021):
```
 pip install bt
```
Conda (📥 3.9K · ⏱️ 18.01.2022):
```
 conda install -c conda-forge bt
```

ffn (🥈27 · ⭐ 1.1K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 26 · 🔀 200 · 📦 190 · 📋 96 - 16% open · ⏱️ 25.02.2022):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 30K / month · 📦 25 · ⏱️ 21.04.2021):
```
 pip install ffn
```
Conda (📥 770 · ⏱️ 22.04.2021):
```
 conda install -c conda-forge ffn
```

Enigma Catalyst (🥉25 · ⭐ 2.3K · 💤) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2

GitHub (👨‍💻 150 · 🔀 700 · 📦 24 · 📋 490 - 27% open · ⏱️ 22.09.2021):
```
 git clone https://github.com/scrtlabs/catalyst
```
PyPi (📥 410 / month · 📦 2 · ⏱️ 11.11.2018):
```
 pip install enigma-catalyst
```

stockstats (🥉24 · ⭐ 990) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 8 · 🔀 260 · 📦 450 · 📋 85 - 9% open · ⏱️ 07.01.2022):
```
 git clone https://github.com/jealous/stockstats
```
PyPi (📥 8.4K / month · 📦 29 · ⏱️ 07.01.2022):
```
 pip install stockstats
```

Crypto Signals (🥉22 · ⭐ 4K · 💤) - Github.com/CryptoSignal - #1 Quant Trading & Technical.. MIT

GitHub (👨‍💻 28 · 🔀 1K · 📋 260 - 20% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/CryptoSignal/crypto-signal
```
Docker Hub (📥 140K · ⭐ 7 · ⏱️ 03.09.2020):
```
 docker pull shadowreaver/crypto-signal
```

tf-quant-finance (🥉22 · ⭐ 3.1K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 39 · 🔀 410 · 📋 42 - 50% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 940 / month · 📦 2 · ⏱️ 27.04.2022):
```
 pip install tf-quant-finance
```

finmarketpy (🥉19 · ⭐ 2.9K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 14 · 🔀 450 · 📥 40 · 📦 5 · 📋 26 - 88% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 64 / month · ⏱️ 07.10.2021):
```
 pip install finmarketpy
```

Show 12 hidden projects...

zipline (🥇32 · ⭐ 15K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
backtrader (🥈29 · ⭐ 8.6K · 💤) - Python Backtesting library for trading strategies. ❗️GPL-3.0
pyfolio (🥈29 · ⭐ 4.4K · 💀) - Portfolio and risk analytics in Python. Apache-2
arch (🥈29 · ⭐ 900) - ARCH models in Python. ❗️NCSA
Alphalens (🥉26 · ⭐ 2.3K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥉26 · ⭐ 910 · 💀) - Common financial risk and performance metrics. Used by zipline.. Apache-2
PyAlgoTrade (🥉25 · ⭐ 3.7K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉23 · ⭐ 1.5K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉19 · ⭐ 2.4K) - Backtest trading strategies in Python. ❗️AGPL-3.0
FinQuant (🥉18 · ⭐ 760 · 💀) - A program for financial portfolio management, analysis and.. MIT
surpriver (🥉12 · ⭐ 1.4K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉7 · ⭐ 110 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0

Time Series Data

Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.

sktime (🥇35 · ⭐ 5.3K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 170 · 🔀 830 · 📥 72 · 📦 420 · 📋 1.1K - 33% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 120K / month · 📦 23 · ⏱️ 11.04.2022):
```
 pip install sktime
```

Conda (📥 3.1K · ⏱️ 12.04.2022):

 conda install -c conda-forge sktime-all-extras

Prophet (🥇33 · ⭐ 14K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 140 · 🔀 4.2K · 📥 640 · 📋 1.8K - 12% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 1.3M / month · 📦 130 · ⏱️ 05.09.2020):
```
 pip install fbprophet
```
Conda (📥 41K · ⏱️ 23.08.2021):
```
 conda install -c conda-forge prophet
```

pmdarima (🥇32 · ⭐ 1.2K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 20 · 🔀 200 · 📦 2K · 📋 280 - 9% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 1.2M / month · 📦 51 · ⏱️ 22.02.2022):
```
 pip install pmdarima
```
Conda (📥 36K · ⏱️ 24.02.2022):
```
 conda install -c conda-forge pmdarima
```

tslearn (🥈30 · ⭐ 2.1K) - A machine learning toolkit dedicated to time-series data. BSD-2

GitHub (👨‍💻 36 · 🔀 270 · 📦 480 · 📋 270 - 32% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 110K / month · 📦 19 · ⏱️ 16.08.2021):
```
 pip install tslearn
```
Conda (📥 250K · ⏱️ 15.01.2022):
```
 conda install -c conda-forge tslearn
```

tsfresh (🥈29 · ⭐ 6.4K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 82 · 🔀 970 · 📋 480 - 8% open · ⏱️ 21.12.2021):
```
 git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 370K / month · 📦 55 · ⏱️ 21.12.2021):
```
 pip install tsfresh
```
Conda (📥 150K · ⏱️ 21.12.2021):
```
 conda install -c conda-forge tsfresh
```

Darts (🥈29 · ⭐ 4K) - A python library for easy manipulation and forecasting of time series. Apache-2

GitHub (👨‍💻 51 · 🔀 400 · 📦 53 · 📋 430 - 35% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 6.6K / month · 📦 2 · ⏱️ 13.04.2022):
```
 pip install u8darts
```

Conda (📥 3.4K · ⏱️ 14.04.2022):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 330 · ⏱️ 13.04.2022):
```
 docker pull unit8/darts
```

STUMPY (🥈29 · ⭐ 2.3K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 29 · 🔀 220 · 📋 310 - 9% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 280K / month · 📦 4 · ⏱️ 31.03.2022):
```
 pip install stumpy
```
Conda (📥 37K · ⏱️ 31.03.2022):
```
 conda install -c conda-forge stumpy
```

pytorch-forecasting (🥈29 · ⭐ 1.9K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 29 · 🔀 300 · 📋 450 - 45% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 52K / month · 📦 4 · ⏱️ 24.03.2022):
```
 pip install pytorch-forecasting
```

Conda (📥 18K · ⏱️ 24.03.2022):

 conda install -c conda-forge pytorch-forecasting

GluonTS (🥈28 · ⭐ 2.7K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 85 · 🔀 560 · 📋 730 - 40% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 72K / month · 📦 6 · ⏱️ 28.04.2022):
```
 pip install gluonts
```
Conda (📥 13 · ⏱️ 14.10.2021):
```
 conda install -c anaconda gluonts
```

pyts (🥉25 · ⭐ 1.2K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 11 · 🔀 130 · 📦 190 · 📋 60 - 58% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 130K / month · 📦 11 · ⏱️ 31.10.2021):
```
 pip install pyts
```
Conda (📥 11K · ⏱️ 31.10.2021):
```
 conda install -c conda-forge pyts
```

Streamz (🥉24 · ⭐ 1.1K) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 45 · 🔀 130 · 📦 290 · 📋 250 - 41% open · ⏱️ 24.12.2021):
```
 git clone https://github.com/python-streamz/streamz
```
PyPi (📥 13K / month · 📦 29 · ⏱️ 04.10.2021):
```
 pip install streamz
```
Conda (📥 280K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge streamz
```

greykite (🥉20 · ⭐ 1.5K) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 7 · 🔀 68 · 📦 8 · 📋 60 - 13% open · ⏱️ 15.12.2021):
```
 git clone https://github.com/linkedin/greykite
```
PyPi (📥 54K / month · ⏱️ 15.12.2021):
```
 pip install greykite
```

TSFEL (🥉20 · ⭐ 500) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 14 · 🔀 62 · 📦 34 · 📋 49 - 12% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 5.5K / month · ⏱️ 14.02.2021):
```
 pip install tsfel
```

Auto TS (🥉19 · ⭐ 420) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 6 · 🔀 76 · 📋 68 - 8% open · ⏱️ 13.02.2022):
```
 git clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 1.6K / month · ⏱️ 31.01.2022):
```
 pip install auto-ts
```

atspy (🥉16 · ⭐ 430) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT

GitHub (👨‍💻 5 · 🔀 83 · 📦 5 · 📋 20 - 90% open · ⏱️ 18.12.2021):
```
 git clone https://github.com/firmai/atspy
```
PyPi (📥 1.8K / month · ⏱️ 24.04.2020):
```
 pip install atspy
```

Show 8 hidden projects...

PyFlux (🥉24 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉21 · ⭐ 1K · 💀) - Anomaly Detection and Correlation library. Apache-2
seglearn (🥉21 · ⭐ 510 · 💀) - Python module for machine learning time series:. BSD-3
tick (🥉21 · ⭐ 380 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
pydlm (🥉20 · ⭐ 420 · 💀) - A python library for Bayesian time series modeling. BSD-3
ADTK (🥉19 · ⭐ 810 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
matrixprofile-ts (🥉19 · ⭐ 680 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
tsaug (🥉14 · ⭐ 240 · 💀) - A Python package for time series augmentation. Apache-2

Medical Data

Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.

MNE (🥇37 · ⭐ 1.9K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 280 · 🔀 1K · 📦 1.6K · 📋 4K - 9% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 42K / month · 📦 210 · ⏱️ 15.04.2022):
```
 pip install mne
```
Conda (📥 190K · ⏱️ 26.04.2022):
```
 conda install -c conda-forge mne
```

NIPYPE (🥇35 · ⭐ 630) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 240 · 🔀 490 · 📦 910 · 📋 1.3K - 29% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/nipy/nipype
```
PyPi (📥 55K / month · 📦 150 · ⏱️ 05.04.2022):
```
 pip install nipype
```
Conda (📥 460K · ⏱️ 05.04.2022):
```
 conda install -c conda-forge nipype
```

Nilearn (🥈34 · ⭐ 830 · 📉) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 180 · 🔀 440 · 📥 38 · 📦 1.5K · 📋 1.6K - 16% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 20K / month · 📦 240 · ⏱️ 13.04.2022):
```
 pip install nilearn
```
Conda (📥 150K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge nilearn
```

NiBabel (🥈34 · ⭐ 470) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 93 · 🔀 230 · 📦 6.9K · 📋 460 - 30% open · ⏱️ 19.03.2022):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 190K / month · 📦 970 · ⏱️ 07.02.2022):
```
 pip install nibabel
```
Conda (📥 430K · ⏱️ 07.02.2022):
```
 conda install -c conda-forge nibabel
```

MONAI (🥈33 · ⭐ 2.9K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 94 · 🔀 560 · 📦 280 · 📋 1.6K - 11% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 50K / month · 📦 16 · ⏱️ 16.02.2022):
```
 pip install monai
```
Conda (📥 380 · ⏱️ 09.01.2022):
```
 conda install -c conda-forge monai
```

Lifelines (🥈33 · ⭐ 1.9K) - Survival analysis in Python. MIT

GitHub (👨‍💻 99 · 🔀 470 · 📦 870 · 📋 860 - 25% open · ⏱️ 16.03.2022):
```
 git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 320K / month · 📦 100 · ⏱️ 15.03.2022):
```
 pip install lifelines
```

Conda (📥 190K · ⏱️ 08.04.2022):

 conda install -c conda-forge lifelines

Hail (🥈33 · ⭐ 790) - Scalable genomic data analysis. MIT

GitHub (👨‍💻 79 · 🔀 210 · 📦 61 · 📋 2K - 2% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 34K / month · 📦 8 · ⏱️ 28.03.2022):
```
 pip install hail
```

DIPY (🥈32 · ⭐ 510) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3

GitHub (👨‍💻 130 · 🔀 340 · 📦 540 · 📋 780 - 15% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/dipy/dipy
```
PyPi (📥 14K / month · 📦 80 · ⏱️ 11.03.2022):
```
 pip install dipy
```
Conda (📥 290K · ⏱️ 15.03.2022):
```
 conda install -c conda-forge dipy
```

DeepVariant (🥉25 · ⭐ 2.5K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 21 · 🔀 600 · 📥 3.8K · 📋 480 - 0% open · ⏱️ 28.01.2022):
```
 git clone https://github.com/google/deepvariant
```
Conda (📥 40K · ⏱️ 16.12.2021):
```
 conda install -c bioconda deepvariant
```

MedicalTorch (🥉17 · ⭐ 770 · 💤) - A medical imaging framework for Pytorch. Apache-2

GitHub (👨‍💻 8 · 🔀 120 · 📦 12 · 📋 23 - 60% open · ⏱️ 16.04.2021):
```
 git clone https://github.com/perone/medicaltorch
```
PyPi (📥 160 / month · ⏱️ 24.11.2018):
```
 pip install medicaltorch
```

Medical Detection Toolkit (🥉14 · ⭐ 1.1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2

GitHub (👨‍💻 3 · 🔀 280 · 📋 120 - 32% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
```

Show 8 hidden projects...

NiftyNet (🥉25 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
NIPY (🥉23 · ⭐ 320 · 💀) - Neuroimaging in Python FMRI analysis package. BSD-3
DLTK (🥉22 · ⭐ 1.3K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedPy (🥉22 · ⭐ 400 · 💀) - Medical image processing in Python. ❗️GPL-3.0
Glow (🥉22 · ⭐ 200) - An open-source toolkit for large-scale genomic analysis. Apache-2
Brainiak (🥉21 · ⭐ 270 · 💤) - Brain Imaging Analysis Kit. Apache-2
DeepNeuro (🥉13 · ⭐ 110 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 1.4K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

pytorch_tabular (🥇18 · ⭐ 580) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 9 · 🔀 61 · 📋 58 - 27% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 01.09.2021):
```
 pip install pytorch_tabular
```

carefree-learn (🥈17 · ⭐ 360) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 30 · 📦 2 · ⏱️ 16.04.2022):
```
 git clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 100 / month · ⏱️ 29.10.2021):
```
 pip install carefree-learn
```

deltapy (🥉12 · ⭐ 420) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

GitHub (👨‍💻 4 · 🔀 42 · 📦 2 · 📋 3 - 66% open · ⏱️ 01.03.2022):
```
 git clone https://github.com/firmai/deltapy
```
PyPi (📥 160 / month · ⏱️ 09.04.2020):
```
 pip install deltapy
```

Show 1 hidden projects...

upgini (🥉15 · ⭐ 23 · 🐣) - Features search library for supervised machine learning searches.. BSD-3

Optical Character Recognition

Libraries for optical character recognition (OCR) and text extraction from images or videos.

PaddleOCR (🥇35 · ⭐ 20K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 110 · 🔀 4.3K · 📦 620 · 📋 4.4K - 23% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 56K / month · 📦 6 · ⏱️ 25.04.2022):
```
 pip install paddleocr
```

EasyOCR (🥇35 · ⭐ 15K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 98 · 🔀 2K · 📥 1.5M · 📦 1.1K · 📋 540 - 18% open · ⏱️ 09.04.2022):
```
 git clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 120K / month · 📦 30 · ⏱️ 09.04.2022):
```
 pip install easyocr
```

Tesseract (🥈33 · ⭐ 4.2K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (👨‍💻 41 · 🔀 590 · 📋 300 - 4% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 590K / month · 📦 940 · ⏱️ 19.02.2022):
```
 pip install pytesseract
```

Conda (📥 500K · ⏱️ 15.03.2022):

 conda install -c conda-forge pytesseract

OCRmyPDF (🥈29 · ⭐ 6.3K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 64 · 🔀 560 · 📋 850 - 10% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 24K / month · 📦 12 · ⏱️ 15.04.2022):
```
 pip install ocrmypdf
```
Conda (📥 9.6K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge ocrmypdf
```

tesserocr (🥈28 · ⭐ 1.6K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 26 · 🔀 210 · 📦 650 · 📋 240 - 33% open · ⏱️ 09.11.2021):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 60K / month · 📦 61 · ⏱️ 19.06.2021):
```
 pip install tesserocr
```

Conda (📥 66K · ⏱️ 13.01.2021):

 conda install -c conda-forge tesserocr

calamari (🥉23 · ⭐ 910) - Line based ATR Engine based on OCRopy. Apache-2

GitHub (👨‍💻 19 · 🔀 190 · 📋 250 - 19% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/Calamari-OCR/calamari
```
PyPi (📥 1.1K / month · 📦 2 · ⏱️ 13.11.2018):
```
 pip install calamari_ocr
```

keras-ocr (🥉22 · ⭐ 1K) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (👨‍💻 14 · 🔀 250 · 📥 250K · 📋 170 - 37% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 5.8K / month · 📦 2 · ⏱️ 24.11.2021):
```
 pip install keras-ocr
```
Conda (📥 31 · ⏱️ 14.01.2022):
```
 conda install -c anaconda keras-ocr
```

attention-ocr (🥉21 · ⭐ 910) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT

GitHub (👨‍💻 27 · 🔀 240 · 📦 19 · 📋 150 - 16% open · ⏱️ 29.10.2021):
```
 git clone https://github.com/emedvedev/attention-ocr
```
PyPi (📥 330 / month · ⏱️ 19.04.2019):
```
 pip install aocr
```

pdftabextract (🥉19 · ⭐ 2K) - A set of tools for extracting tables from PDF files helping to.. Apache-2

GitHub (👨‍💻 2 · 🔀 340 · 📦 39 · 📋 21 - 14% open · ⏱️ 07.03.2022):
```
 git clone https://github.com/WZBSocialScienceCenter/pdftabextract
```
PyPi (📥 690 / month · 📦 1 · ⏱️ 09.01.2018):
```
 pip install pdftabextract
```

Mozart (🥉10 · ⭐ 360 · 💤) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

GitHub (👨‍💻 5 · 🔀 54 · 📋 11 - 27% open · ⏱️ 05.05.2021):
```
 git clone https://github.com/aashrafh/Mozart
```

Show 1 hidden projects...

doc2text (🥉19 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT

Data Containers & Structures

General-purpose data containers & structures as well as utilities & extensions for pandas.

pandas (🥇52 · ⭐ 34K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub (👨‍💻 3K · 🔀 14K · 📥 140K · 📦 700K · 📋 22K - 15% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi (📥 84M / month · 📦 59K · ⏱️ 02.04.2022):
```
 pip install pandas
```
Conda (📥 25M · ⏱️ 10.04.2022):
```
 conda install -c conda-forge pandas
```

numpy (🥇50 · ⭐ 20K) - The fundamental package for scientific computing with Python. BSD-3

GitHub (👨‍💻 1.4K · 🔀 6.8K · 📥 500K · 📦 1.1M · 📋 11K - 21% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/numpy/numpy
```
PyPi (📥 110M / month · 📦 120K · ⏱️ 12.04.2022):
```
 pip install numpy
```
Conda (📥 32M · ⏱️ 27.04.2022):
```
 conda install -c conda-forge numpy
```

Arrow (🥇43 · ⭐ 9.4K) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2

GitHub (👨‍💻 850 · 🔀 2.3K · 📦 68 · 📋 980 - 26% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/apache/arrow
```
PyPi (📥 45M / month · 📦 1.4K · ⏱️ 03.02.2022):
```
 pip install pyarrow
```
Conda (📥 940K · ⏱️ 27.01.2022):
```
 conda install -c conda-forge arrow
```

h5py (🥇40 · ⭐ 1.7K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub (👨‍💻 180 · 🔀 440 · 📥 1.8K · 📦 160K · 📋 1.3K - 16% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/h5py/h5py
```
PyPi (📥 12M / month · 📦 14K · ⏱️ 16.11.2021):
```
 pip install h5py
```
Conda (📥 7.5M · ⏱️ 26.11.2021):
```
 conda install -c conda-forge h5py
```

xarray (🥈38 · ⭐ 2.5K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub (👨‍💻 370 · 🔀 780 · 📦 10K · 📋 3.3K - 28% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pydata/xarray
```
PyPi (📥 1.3M / month · 📦 1.4K · ⏱️ 02.03.2022):
```
 pip install xarray
```
Conda (📥 5M · ⏱️ 02.03.2022):
```
 conda install -c conda-forge xarray
```

PyTables (🥈35 · ⭐ 1.1K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub (👨‍💻 110 · 🔀 220 · 📥 170 · 📋 680 - 26% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi (📥 870K / month · 📦 2.3K · ⏱️ 28.12.2021):
```
 pip install tables
```
Conda (📥 4M · ⏱️ 25.01.2022):
```
 conda install -c conda-forge pytables
```

Modin (🥈34 · ⭐ 7.2K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2

GitHub (👨‍💻 90 · 🔀 500 · 📥 200K · 📦 630 · 📋 2.6K - 32% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/modin-project/modin
```
PyPi (📥 210K / month · 📦 26 · ⏱️ 29.03.2022):
```
 pip install modin
```

Conda (📥 60K · ⏱️ 30.03.2022):

 conda install -c conda-forge modin-core

Bottleneck (🥈34 · ⭐ 730) - Fast NumPy array functions written in C. BSD-2

GitHub (👨‍💻 25 · 🔀 84 · 📦 32K · 📋 230 - 18% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi (📥 510K / month · 📦 1.6K · ⏱️ 22.02.2022):
```
 pip install Bottleneck
```

Conda (📥 2.1M · ⏱️ 10.04.2022):

 conda install -c conda-forge bottleneck

numexpr (🥈33 · ⭐ 1.8K · 📉) - Fast numerical array expression evaluator for Python, NumPy,.. MIT

GitHub (👨‍💻 61 · 🔀 170 · 📋 320 - 19% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/pydata/numexpr
```
PyPi (📥 2.3M / month · 📦 3K · ⏱️ 15.12.2021):
```
 pip install numexpr
```
Conda (📥 4M · ⏱️ 11.04.2022):
```
 conda install -c conda-forge numexpr
```

polars (🥈32 · ⭐ 5.4K) - Fast multi-threaded DataFrame library in Rust | Python | Node.js. MIT

GitHub (👨‍💻 82 · 🔀 310 · 📦 3 · 📋 1.3K - 11% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pola-rs/polars
```
PyPi (📥 40K / month · 📦 21 · ⏱️ 23.04.2022):
```
 pip install polars
```

zarr (🥈32 · ⭐ 900) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub (👨‍💻 59 · 🔀 160 · 📦 1.2K · 📋 500 - 42% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/zarr-developers/zarr-python
```
PyPi (📥 86K / month · 📦 220 · ⏱️ 06.04.2022):
```
 pip install zarr
```
Conda (📥 1.3M · ⏱️ 06.04.2022):
```
 conda install -c conda-forge zarr
```

TinyDB (🥈31 · ⭐ 5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub (👨‍💻 76 · 🔀 430 · 📋 280 - 2% open · ⏱️ 19.02.2022):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi (📥 340K / month · 📦 790 · ⏱️ 19.02.2022):
```
 pip install tinydb
```
Conda (📥 170K · ⏱️ 19.02.2022):
```
 conda install -c conda-forge tinydb
```

Koalas (🥈31 · ⭐ 3.1K) - Koalas: pandas API on Apache Spark. Apache-2

GitHub (👨‍💻 51 · 🔀 330 · 📥 1K · 📦 200 · 📋 590 - 17% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/databricks/koalas
```
PyPi (📥 1.3M / month · 📦 13 · ⏱️ 19.10.2021):
```
 pip install koalas
```
Conda (📥 120K · ⏱️ 20.10.2021):
```
 conda install -c conda-forge koalas
```

Vaex (🥉30 · ⭐ 7K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub (👨‍💻 64 · 🔀 540 · 📥 230 · 📋 1.1K - 36% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/vaexio/vaex
```
PyPi (📥 38K / month · 📦 17 · ⏱️ 12.04.2022):
```
 pip install vaex
```
Conda (📥 120K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge vaex
```

Arctic (🥉30 · ⭐ 2.7K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1

GitHub (👨‍💻 75 · 🔀 520 · 📥 180 · 📦 160 · 📋 540 - 17% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/man-group/arctic
```
PyPi (📥 12K / month · 📦 34 · ⏱️ 24.01.2022):
```
 pip install arctic
```
Conda (📥 18K · ⏱️ 16.12.2019):
```
 conda install -c conda-forge arctic
```

datasketch (🥉29 · ⭐ 1.7K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub (👨‍💻 21 · 🔀 230 · 📥 19 · 📦 380 · 📋 140 - 24% open · ⏱️ 04.02.2022):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi (📥 500K / month · 📦 54 · ⏱️ 04.02.2022):
```
 pip install datasketch
```

datatable (🥉29 · ⭐ 1.5K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub (👨‍💻 33 · 🔀 130 · 📥 1.5K · 📋 1.4K - 10% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/h2oai/datatable
```
PyPi (📥 120K / month · 📦 12 · ⏱️ 01.07.2021):
```
 pip install datatable
```

Conda (📥 13K · ⏱️ 23.12.2020):

 conda install -c conda-forge datatable

pandera (🥉29 · ⭐ 1.3K) - A light-weight, flexible, and expressive data validation library for.. MIT

GitHub (👨‍💻 53 · 🔀 96 · 📦 210 · 📋 400 - 24% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi (📥 390K / month · 📦 22 · ⏱️ 04.04.2022):
```
 pip install pandera
```

Conda (📥 6.5K · ⏱️ 04.04.2022):

 conda install -c conda-forge pandera-core

swifter (🥉28 · ⭐ 2K) - A package which efficiently applies any function to a pandas dataframe.. MIT

GitHub (👨‍💻 15 · 🔀 91 · 📦 560 · 📋 110 - 20% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/jmcarpenter2/swifter
```
PyPi (📥 140K / month · 📦 28 · ⏱️ 13.04.2022):
```
 pip install swifter
```
Conda (📥 130K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge swifter
```

Pandaral·lel (🥉26 · ⭐ 2.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3

GitHub (👨‍💻 19 · 🔀 140 · 📋 160 - 47% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/nalepae/pandarallel
```
PyPi (📥 260K / month · 📦 20 · ⏱️ 15.03.2022):
```
 pip install pandarallel
```

Conda (📥 3.2K · ⏱️ 09.04.2022):

 conda install -c conda-forge pandarallel

docarray (🥉26 · ⭐ 640 · 🐣) - The data structure for unstructured data. Apache-2

GitHub (👨‍💻 23 · 🔀 48 · 📦 39 · 📋 67 - 25% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi (📥 54K / month · 📦 1 · ⏱️ 27.04.2022):
```
 pip install docarray
```
Conda (📥 2.7K · ⏱️ 28.04.2022):
```
 conda install -c conda-forge docarray
```

Pandas Summary (🥉22 · ⭐ 400) - A library for managing, validating, summarizing, and.. Apache-2

GitHub (👨‍💻 8 · 🔀 41 · 📋 13 - 46% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/polyaxon/datatile
```
PyPi (📥 46K / month · 📦 57 · ⏱️ 25.11.2021):
```
 pip install pandas-summary
```

Bounter (🥉18 · ⭐ 930 · 💤) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

GitHub (👨‍💻 8 · 🔀 48 · 📦 25 · 📋 25 - 64% open · ⏱️ 24.05.2021):
```
 git clone https://github.com/RaRe-Technologies/bounter
```
PyPi (📥 100 / month · 📦 8 · ⏱️ 17.08.2020):
```
 pip install bounter
```

PandaPy (🥉11 · ⭐ 500) - PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x.. MIT

GitHub (👨‍💻 3 · 🔀 58 · 📦 1 · 📋 3 - 66% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/firmai/pandapy
```
PyPi (📥 120 / month · ⏱️ 25.01.2020):
```
 pip install pandapy
```

Show 7 hidden projects...

Blaze (🥈31 · ⭐ 3K · 💀) - NumPy and Pandas interface to Big Data. BSD-3
sklearn-pandas (🥉29 · ⭐ 2.6K · 💤) - Pandas integration with sklearn. ❗️Zlib
pandasql (🥉27 · ⭐ 1.1K · 💀) - sqldf for pandas. MIT
bcolz (🥉26 · ⭐ 940 · 💀) - A columnar data container that can be compressed. BSD-3
StaticFrame (🥉26 · ⭐ 280) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
pickleDB (🥉23 · ⭐ 660 · 💀) - pickleDB is an open source key-value store using Pythons json module. BSD-3
fletcher (🥉19 · ⭐ 220 · 💀) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

🔗 best-of-python - Data Extraction ( ⭐ 2.1K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

Libraries for web scraping, crawling, downloading, and mining as well as libraries.

🔗 best-of-web-python - Web Scraping ( ⭐ 1.5K) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

Celery (🥇46 · ⭐ 19K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub (👨‍💻 1.2K · 🔀 4.3K · 📦 69K · 📋 4.7K - 11% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/celery/celery
```
PyPi (📥 5M / month · 📦 15K · ⏱️ 05.04.2022):
```
 pip install celery
```
Conda (📥 820K · ⏱️ 27.04.2022):
```
 conda install -c conda-forge celery
```

Airflow (🥇45 · ⭐ 26K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub (👨‍💻 2.4K · 🔀 10K · 📥 280K · 📋 5.5K - 17% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/apache/airflow
```
PyPi (📥 5.9M / month · 📦 460 · ⏱️ 27.04.2022):
```
 pip install apache-airflow
```
Conda (📥 590K · ⏱️ 04.04.2022):
```
 conda install -c conda-forge airflow
```
Docker Hub (📥 70M · ⭐ 330 · ⏱️ 27.04.2022):
```
 docker pull apache/airflow
```

Beam (🥇39 · ⭐ 5.5K) - Unified programming model to define and execute data processing.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 3.5K · ⏱️ 28.04.2022):
```
 git clone https://github.com/apache/beam
```
PyPi (📥 6.2M / month · 📦 150 · ⏱️ 20.04.2022):
```
 pip install apache-beam
```

Conda (📥 7.6K · ⏱️ 21.04.2022):

 conda install -c conda-forge apache-beam-with-aws

luigi (🥇38 · ⭐ 16K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2

GitHub (👨‍💻 590 · 🔀 2.3K · 📦 1.7K · 📋 970 - 10% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/spotify/luigi
```
PyPi (📥 580K / month · 📦 400 · ⏱️ 23.09.2020):
```
 pip install luigi
```
Conda (📥 9.7K · 📦 2 · ⏱️ 05.03.2022):
```
 conda install -c anaconda luigi
```

rq (🥇38 · ⭐ 8.3K) - Simple job queues for Python. BSD-3

GitHub (👨‍💻 260 · 🔀 1.3K · 📦 10K · 📋 950 - 18% open · ⏱️ 02.04.2022):
```
 git clone https://github.com/rq/rq
```
PyPi (📥 530K / month · 📦 1.7K · ⏱️ 07.12.2021):
```
 pip install rq
```
Conda (📥 70K · ⏱️ 30.06.2021):
```
 conda install -c conda-forge rq
```

Prefect (🥈37 · ⭐ 8.8K) - The easiest way to automate your data. Apache-2

GitHub (👨‍💻 320 · 🔀 870 · 📦 730 · 📋 2.2K - 22% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi (📥 220K / month · 📦 58 · ⏱️ 27.04.2022):
```
 pip install prefect
```
Conda (📥 250K · ⏱️ 06.04.2022):
```
 conda install -c conda-forge prefect
```

Dagster (🥈37 · ⭐ 4.6K) - An orchestration platform for the development, production, and.. Apache-2

GitHub (👨‍💻 200 · 🔀 590 · 📦 360 · 📋 4K - 24% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi (📥 210K / month · 📦 87 · ⏱️ 22.04.2022):
```
 pip install dagster
```
Conda (📥 490K · ⏱️ 23.04.2022):
```
 conda install -c conda-forge dagster
```

joblib (🥈37 · ⭐ 2.8K) - Computing with Python functions. BSD-3

GitHub (👨‍💻 110 · 🔀 320 · 📦 180K · 📋 730 - 45% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/joblib/joblib
```
PyPi (📥 24M / month · 📦 4.9K · ⏱️ 07.10.2021):
```
 pip install joblib
```
Conda (📥 8.3M · ⏱️ 07.10.2021):
```
 conda install -c conda-forge joblib
```

Great Expectations (🥈36 · ⭐ 6.5K) - Always know what to expect from your data. Apache-2

GitHub (👨‍💻 290 · 🔀 930 · 📋 1.3K - 15% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/great-expectations/great_expectations
```
PyPi (📥 4.5M / month · 📦 31 · ⏱️ 21.04.2022):
```
 pip install great_expectations
```

Conda (📥 370K · ⏱️ 21.04.2022):

 conda install -c conda-forge great-expectations

dbt (🥈36 · ⭐ 4.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub (👨‍💻 210 · 🔀 850 · 📥 290 · 📦 420 · 📋 2.8K - 12% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi (📥 510K / month · 📦 29 · ⏱️ 06.12.2021):
```
 pip install dbt
```
Conda (📥 200K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dbt
```

Kedro (🥈35 · ⭐ 7.1K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub (👨‍💻 150 · 🔀 640 · 📦 840 · 📋 720 - 12% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi (📥 330K / month · 📦 36 · ⏱️ 31.03.2022):
```
 pip install kedro
```

petl (🥈32 · ⭐ 1K) - Python Extract Transform and Load Tables of Data. MIT

GitHub (👨‍💻 54 · 🔀 170 · 📦 700 · 📋 440 - 17% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/petl-developers/petl
```
PyPi (📥 150K / month · 📦 74 · ⏱️ 25.04.2022):
```
 pip install petl
```
Conda (📥 73K · ⏱️ 26.04.2022):
```
 conda install -c conda-forge petl
```

Activeloop (🥈31 · ⭐ 4.5K) - Dataset format for AI. Build, manage, query & visualize datasets.. MPL-2.0

GitHub (👨‍💻 95 · 🔀 380 · 📋 360 - 16% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi (📥 3.6K / month · 📦 53 · ⏱️ 27.04.2022):
```
 pip install hub
```

mleap (🥈31 · ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub (👨‍💻 73 · 🔀 300 · 📦 180 · 📋 440 - 20% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/combust/mleap
```
PyPi (📥 210K / month · 📦 26 · ⏱️ 04.04.2022):
```
 pip install mleap
```
Conda (📥 45K · ⏱️ 05.04.2022):
```
 conda install -c conda-forge mleap
```

huey (🥈30 · ⭐ 3.9K) - a little task queue for python. MIT

GitHub (👨‍💻 66 · 🔀 330 · 📦 910 · ⏱️ 22.02.2022):
```
 git clone https://github.com/coleifer/huey
```
PyPi (📥 210K / month · 📦 160 · ⏱️ 28.12.2021):
```
 pip install huey
```
Conda (📥 23K · ⏱️ 16.10.2019):
```
 conda install -c conda-forge huey
```

TFX (🥈30 · ⭐ 1.7K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 130 · 🔀 550 · 📋 760 - 32% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 320K / month · 📦 8 · ⏱️ 11.04.2022):
```
 pip install tfx
```

ploomber (🥉29 · ⭐ 2.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub (👨‍💻 40 · 🔀 140 · 📦 37 · 📋 640 - 26% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi (📥 4.6K / month · 📦 5 · ⏱️ 22.04.2022):
```
 pip install ploomber
```
Conda (📥 5.9K · ⏱️ 23.04.2022):
```
 conda install -c conda-forge ploomber
```

Optimus (🥉28 · ⭐ 1.2K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2

GitHub (👨‍💻 25 · 🔀 210 · 📋 230 - 13% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/hi-primus/optimus
```
PyPi (📥 110K / month · ⏱️ 30.05.2019):
```
 pip install optimuspyspark
```

PyFunctional (🥉26 · ⭐ 2K) - Python library for creating data pipelines with chain functional.. MIT

GitHub (👨‍💻 25 · 🔀 110 · 📦 420 · 📋 130 - 5% open · ⏱️ 05.11.2021):
```
 git clone https://github.com/EntilZha/PyFunctional
```
PyPi (📥 95K / month · 📦 12 · ⏱️ 12.01.2021):
```
 pip install pyfunctional
```

streamparse (🥉26 · ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub (👨‍💻 42 · 🔀 220 · 📦 54 · 📋 330 - 21% open · ⏱️ 10.01.2022):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi (📥 3.7K / month · 📦 27 · ⏱️ 10.01.2022):
```
 pip install streamparse
```

arq (🥉26 · ⭐ 1.2K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub (👨‍💻 39 · 🔀 98 · 📦 220 · 📋 140 - 26% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi (📥 22K / month · 📦 11 · ⏱️ 09.03.2022):
```
 pip install arq
```
Conda (📥 2K · ⏱️ 03.09.2021):
```
 conda install -c conda-forge arq
```

zenml (🥉25 · ⭐ 1.9K) - ZenML : MLOps framework to create reproducible pipelines... Apache-2

GitHub (👨‍💻 32 · 🔀 140 · 📋 71 - 14% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi (📥 1K / month · ⏱️ 28.04.2022):
```
 pip install zenml
```

TaskTiger (🥉24 · ⭐ 1.1K) - Python task queue using Redis. MIT

GitHub (👨‍💻 25 · 🔀 62 · 📦 22 · 📋 68 - 48% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi (📥 1.3K / month · 📦 10 · ⏱️ 02.12.2021):
```
 pip install tasktiger
```

whylogs (🥉24 · ⭐ 970) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub (👨‍💻 30 · 🔀 51 · 📥 50 · 📋 150 - 44% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi (📥 9.7K / month · 📦 2 · ⏱️ 26.04.2022):
```
 pip install whylogs
```

Pypeline (🥉23 · ⭐ 1.3K) - Concurrent data pipelines in Python . MIT

GitHub (👨‍💻 12 · 🔀 80 · 📋 58 - 25% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi (📥 9.1K / month · 📦 9 · ⏱️ 06.01.2022):
```
 pip install pypeln
```
Conda (📥 5.9K · ⏱️ 06.01.2022):
```
 conda install -c conda-forge pypeln
```

pdpipe (🥉22 · ⭐ 670) - Easy pipelines for pandas DataFrames. MIT

GitHub (👨‍💻 10 · 🔀 34 · 📦 40 · 📋 43 - 30% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi (📥 1.5K / month · 📦 5 · ⏱️ 13.03.2022):
```
 pip install pdpipe
```
Conda (📥 3.7K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge pdpipe
```

spark-deep-learning (🥉19 · ⭐ 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2

GitHub (👨‍💻 17 · 🔀 460 · 📦 20 · 📋 100 - 74% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/databricks/spark-deep-learning
```

Mara Pipelines (🥉18 · ⭐ 1.9K · 💤) - A lightweight opinionated ETL framework, halfway between.. MIT

GitHub (👨‍💻 16 · 🔀 88 · 📦 9 · 📋 25 - 44% open · ⏱️ 18.09.2021):
```
 git clone https://github.com/mara/mara-pipelines
```
PyPi (📥 260 / month · ⏱️ 23.01.2021):
```
 pip install mara-pipelines
```

riko (🥉18 · ⭐ 1.6K) - A Python stream processing engine modeled after Yahoo! Pipes. MIT

GitHub (👨‍💻 18 · 🔀 75 · 📋 30 - 73% open · ⏱️ 28.12.2021):
```
 git clone https://github.com/nerevu/riko
```
PyPi (📥 34 / month · 📦 1 · ⏱️ 28.12.2021):
```
 pip install riko
```

Databolt Flow (🥉18 · ⭐ 940 · 💤) - Python library for building highly effective data science.. MIT

GitHub (👨‍💻 12 · 🔀 70 · 📦 20 · 📋 23 - 43% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi (📥 370 / month · ⏱️ 06.10.2021):
```
 pip install d6tflow
```

kale (🥉18 · ⭐ 530) - Kubeflows superfood for Data Scientists. Apache-2

GitHub (👨‍💻 10 · 🔀 100 · 📋 160 - 52% open · ⏱️ 20.10.2021):
```
 git clone https://github.com/kubeflow-kale/kale
```
PyPi (📥 1.7K / month · ⏱️ 19.05.2021):
```
 pip install kubeflow-kale
```

Show 12 hidden projects...

mrjob (🥈32 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (🥈30 · ⭐ 6.1K · 💀) - Python Stream Processing. BSD-3
dbnd (🥉26 · ⭐ 220) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
bonobo (🥉24 · ⭐ 1.5K · 💀) - Extract Transform Load for Python 3.5+. Apache-2
dpark (🥉22 · ⭐ 2.7K · 💀) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
pysparkling (🥉22 · ⭐ 240 · 💀) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
mrq (🥉21 · ⭐ 860 · 💀) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
BatchFlow (🥉21 · ⭐ 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
bodywork-core (🥉20 · ⭐ 330) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0
flupy (🥉17 · ⭐ 170) - Fluent data pipelines for python and your shell. MIT
Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
datajob (🥉13 · ⭐ 88) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

Distributed Machine Learning

Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.

Ray (🥇44 · ⭐ 20K) - An open source framework that provides a simple, universal API for.. Apache-2

GitHub (👨‍💻 670 · 🔀 3.5K · 📦 4.6K · 📋 10K - 22% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 970K / month · 📦 260 · ⏱️ 14.04.2022):
```
 pip install ray
```
Conda (📥 26K · ⏱️ 07.04.2022):
```
 conda install -c conda-forge ray-tune
```

dask (🥇43 · ⭐ 9.8K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 530 · 🔀 1.5K · 📦 36K · 📋 4.3K - 17% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 5.7M / month · 📦 2.6K · ⏱️ 15.04.2022):
```
 pip install dask
```
Conda (📥 5.4M · ⏱️ 16.04.2022):
```
 conda install -c conda-forge dask
```

dask.distributed (🥇41 · ⭐ 1.3K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 270 · 🔀 620 · 📦 23K · 📋 2.8K - 36% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 4.7M / month · 📦 1.2K · ⏱️ 15.04.2022):
```
 pip install distributed
```

Conda (📥 6.7M · ⏱️ 16.04.2022):

 conda install -c conda-forge distributed

horovod (🥇36 · ⭐ 12K · 📈) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2

GitHub (👨‍💻 140 · 🔀 2K · 📦 570 · 📋 2K - 15% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 55K / month · 📦 30 · ⏱️ 21.04.2022):
```
 pip install horovod
```

ipyparallel (🥈34 · ⭐ 2.2K) - IPython Parallel: Interactive Parallel Computing in Python. BSD-3

GitHub (👨‍💻 110 · 🔀 880 · 📦 1.9K · 📋 320 - 15% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/ipython/ipyparallel
```
PyPi (📥 54K / month · 📦 290 · ⏱️ 01.04.2022):
```
 pip install ipyparallel
```

Conda (📥 590K · ⏱️ 01.04.2022):

 conda install -c conda-forge ipyparallel

BigDL (🥈33 · ⭐ 3.9K) - Building Large-Scale AI Applications for Distributed Big Data. Apache-2

GitHub (👨‍💻 140 · 🔀 990 · 📦 36 · 📋 1.3K - 34% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 15K / month · 📦 1 · ⏱️ 28.04.2022):
```
 pip install bigdl
```

Maven (📦 4 · ⏱️ 20.04.2021):

 <dependency>
 	<groupId>com.intel.analytics.bigdl</groupId>
 	<artifactId>bigdl-SPARK_2.4</artifactId>
 	<version>[VERSION]</version>
 </dependency>

DeepSpeed (🥈32 · ⭐ 6.7K) - DeepSpeed is a deep learning optimization library that makes.. MIT

GitHub (👨‍💻 100 · 🔀 780 · 📦 230 · 📋 890 - 52% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 170K / month · 📦 10 · ⏱️ 27.04.2022):
```
 pip install deepspeed
```
Docker Hub (📥 14K · ⭐ 3 · ⏱️ 09.03.2022):
```
 docker pull deepspeed/deepspeed
```

FairScale (🥈31 · ⭐ 1.7K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (👨‍💻 59 · 🔀 160 · 📦 250 · 📋 300 - 21% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 100K / month · 📦 15 · ⏱️ 09.03.2022):
```
 pip install fairscale
```

Conda (📥 13K · ⏱️ 22.03.2022):

 conda install -c conda-forge fairscale

metrics (🥈31 · ⭐ 840) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (👨‍💻 130 · 🔀 180 · 📥 590 · 📦 2.7K · 📋 350 - 18% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/PyTorchLightning/metrics
```
PyPi (📥 2.7K / month · 📦 14 · ⏱️ 28.04.2018):
```
 pip install metrics
```

Conda (📥 320K · ⏱️ 27.04.2022):

 conda install -c conda-forge torchmetrics

TensorFlowOnSpark (🥈28 · ⭐ 3.8K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2

GitHub (👨‍💻 34 · 🔀 970 · 📋 360 - 1% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/yahoo/TensorFlowOnSpark
```
PyPi (📥 450K / month · 📦 5 · ⏱️ 21.04.2022):
```
 pip install tensorflowonspark
```

Conda (📥 10K · ⏱️ 27.03.2022):

 conda install -c conda-forge tensorflowonspark

SynapseML (🥈28 · ⭐ 3.3K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 89 · 🔀 640 · 📋 560 - 41% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 13K / month · ⏱️ 12.01.2022):
```
 pip install synapseml
```

petastorm (🥈28 · ⭐ 1.4K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 44 · 🔀 240 · 📥 310 · 📦 66 · 📋 280 - 50% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 93K / month · 📦 6 · ⏱️ 19.02.2022):
```
 pip install petastorm
```

dask-ml (🥈28 · ⭐ 800) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 72 · 🔀 220 · 📦 610 · 📋 470 - 48% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/dask/dask-ml
```
PyPi (📥 81K / month · 📦 55 · ⏱️ 22.01.2022):
```
 pip install dask-ml
```
Conda (📥 290K · ⏱️ 22.01.2022):
```
 conda install -c conda-forge dask-ml
```

mpi4py (🥈28 · ⭐ 530) - Python bindings for MPI. BSD-2

GitHub (👨‍💻 20 · 🔀 76 · 📥 4.5K · 📋 74 - 17% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 150K / month · 📦 580 · ⏱️ 15.12.2021):
```
 pip install mpi4py
```
Conda (📥 1M · ⏱️ 04.04.2022):
```
 conda install -c conda-forge mpi4py
```

analytics-zoo (🥉27 · ⭐ 2.5K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 100 · 🔀 710 · 📦 3 · 📋 1.4K - 39% open · ⏱️ 29.03.2022):
```
 git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 13K / month · 📦 1 · ⏱️ 27.04.2022):
```
 pip install analytics-zoo
```

Elephas (🥉26 · ⭐ 1.5K) - Distributed Deep learning with Keras & Spark. MIT keras

GitHub (👨‍💻 27 · 🔀 300 · 📦 55 · 📋 160 - 11% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/maxpumperla/elephas
```
PyPi (📥 43K / month · 📦 3 · ⏱️ 30.03.2022):
```
 pip install elephas
```
Conda (📥 8K · ⏱️ 02.06.2021):
```
 conda install -c conda-forge elephas
```

Mesh (🥉26 · ⭐ 1.2K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2

GitHub (👨‍💻 47 · 🔀 210 · 📦 670 · 📋 100 - 86% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/tensorflow/mesh
```
PyPi (📥 19K / month · 📦 32 · ⏱️ 24.03.2021):
```
 pip install mesh-tensorflow
```

MMLSpark (🥉24 · ⭐ 3.3K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 89 · 🔀 640 · 📋 560 - 41% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 10 / month · ⏱️ 18.03.2020):
```
 pip install mmlspark
```

Submit it (🥉22 · ⭐ 610) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 19 · 🔀 61 · 📋 62 - 32% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 21K / month · 📦 6 · ⏱️ 07.04.2022):
```
 pip install submitit
```
Conda (📥 5.7K · ⏱️ 10.02.2021):
```
 conda install -c conda-forge submitit
```

Apache Singa (🥉20 · ⭐ 2.6K · 💤) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 76 · 🔀 790 · 📦 1 · 📋 97 - 41% open · ⏱️ 10.08.2021):
```
 git clone https://github.com/apache/singa
```
Conda (📥 440 · ⏱️ 09.08.2021):
```
 conda install -c nusdbsystem singa
```
Docker Hub (📥 280 · ⭐ 4 · ⏱️ 04.06.2019):
```
 docker pull apache/singa
```

Hivemind (🥉20 · ⭐ 1K) - Decentralized deep learning in PyTorch. Built to train models on thousands.. MIT

GitHub (👨‍💻 20 · 🔀 60 · 📦 5 · 📋 120 - 35% open · ⏱️ 21.03.2022):
```
 git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 20.12.2021):
```
 pip install hivemind
```

BytePS (🥉19 · ⭐ 3.2K) - A high performance and generic framework for distributed DNN training. Apache-2

GitHub (👨‍💻 19 · 🔀 440 · 📋 260 - 38% open · ⏱️ 10.02.2022):
```
 git clone https://github.com/bytedance/byteps
```
PyPi (📥 51 / month · ⏱️ 02.08.2021):
```
 pip install byteps
```
Docker Hub (📥 1.3K · ⏱️ 03.03.2020):
```
 docker pull bytepsimage/tensorflow
```

mesh-transformer-jax (🥉17 · ⭐ 4.1K · 📈) - Model parallel transformers in JAX and Haiku. Apache-2

GitHub (👨‍💻 23 · 🔀 520 · 📋 170 - 10% open · ⏱️ 28.01.2022):
```
 git clone https://github.com/kingoflolz/mesh-transformer-jax
```

parallelformers (🥉16 · ⭐ 460) - Parallelformers: An Efficient Model Parallelization.. Apache-2

GitHub (👨‍💻 4 · 🔀 28 · 📦 6 · 📋 18 - 38% open · ⏱️ 02.03.2022):
```
 git clone https://github.com/tunib-ai/parallelformers
```
PyPi (📥 210 / month · ⏱️ 29.12.2021):
```
 pip install parallelformers
```

Show 8 hidden projects...

DEAP (🥈31 · ⭐ 4.7K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
launchpad (🥉22 · ⭐ 270) - Launchpad is a library that simplifies writing distributed.. Apache-2
TensorFrames (🥉21 · ⭐ 760 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (🥉19 · ⭐ 280 · 💤) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
somoclu (🥉19 · ⭐ 240) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
Fiber (🥉18 · ⭐ 960 · 💀) - Distributed Computing for AI Made Simple. Apache-2
LazyCluster (🥉14 · ⭐ 43 · 💤) - Distributed machine learning made simple. Apache-2
autodist (🥉12 · ⭐ 120 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (🥇38 · ⭐ 6.3K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 190 · 🔀 690 · 📦 3.1K · 📋 1.2K - 12% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 2.2M / month · 📦 200 · ⏱️ 12.04.2022):
```
 pip install optuna
```
Conda (📥 270K · ⏱️ 04.10.2021):
```
 conda install -c conda-forge optuna
```

NNI (🥇36 · ⭐ 11K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

GitHub (👨‍💻 170 · 🔀 1.6K · 📦 220 · 📋 1.6K - 17% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/microsoft/nni
```
PyPi (📥 10K / month · 📦 30 · ⏱️ 18.04.2022):
```
 pip install nni
```

AutoKeras (🥇34 · ⭐ 8.5K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.3K · 📥 3.7K · 📦 300 · 📋 810 - 9% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/keras-team/autokeras
```
PyPi (📥 56K / month · 📦 10 · ⏱️ 18.02.2022):
```
 pip install autokeras
```

Hyperopt (🥇34 · ⭐ 6.2K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 93 · 🔀 920 · 📦 6.3K · 📋 600 - 60% open · ⏱️ 29.11.2021):
```
 git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 2.2M / month · 📦 400 · ⏱️ 17.11.2021):
```
 pip install hyperopt
```
Conda (📥 390K · ⏱️ 14.10.2020):
```
 conda install -c conda-forge hyperopt
```

auto-sklearn (🥇33 · ⭐ 6.2K) - Automated Machine Learning with scikit-learn. BSD-3

GitHub (👨‍💻 79 · 🔀 1.1K · 📥 29 · 📦 280 · 📋 860 - 12% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/automl/auto-sklearn
```
PyPi (📥 38K / month · 📦 30 · ⏱️ 18.02.2022):
```
 pip install auto-sklearn
```

Conda (📥 4K · ⏱️ 18.02.2022):

 conda install -c conda-forge auto-sklearn

Keras Tuner (🥇33 · ⭐ 2.5K) - Hyperparameter tuning for humans. Apache-2

GitHub (👨‍💻 47 · 🔀 320 · 📦 1.3K · 📋 380 - 43% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 650K / month · 📦 38 · ⏱️ 25.03.2022):
```
 pip install keras-tuner
```

Conda (📥 6K · ⏱️ 12.01.2022):

 conda install -c conda-forge keras-tuner

BoTorch (🥇33 · ⭐ 2.3K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 73 · 🔀 260 · 📦 240 · 📋 260 - 22% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 180K / month · 📦 13 · ⏱️ 21.04.2022):
```
 pip install botorch
```
Conda (📥 23K · ⏱️ 22.04.2022):
```
 conda install -c conda-forge botorch
```

featuretools (🥈32 · ⭐ 6.1K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 64 · 🔀 810 · 📋 780 - 19% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 140K / month · 📦 63 · ⏱️ 27.04.2022):
```
 pip install featuretools
```

Conda (📥 82K · ⏱️ 27.04.2022):

 conda install -c conda-forge featuretools

scikit-optimize (🥈32 · ⭐ 2.3K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3

GitHub (👨‍💻 76 · 🔀 420 · 📦 2.6K · 📋 620 - 37% open · ⏱️ 12.10.2021):
```
 git clone https://github.com/scikit-optimize/scikit-optimize
```
PyPi (📥 910K / month · 📦 170 · ⏱️ 12.10.2021):
```
 pip install scikit-optimize
```

Conda (📥 540K · ⏱️ 15.12.2021):

 conda install -c conda-forge scikit-optimize

Ax (🥈32 · ⭐ 1.8K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 110 · 🔀 200 · 📦 260 · 📋 420 - 11% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 130K / month · 📦 15 · ⏱️ 26.04.2022):
```
 pip install ax-platform
```

Conda (📥 1K · ⏱️ 27.04.2022):

 conda install -c conda-forge ax-platform

AutoGluon (🥈31 · ⭐ 4.4K) - AutoGluon: AutoML for Image, Text, and Tabular Data. Apache-2

GitHub (👨‍💻 69 · 🔀 580 · 📦 110 · 📋 660 - 21% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/awslabs/autogluon
```
PyPi (📥 74K / month · 📦 4 · ⏱️ 28.04.2022):
```
 pip install autogluon
```

nevergrad (🥈31 · ⭐ 3.3K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 48 · 🔀 310 · 📦 310 · 📋 260 - 41% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 34K / month · 📦 18 · ⏱️ 08.03.2022):
```
 pip install nevergrad
```

Conda (📥 24K · ⏱️ 14.06.2021):

 conda install -c conda-forge nevergrad

Talos (🥈29 · ⭐ 1.5K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT

GitHub (👨‍💻 22 · 🔀 260 · 📦 140 · 📋 390 - 5% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/autonomio/talos
```
PyPi (📥 1.6K / month · 📦 6 · ⏱️ 15.04.2022):
```
 pip install talos
```

mljar-supervised (🥈28 · ⭐ 1.9K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 17 · 🔀 270 · 📦 44 · 📋 470 - 17% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 12K / month · 📦 2 · ⏱️ 02.03.2022):
```
 pip install mljar-supervised
```

Conda (📥 1.4K · ⏱️ 02.03.2022):

 conda install -c conda-forge mljar-supervised

Hyperas (🥈27 · ⭐ 2.1K) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

GitHub (👨‍💻 21 · 🔀 300 · 📦 230 · 📋 250 - 36% open · ⏱️ 19.11.2021):
```
 git clone https://github.com/maxpumperla/hyperas
```
PyPi (📥 15K / month · 📦 24 · ⏱️ 28.02.2019):
```
 pip install hyperas
```

AdaNet (🥉25 · ⭐ 3.4K · 💤) - Fast and flexible AutoML with learning guarantees. Apache-2

GitHub (👨‍💻 27 · 🔀 520 · 📦 43 · 📋 110 - 57% open · ⏱️ 30.08.2021):
```
 git clone https://github.com/tensorflow/adanet
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 09.07.2020):
```
 pip install adanet
```

Neuraxle (🥉24 · ⭐ 510) - The worlds cleanest AutoML framework - Do hyperparameter tuning with.. Apache-2

GitHub (👨‍💻 7 · 🔀 53 · 📦 31 · 📋 320 - 25% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/Neuraxio/Neuraxle
```
PyPi (📥 560 / month · 📦 1 · ⏱️ 15.04.2022):
```
 pip install neuraxle
```

HpBandSter (🥉22 · ⭐ 530) - a distributed Hyperband implementation on Steroids. BSD-3

GitHub (👨‍💻 11 · 🔀 110 · 📦 220 · 📋 92 - 61% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/automl/HpBandSter
```
PyPi (📥 14K / month · 📦 10 · ⏱️ 06.11.2018):
```
 pip install hpbandster
```

Conda (📥 1.3K · ⏱️ 11.12.2020):

 conda install -c conda-forge hpbandster

Hyperactive (🥉22 · ⭐ 380) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 4 · 🔀 32 · 📥 100 · 📦 12 · 📋 45 - 13% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 460 / month · 📦 3 · ⏱️ 16.03.2022):
```
 pip install hyperactive
```

lazypredict (🥉21 · ⭐ 350) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 17 · 🔀 58 · 📦 280 · 📋 63 - 46% open · ⏱️ 29.01.2022):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 7.9K / month · ⏱️ 17.02.2021):
```
 pip install lazypredict
```

Conda (📥 350 · ⏱️ 24.08.2021):

 conda install -c conda-forge lazypredict

Auto ViML (🥉21 · ⭐ 340) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2

GitHub (👨‍💻 6 · 🔀 75 · 📦 16 · 📋 20 - 25% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 1.8K / month · 📦 2 · ⏱️ 28.04.2022):
```
 pip install autoviml
```

AlphaPy (🥉20 · ⭐ 760) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2

GitHub (👨‍💻 3 · 🔀 160 · 📦 3 · 📋 41 - 29% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 240 / month · ⏱️ 29.08.2020):
```
 pip install alphapy
```

sklearn-deap (🥉19 · ⭐ 690 · 💤) - Use evolutionary algorithms instead of gridsearch in.. MIT

GitHub (👨‍💻 22 · 🔀 110 · 📦 31 · 📋 55 - 38% open · ⏱️ 30.07.2021):
```
 git clone https://github.com/rsteca/sklearn-deap
```
PyPi (📥 950 / month · 📦 2 · ⏱️ 30.07.2021):
```
 pip install sklearn-deap
```

model_search (🥉11 · ⭐ 3.2K) - AutoML algorithms for model architecture search at scale. Apache-2

GitHub (👨‍💻 1 · 🔀 360 · 📋 50 - 70% open · ⏱️ 09.02.2022):
```
 git clone https://github.com/google/model_search
```

Show 23 hidden projects...

TPOT (🥈32 · ⭐ 8.5K · 💀) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
Bayesian Optimization (🥈32 · ⭐ 5.9K · 💀) - A Python implementation of global optimization with.. MIT
Orion (🥈27 · ⭐ 220) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
GPyOpt (🥈26 · ⭐ 810 · 💀) - Gaussian Process Optimization using GPy. BSD-3
SMAC3 (🥈26 · ⭐ 680) - Sequential Model-based Algorithm Configuration. ❗️BSD-1-Clause
auto_ml (🥉23 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
MLBox (🥉23 · ⭐ 1.3K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
optunity (🥉22 · ⭐ 380 · 💀) - optimization routines for hyperparameter tuning. BSD-3
featurewiz (🥉22 · ⭐ 220) - Use advanced feature engineering strategies and select best.. Apache-2
Test Tube (🥉20 · ⭐ 710 · 💀) - Python library to easily log experiments and parallelize.. MIT
Dragonfly (🥉19 · ⭐ 640 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
Auto Tune Models (🥉18 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉18 · ⭐ 310 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (🥉17 · ⭐ 1.4K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
automl-gs (🥉16 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Xcessiv (🥉16 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
HyperparameterHunter (🥉16 · ⭐ 690 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
Parfit (🥉16 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.5K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 180 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Devol (🥉11 · ⭐ 940 · 💀) - Genetic neural architecture search with Keras. MIT
Hypermax (🥉11 · ⭐ 100 · 💀) - Better, faster hyper-parameter optimization. BSD-3
Hypertunity (🥉9 · ⭐ 120 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (🥇42 · ⭐ 27K) - A toolkit for developing and comparing reinforcement learning.. MIT

GitHub (👨‍💻 360 · 🔀 7.8K · 📦 29K · 📋 1.6K - 6% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/openai/gym
```
PyPi (📥 460K / month · 📦 2.4K · ⏱️ 14.03.2022):
```
 pip install gym
```
Conda (📥 100K · ⏱️ 08.02.2022):
```
 conda install -c conda-forge gym
```

TF-Agents (🥇33 · ⭐ 2.2K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 120 · 🔀 620 · 📦 780 · 📋 550 - 22% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/tensorflow/agents
```
PyPi (📥 220K / month · 📦 14 · ⏱️ 20.04.2022):
```
 pip install tf-agents
```

FinRL (🥇30 · ⭐ 4.8K) - FinRL: The first open-source project for financial reinforcement learning... MIT

GitHub (👨‍💻 62 · 🔀 1.1K · 📦 11 · 📋 390 - 13% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 310 / month · ⏱️ 08.01.2022):
```
 pip install finrl
```

Dopamine (🥈29 · ⭐ 9.8K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 14 · 🔀 1.3K · 📋 160 - 49% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/google/dopamine
```
PyPi (📥 43K / month · 📦 37 · ⏱️ 13.12.2021):
```
 pip install dopamine-rl
```

Acme (🥈29 · ⭐ 2.6K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 65 · 🔀 320 · 📦 73 · 📋 200 - 20% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/deepmind/acme
```
PyPi (📥 5.3K / month · 📦 2 · ⏱️ 10.02.2022):
```
 pip install dm-acme
```
Conda (📥 2.1K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge dm-acme
```

ViZDoom (🥈29 · ⭐ 1.4K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

GitHub (👨‍💻 47 · 🔀 340 · 📥 12K · 📦 130 · 📋 430 - 19% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 1.4K / month · 📦 14 · ⏱️ 18.04.2022):
```
 pip install vizdoom
```

TensorLayer (🥈28 · ⭐ 7K) - Deep Learning and Reinforcement Learning Library for.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.6K · 📥 1.4K · 📋 470 - 5% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/tensorlayer/tensorlayer
```
PyPi (📥 2.6K / month · 📦 40 · ⏱️ 15.02.2022):
```
 pip install tensorlayer
```

PARL (🥉27 · ⭐ 2.6K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 30 · 🔀 680 · 📦 89 · 📋 350 - 20% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 820 / month · ⏱️ 30.12.2021):
```
 pip install parl
```

Stable Baselines (🥉25 · ⭐ 3.5K · 💤) - A fork of OpenAI Baselines, implementations of.. MIT

GitHub (👨‍💻 110 · 🔀 690 · 📋 940 - 13% open · ⏱️ 25.08.2021):
```
 git clone https://github.com/hill-a/stable-baselines
```
PyPi (📥 9.4K / month · 📦 34 · ⏱️ 06.04.2021):
```
 pip install stable-baselines
```

TensorForce (🥉25 · ⭐ 3.1K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 82 · 🔀 510 · 📋 640 - 2% open · ⏱️ 10.02.2022):
```
 git clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 1.5K / month · 📦 26 · ⏱️ 07.09.2019):
```
 pip install tensorforce
```

garage (🥉24 · ⭐ 1.4K) - A toolkit for reproducible reinforcement learning research. MIT

GitHub (👨‍💻 78 · 🔀 260 · 📦 39 · 📋 1K - 20% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/rlworkgroup/garage
```
PyPi (📥 370 / month · 📦 2 · ⏱️ 23.03.2021):
```
 pip install garage
```

ChainerRL (🥉23 · ⭐ 1K · 💤) - ChainerRL is a deep reinforcement learning library built on top of.. MIT

GitHub (👨‍💻 29 · 🔀 210 · 📦 120 · 📋 220 - 33% open · ⏱️ 17.04.2021):
```
 git clone https://github.com/chainer/chainerrl
```
PyPi (📥 410 / month · 📦 8 · ⏱️ 14.02.2020):
```
 pip install chainerrl
```

RLax (🥉23 · ⭐ 780) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 17 · 🔀 61 · 📦 44 · 📋 24 - 50% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 4.8K / month · 📦 1 · ⏱️ 24.02.2022):
```
 pip install rlax
```

ReAgent (🥉22 · ⭐ 3.2K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 130 · 🔀 440 · 📋 120 - 35% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 23 / month · ⏱️ 27.05.2020):
```
 pip install reagent
```

TRFL (🥉22 · ⭐ 3.1K · 💤) - TensorFlow Reinforcement Learning. Apache-2

GitHub (👨‍💻 13 · 🔀 380 · 📦 77 · 📋 22 - 27% open · ⏱️ 16.08.2021):
```
 git clone https://github.com/deepmind/trfl
```
PyPi (📥 5.7K / month · 📦 3 · ⏱️ 16.08.2021):
```
 pip install trfl
```

PFRL (🥉22 · ⭐ 820) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 16 · 🔀 110 · 📦 41 · 📋 66 - 40% open · ⏱️ 14.03.2022):
```
 git clone https://github.com/pfnet/pfrl
```
PyPi (📥 3.2K / month · 📦 1 · ⏱️ 07.07.2021):
```
 pip install pfrl
```

Coach (🥉20 · ⭐ 2.1K · 💤) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2

GitHub (👨‍💻 35 · 🔀 420 · 📋 270 - 32% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/IntelLabs/coach
```
PyPi (📥 130 / month · 📦 2 · ⏱️ 10.10.2019):
```
 pip install rl_coach
```

rliable (🥉12 · ⭐ 390) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub (👨‍💻 2 · 🔀 21 · 📦 8 · ⏱️ 18.04.2022):
```
 git clone https://github.com/google-research/rliable
```
PyPi:
```
 pip install rliable`
```

Show 5 hidden projects...

baselines (🥈29 · ⭐ 13K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈28 · ⭐ 5.3K · 💀) - Deep Reinforcement Learning for Keras. MIT
DeepMind Lab (🥉19 · ⭐ 6.7K) - A customisable 3D platform for agent-based AI research. ❗️GPL-2.0
SerpentAI (🥉18 · ⭐ 6.2K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
Maze (🥉13 · ⭐ 210) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇34 · ⭐ 13K · 📉) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 120 · 🔀 2.3K · 📥 150 · 📦 19 · 📋 680 - 20% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/microsoft/recommenders
```
PyPi (📥 82K / month · 📦 2 · ⏱️ 01.04.2022):
```
 pip install recommenders
```

implicit (🥇31 · ⭐ 2.8K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT

GitHub (👨‍💻 30 · 🔀 530 · 📦 590 · 📋 400 - 17% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/benfred/implicit
```
PyPi (📥 140K / month · 📦 31 · ⏱️ 29.01.2022):
```
 pip install implicit
```
Conda (📥 340K · ⏱️ 29.01.2022):
```
 conda install -c conda-forge implicit
```

lightfm (🥈29 · ⭐ 4K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2

GitHub (👨‍💻 44 · 🔀 620 · 📦 710 · 📋 440 - 22% open · ⏱️ 09.03.2022):
```
 git clone https://github.com/lyst/lightfm
```
PyPi (📥 380K / month · 📦 45 · ⏱️ 27.11.2020):
```
 pip install lightfm
```
Conda (📥 120K · ⏱️ 09.03.2022):
```
 conda install -c conda-forge lightfm
```

TF Recommenders (🥈29 · ⭐ 1.3K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 32 · 🔀 180 · 📦 100 · 📋 250 - 53% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 950K / month · 📦 1 · ⏱️ 23.08.2021):
```
 pip install tensorflow-recommenders
```

TF Ranking (🥈28 · ⭐ 2.5K) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 28 · 🔀 420 · 📋 290 - 17% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/tensorflow/ranking
```
PyPi (📥 50K / month · 📦 11 · ⏱️ 16.11.2021):
```
 pip install tensorflow_ranking
```

RecBole (🥉27 · ⭐ 1.8K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 45 · 🔀 330 · 📋 390 - 14% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 2.8K / month · ⏱️ 25.02.2022):
```
 pip install recbole
```
Conda (📥 1.4K · ⏱️ 25.02.2022):
```
 conda install -c aibox recbole
```

Cornac (🥉25 · ⭐ 570) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 13 · 🔀 91 · 📦 100 · 📋 92 - 4% open · ⏱️ 19.02.2022):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 90K / month · 📦 15 · ⏱️ 19.02.2022):
```
 pip install cornac
```
Conda (📥 210K · ⏱️ 19.02.2022):
```
 conda install -c conda-forge cornac
```

recmetrics (🥉21 · ⭐ 380) - A library of metrics for evaluating recommender systems. MIT

GitHub (👨‍💻 16 · 🔀 85 · 📦 25 · 📋 21 - 42% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/statisticianinstilettos/recmetrics
```
PyPi (📥 1.2K / month · ⏱️ 26.04.2022):
```
 pip install recmetrics
```

Case Recommender (🥉19 · ⭐ 400) - Case Recommender: A Flexible and Extensible Python.. MIT

GitHub (👨‍💻 11 · 🔀 78 · 📦 10 · 📋 27 - 25% open · ⏱️ 25.11.2021):
```
 git clone https://github.com/caserec/CaseRecommender
```
PyPi (📥 280 / month · ⏱️ 25.11.2021):
```
 pip install caserecommender
```

Show 6 hidden projects...

scikit-surprise (🥈28 · ⭐ 5.3K · 💀) - A Python scikit for building and analyzing recommender.. BSD-3
tensorrec (🥉22 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
lkpy (🥉22 · ⭐ 200) - Python recommendation toolkit. MIT
fastFM (🥉21 · ⭐ 980 · 💀) - fastFM: A Library for Factorization Machines. BSD-3
Spotlight (🥉18 · ⭐ 2.7K · 💀) - Deep recommender models using PyTorch. MIT
OpenRec (🥉16 · ⭐ 390 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇35 · ⭐ 8.1K) - A library for answering questions using data you cannot see. Apache-2

GitHub (👨‍💻 440 · 🔀 1.8K · 📋 3.1K - 11% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 4.4K / month · 📦 5 · ⏱️ 24.04.2022):
```
 pip install syft
```

Opacus (🥈27 · ⭐ 1.1K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 48 · 🔀 190 · 📥 45 · 📦 97 · 📋 180 - 23% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 4.2K / month · 📦 11 · ⏱️ 08.04.2022):
```
 pip install opacus
```
Conda (📥 450 · ⏱️ 08.04.2022):
```
 conda install -c conda-forge opacus
```

FATE (🥈26 · ⭐ 4.2K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 74 · 🔀 1.2K · 📋 1.2K - 33% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/FederatedAI/FATE
```
PyPi (📥 1 / month · ⏱️ 06.05.2020):
```
 pip install ETAF
```

TensorFlow Privacy (🥈26 · ⭐ 1.6K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 46 · 🔀 350 · 📥 70 · 📋 150 - 43% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 31K / month · 📦 7 · ⏱️ 22.02.2022):
```
 pip install tensorflow-privacy
```

TFEncrypted (🥉25 · ⭐ 1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 28 · 🔀 180 · 📦 61 · 📋 410 - 40% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 820 / month · 📦 9 · ⏱️ 07.03.2022):
```
 pip install tf-encrypted
```

CrypTen (🥉23 · ⭐ 1.1K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 28 · 🔀 170 · 📦 18 · 📋 140 - 16% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 260 / month · ⏱️ 09.09.2021):
```
 pip install crypten
```

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

Tensorboard (🥇43 · ⭐ 5.8K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 280 · 🔀 1.5K · 📦 110K · 📋 1.7K - 33% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 14M / month · 📦 2.3K · ⏱️ 20.01.2022):
```
 pip install tensorboard
```

Conda (📥 2.9M · ⏱️ 04.02.2022):

 conda install -c conda-forge tensorboard

mlflow (🥇41 · ⭐ 12K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 390 · 🔀 2.6K · 📋 2.3K - 44% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 10M / month · 📦 300 · ⏱️ 13.04.2022):
```
 pip install mlflow
```
Conda (📥 550K · ⏱️ 13.04.2022):
```
 conda install -c conda-forge mlflow
```

PyCaret (🥇37 · ⭐ 5.5K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 78 · 🔀 1.3K · 📥 560 · 📦 2.1K · 📋 1.5K - 16% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pycaret/pycaret
```
PyPi (📥 510K / month · 📦 12 · ⏱️ 10.04.2022):
```
 pip install pycaret
```
Conda (📥 8.9K · ⏱️ 18.04.2022):
```
 conda install -c conda-forge pycaret
```

SageMaker SDK (🥇37 · ⭐ 1.6K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 260 · 🔀 770 · 📦 1.3K · 📋 1K - 34% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 5.5M / month · 📦 47 · ⏱️ 27.04.2022):
```
 pip install sagemaker
```

Conda (📥 250K · ⏱️ 27.04.2022):

 conda install -c conda-forge sagemaker-python-sdk

DVC (🥈36 · ⭐ 9.6K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2

GitHub (👨‍💻 260 · 🔀 920 · 📥 77K · 📋 3.6K - 17% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 470K / month · 📦 47 · ⏱️ 28.04.2022):
```
 pip install dvc
```
Conda (📥 1M · ⏱️ 06.04.2022):
```
 conda install -c conda-forge dvc
```

wandb client (🥈35 · ⭐ 3.8K) - A tool for visualizing and tracking your machine learning.. MIT

GitHub (👨‍💻 110 · 🔀 320 · 📋 1.8K - 24% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 1.7M / month · 📦 240 · ⏱️ 21.04.2022):
```
 pip install wandb
```
Conda (📥 51K · ⏱️ 11.04.2022):
```
 conda install -c conda-forge wandb
```

AzureML SDK (🥈35 · ⭐ 3K) - Python notebooks with ML and deep learning examples with Azure Machine.. MIT

GitHub (👨‍💻 60 · 🔀 2.1K · 📥 450 · 📋 1.3K - 21% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 670K / month · 📦 45 · ⏱️ 25.04.2022):
```
 pip install azureml-sdk
```

tensorboardX (🥈34 · ⭐ 7.3K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 70 · 🔀 850 · 📥 350 · 📦 19K · 📋 440 - 16% open · ⏱️ 19.02.2022):
```
 git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 1.5M / month · 📦 880 · ⏱️ 22.02.2022):
```
 pip install tensorboardX
```

Conda (📥 670K · ⏱️ 23.02.2022):

 conda install -c conda-forge tensorboardx

ClearML (🥈33 · ⭐ 3.1K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2

GitHub (👨‍💻 49 · 🔀 430 · 📥 430 · 📦 230 · 📋 520 - 39% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 120K / month · 📦 6 · ⏱️ 26.04.2022):
```
 pip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
 docker pull allegroai/trains
```

Catalyst (🥈33 · ⭐ 2.9K) - Accelerated deep learning R&D. Apache-2

GitHub (👨‍💻 100 · 🔀 360 · 📦 530 · 📋 330 - 0% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/catalyst-team/catalyst
```
PyPi (📥 850K / month · 📦 29 · ⏱️ 27.02.2022):
```
 pip install catalyst
```

snakemake (🥈33 · ⭐ 1.3K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 250 · 🔀 320 · 📦 1.1K · 📋 960 - 59% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 41K / month · 📦 210 · ⏱️ 26.04.2022):
```
 pip install snakemake
```
Conda (📥 420K · ⏱️ 26.04.2022):
```
 conda install -c bioconda snakemake
```

Metaflow (🥈31 · ⭐ 5.6K) - Build and manage real-life data science projects with ease!. Apache-2

GitHub (👨‍💻 51 · 🔀 500 · 📦 280 · 📋 440 - 49% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 47K / month · 📦 8 · ⏱️ 25.04.2022):
```
 pip install metaflow
```
Conda (📥 35K · ⏱️ 26.04.2022):
```
 conda install -c conda-forge metaflow
```

VisualDL (🥈31 · ⭐ 4.3K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 31 · 🔀 580 · 📥 180 · 📦 1.1K · 📋 410 - 17% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 78K / month · 📦 23 · ⏱️ 06.01.2022):
```
 pip install visualdl
```

sacred (🥈31 · ⭐ 3.8K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 97 · 🔀 340 · 📦 1.3K · 📋 540 - 16% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 24K / month · 📦 100 · ⏱️ 14.12.2020):
```
 pip install sacred
```
Conda (📥 300 · ⏱️ 14.11.2021):
```
 conda install -c conda-forge sacred
```

aim (🥈31 · ⭐ 2.4K) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2

GitHub (👨‍💻 32 · 🔀 140 · 📦 73 · 📋 470 - 32% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 36K / month · 📦 4 · ⏱️ 28.04.2022):
```
 pip install aim
```
Conda (📥 10K · ⏱️ 15.10.2021):
```
 conda install -c conda-forge aim
```

ml-metadata (🥉28 · ⭐ 470) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 15 · 🔀 90 · 📥 1.7K · 📦 210 · 📋 85 - 27% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/google/ml-metadata
```
PyPi (📥 620K / month · 📦 18 · ⏱️ 28.02.2022):
```
 pip install ml-metadata
```

livelossplot (🥉26 · ⭐ 1.2K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 780 · 📋 74 - 5% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/stared/livelossplot
```
PyPi (📥 66K / month · 📦 11 · ⏱️ 04.04.2022):
```
 pip install livelossplot
```

Guild AI (🥉25 · ⭐ 700) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 20 · 🔀 61 · 📦 51 · 📋 350 - 43% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/guildai/guildai
```
PyPi (📥 3.5K / month · ⏱️ 31.03.2022):
```
 pip install guildai
```

Labml (🥉24 · ⭐ 1.1K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 6 · 🔀 75 · 📦 44 · 📋 28 - 57% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/labmlai/labml
```
PyPi (📥 4.2K / month · 📦 6 · ⏱️ 08.04.2022):
```
 pip install labml
```

lore (🥉22 · ⭐ 1.5K) - Lore makes machine learning approachable for Software Engineers and.. MIT

GitHub (👨‍💻 26 · 🔀 130 · 📦 19 · 📋 45 - 57% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/instacart/lore
```
PyPi (📥 580 / month · 📦 1 · ⏱️ 02.02.2022):
```
 pip install lore
```

Studio.ml (🥉21 · ⭐ 370 · 💤) - Studio: Simplify and expedite model building process. Apache-2

GitHub (👨‍💻 21 · 🔀 52 · 📦 5 · 📋 250 - 22% open · ⏱️ 14.09.2021):
```
 git clone https://github.com/studioml/studio
```
PyPi (📥 440 / month · ⏱️ 14.09.2021):
```
 pip install studioml
```

keepsake (🥉18 · ⭐ 1.6K) - Version control for machine learning. Apache-2

GitHub (👨‍💻 17 · 🔀 62 · 📋 190 - 65% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/replicate/keepsake
```
PyPi (📥 1.1K / month · ⏱️ 11.03.2021):
```
 pip install keepsake
```

Show 16 hidden projects...

kaggle (🥉28 · ⭐ 4.7K · 💀) - Official Kaggle API. Apache-2
knockknock (🥉24 · ⭐ 2.4K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
gokart (🥉23 · ⭐ 250) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
TNT (🥉22 · ⭐ 1.4K · 💀) - Simple tools for logging and visualizing, loading and training. BSD-3
SKLL (🥉22 · ⭐ 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
TensorWatch (🥉21 · ⭐ 3.2K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
hiddenlayer (🥉21 · ⭐ 1.6K · 💀) - Neural network graphs and training metrics for.. MIT
quinn (🥉21 · ⭐ 330 · 💀) - pyspark methods to enhance developer productivity. Apache-2
TensorBoard Logger (🥉20 · ⭐ 620 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
MXBoard (🥉19 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
chitra (🥉18 · ⭐ 190) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
datmo (🥉17 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
steppy (🥉16 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
caliban (🥉15 · ⭐ 420 · 💀) - Research workflows made easy, locally and in the Cloud. Apache-2
ModelChimp (🥉13 · ⭐ 120 · 💤) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉8 · ⭐ 9 · 💀) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (🥇41 · ⭐ 12K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 230 · 🔀 2.7K · 📥 18K · 📦 6.5K · 📋 2K - 14% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 1.1M / month · 📦 370 · ⏱️ 17.02.2022):
```
 pip install onnx
```
Conda (📥 390K · ⏱️ 24.04.2022):
```
 conda install -c conda-forge onnx
```

Core ML Tools (🥇32 · ⭐ 2.6K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 120 · 🔀 400 · 📥 4.2K · 📦 880 · 📋 990 - 33% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/apple/coremltools
```
PyPi (📥 160K / month · 📦 140 · ⏱️ 22.02.2022):
```
 pip install coremltools
```

Conda (📥 29K · ⏱️ 15.10.2021):

 conda install -c conda-forge coremltools

huggingface_hub (🥈31 · ⭐ 400) - All the open source things related to the Hugging Face Hub. Apache-2

GitHub (👨‍💻 61 · 🔀 92 · 📋 230 - 33% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 4M / month · 📦 66 · ⏱️ 06.04.2022):
```
 pip install huggingface_hub
```

Conda (📥 97K · ⏱️ 06.04.2022):

 conda install -c conda-forge huggingface_hub

TorchServe (🥈30 · ⭐ 2.6K) - Serve PyTorch models in production. Apache-2

GitHub (👨‍💻 110 · 🔀 500 · 📥 1.4K · 📋 860 - 17% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pytorch/serve
```
PyPi (📥 14K / month · 📦 8 · ⏱️ 01.03.2022):
```
 pip install torchserve
```
Conda (📥 22K · ⏱️ 01.03.2022):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1M · ⭐ 11 · ⏱️ 01.03.2022):
```
 docker pull pytorch/torchserve
```

triton (🥈28 · ⭐ 3.6K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 38 · 🔀 280 · 📦 95 · 📋 190 - 36% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 43K / month · 📦 3 · ⏱️ 26.04.2022):
```
 pip install triton
```

cortex (🥈27 · ⭐ 7.7K) - Production infrastructure for machine learning at scale. Apache-2

GitHub (👨‍💻 24 · 🔀 590 · 📋 1.1K - 9% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/cortexlabs/cortex
```
PyPi (📥 1.9K / month · 📦 1 · ⏱️ 10.01.2022):
```
 pip install cortex
```

BentoML (🥈27 · ⭐ 3.5K) - The Unified Model Serving Framework. Apache-2

GitHub (👨‍💻 100 · 🔀 390 · 📥 1.3K · 📋 590 - 10% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 15K / month · 📦 2 · ⏱️ 06.04.2022):
```
 pip install bentoml
```

Hummingbird (🥈27 · ⭐ 2.8K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 29 · 🔀 220 · 📥 160 · 📦 29 · 📋 240 - 20% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 2K / month · ⏱️ 25.04.2022):
```
 pip install hummingbird-ml
```

Conda (📥 6.6K · ⏱️ 14.12.2021):

 conda install -c conda-forge hummingbird-ml

m2cgen (🥉26 · ⭐ 2.1K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT

GitHub (👨‍💻 13 · 🔀 190 · 📥 10 · 📦 28 · 📋 90 - 26% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/BayesWitnesses/m2cgen
```
PyPi (📥 37K / month · 📦 3 · ⏱️ 26.04.2022):
```
 pip install m2cgen
```

pytorch2keras (🥉20 · ⭐ 790 · 💤) - PyTorch to Keras model convertor. MIT

GitHub (👨‍💻 13 · 🔀 130 · 📦 42 · 📋 120 - 43% open · ⏱️ 06.08.2021):
```
 git clone https://github.com/gmalivenko/pytorch2keras
```
PyPi (📥 770 / month · 📦 1 · ⏱️ 14.05.2020):
```
 pip install pytorch2keras
```

Show 5 hidden projects...

mmdnn (🥉25 · ⭐ 5.6K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
Larq Compute Engine (🥉21 · ⭐ 190) - Highly optimized inference engine for Binarized.. Apache-2
sklearn-porter (🥉20 · ⭐ 1.1K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. MIT
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
backprop (🥉14 · ⭐ 230 · 💤) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇40 · ⭐ 16K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 180 · 🔀 2.4K · 📦 5.2K · 📋 1.9K - 69% open · ⏱️ 01.04.2022):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 4.2M / month · 📦 220 · ⏱️ 20.10.2021):
```
 pip install shap
```
Conda (📥 1.1M · ⏱️ 23.01.2022):
```
 conda install -c conda-forge shap
```

arviz (🥇33 · ⭐ 1.2K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 120 · 🔀 270 · 📥 110 · 📦 2.2K · 📋 720 - 19% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 380K / month · 📦 96 · ⏱️ 23.03.2022):
```
 pip install arviz
```
Conda (📥 690K · ⏱️ 23.03.2022):
```
 conda install -c conda-forge arviz
```

Lime (🥇31 · ⭐ 9.7K · 💤) - Lime: Explaining the predictions of any machine learning classifier. BSD-2

GitHub (👨‍💻 61 · 🔀 1.5K · 📦 2.2K · 📋 560 - 6% open · ⏱️ 29.07.2021):
```
 git clone https://github.com/marcotcr/lime
```
PyPi (📥 350K / month · 📦 110 · ⏱️ 26.06.2020):
```
 pip install lime
```
Conda (📥 97K · ⏱️ 28.06.2020):
```
 conda install -c conda-forge lime
```

InterpretML (🥇31 · ⭐ 4.7K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 28 · 🔀 580 · 📦 190 · 📋 280 - 31% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 99K / month · 📦 8 · ⏱️ 23.09.2021):
```
 pip install interpret
```

Captum (🥇31 · ⭐ 3.1K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 82 · 🔀 330 · 📦 500 · 📋 360 - 24% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 55K / month · 📦 19 · ⏱️ 03.03.2022):
```
 pip install captum
```
Conda (📥 680 · ⏱️ 04.03.2022):
```
 conda install -c conda-forge captum
```

Model Analysis (🥇31 · ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 41 · 🔀 240 · 📋 77 - 36% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 920K / month · 📦 21 · ⏱️ 05.03.2022):
```
 pip install tensorflow-model-analysis
```

yellowbrick (🥈30 · ⭐ 3.6K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

GitHub (👨‍💻 100 · 🔀 520 · 📋 660 - 13% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/DistrictDataLabs/yellowbrick
```
PyPi (📥 590K / month · 📦 62 · ⏱️ 19.02.2022):
```
 pip install yellowbrick
```

Conda (📥 24K · ⏱️ 24.03.2022):

 conda install -c conda-forge yellowbrick

shapash (🥈30 · ⭐ 1.7K) - Shapash makes Machine Learning models transparent and.. Apache-2

GitHub (👨‍💻 35 · 🔀 220 · 📦 72 · 📋 120 - 15% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/MAIF/shapash
```
PyPi (📥 18K / month · ⏱️ 19.04.2022):
```
 pip install shapash
```

DoWhy (🥈29 · ⭐ 3.8K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 48 · 🔀 600 · 📥 27 · 📦 98 · 📋 190 - 24% open · ⏱️ 20.03.2022):
```
 git clone https://github.com/Microsoft/dowhy
```
PyPi (📥 110K / month · 📦 4 · ⏱️ 20.03.2022):
```
 pip install dowhy
```
Conda (📥 5K · ⏱️ 21.03.2022):
```
 conda install -c conda-forge dowhy
```

dtreeviz (🥈28 · ⭐ 2.1K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 18 · 🔀 260 · 📦 360 · 📋 120 - 20% open · ⏱️ 10.03.2022):
```
 git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 92K / month · 📦 14 · ⏱️ 10.03.2022):
```
 pip install dtreeviz
```
Conda (📥 9.4K · ⏱️ 10.03.2022):
```
 conda install -c conda-forge dtreeviz
```

Alibi (🥈28 · ⭐ 1.6K) - Algorithms for explaining machine learning models. Apache-2

GitHub (👨‍💻 18 · 🔀 180 · 📦 160 · 📋 280 - 41% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/SeldonIO/alibi
```
PyPi (📥 28K / month · 📦 23 · ⏱️ 18.03.2022):
```
 pip install alibi
```

fairlearn (🥈27 · ⭐ 1.3K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 66 · 🔀 290 · 📋 340 - 39% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 71K / month · 📦 9 · ⏱️ 07.07.2021):
```
 pip install fairlearn
```

Conda (📥 18K · ⏱️ 07.07.2021):

 conda install -c conda-forge fairlearn

explainerdashboard (🥈26 · ⭐ 1.2K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📦 92 · 📋 170 - 13% open · ⏱️ 02.04.2022):
```
 git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 28K / month · 📦 2 · ⏱️ 02.04.2022):
```
 pip install explainerdashboard
```

Conda (📥 15K · ⏱️ 15.02.2022):

 conda install -c conda-forge explainerdashboard

responsible-ai-widgets (🥈26 · ⭐ 480) - This project provides responsible AI user interfaces.. MIT

GitHub (👨‍💻 24 · 🔀 110 · 📦 27 · 📋 260 - 20% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 11K / month · 📦 3 · ⏱️ 20.04.2022):
```
 pip install raiwidgets
```

checklist (🥈25 · ⭐ 1.6K · 💤) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT

GitHub (👨‍💻 12 · 🔀 150 · 📦 120 · 📋 92 - 13% open · ⏱️ 28.09.2021):
```
 git clone https://github.com/marcotcr/checklist
```
PyPi (📥 21K / month · 📦 3 · ⏱️ 24.05.2021):
```
 pip install checklist
```

Conda (📥 2.7K · ⏱️ 15.07.2021):

 conda install -c conda-forge checklist

CausalNex (🥈25 · ⭐ 1.5K) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 22 · 🔀 170 · 📦 39 · 📋 100 - 16% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 11.11.2021):
```
 pip install causalnex
```

Explainability 360 (🥈25 · ⭐ 1.1K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 29 · 🔀 220 · 📦 45 · 📋 64 - 59% open · ⏱️ 18.02.2022):
```
 git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 1.6K / month · 📦 1 · ⏱️ 28.10.2020):
```
 pip install aix360
```

Fairness 360 (🥉24 · ⭐ 1.7K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 48 · 🔀 540 · 📦 150 · 📋 130 - 53% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 6.7K / month · 📦 8 · ⏱️ 04.03.2021):
```
 pip install aif360
```
Conda (📥 1.9K · ⏱️ 29.09.2021):
```
 conda install -c conda-forge aif360
```

imodels (🥉24 · ⭐ 730) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT

GitHub (👨‍💻 11 · 🔀 71 · 📦 12 · 📋 30 - 26% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/csinva/imodels
```
PyPi (📥 1.7K / month · ⏱️ 16.04.2022):
```
 pip install imodels
```

LIT (🥉23 · ⭐ 2.9K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2

GitHub (👨‍💻 18 · 🔀 300 · 📦 10 · 📋 130 - 49% open · ⏱️ 15.03.2022):
```
 git clone https://github.com/PAIR-code/lit
```
PyPi (📥 1.2K / month · ⏱️ 21.12.2021):
```
 pip install lit-nlp
```
Conda (📥 34K · ⏱️ 09.11.2021):
```
 conda install -c conda-forge lit-nlp
```

keract (🥉22 · ⭐ 980) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 130 · 📋 84 - 3% open · ⏱️ 24.01.2022):
```
 git clone https://github.com/philipperemy/keract
```
PyPi (📥 1.3K / month · 📦 5 · ⏱️ 19.06.2021):
```
 pip install keract
```

tf-explain (🥉22 · ⭐ 920) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT

GitHub (👨‍💻 17 · 🔀 96 · 📦 110 · 📋 90 - 43% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/sicara/tf-explain
```
PyPi (📥 1.7K / month · 📦 6 · ⏱️ 18.11.2021):
```
 pip install tf-explain
```

DiCE (🥉22 · ⭐ 820) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 12 · 🔀 120 · 📋 110 - 43% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/interpretml/DiCE
```
PyPi (📥 31K / month · 📦 3 · ⏱️ 27.09.2021):
```
 pip install dice-ml
```

What-If Tool (🥉21 · ⭐ 670) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 130 · 📋 100 - 54% open · ⏱️ 05.01.2022):
```
 git clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 8K / month · 📦 3 · ⏱️ 12.10.2021):
```
 pip install witwidget
```

Conda (📥 940K · ⏱️ 06.01.2022):

 conda install -c conda-forge tensorboard-plugin-wit

npm (📥 4.6K / month · ⏱️ 12.10.2021):
```
 npm install wit-widget
```

deeplift (🥉21 · ⭐ 620) - Public facing deeplift repo. MIT

GitHub (👨‍💻 11 · 🔀 150 · 📦 56 · 📋 84 - 42% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/kundajelab/deeplift
```
PyPi (📥 720 / month · 📦 4 · ⏱️ 11.11.2020):
```
 pip install deeplift
```

sklearn-evaluation (🥉21 · ⭐ 320) - Machine learning model evaluation made easy: plots,.. MIT

GitHub (👨‍💻 8 · 🔀 31 · 📦 45 · 📋 39 - 23% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/edublancas/sklearn-evaluation
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 16.04.2022):
```
 pip install sklearn-evaluation
```

ecco (🥉20 · ⭐ 1.4K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 10 · 🔀 92 · 📥 16 · 📦 7 · 📋 36 - 38% open · ⏱️ 18.01.2022):
```
 git clone https://github.com/jalammar/ecco
```
PyPi (📥 280 / month · 📦 1 · ⏱️ 09.01.2022):
```
 pip install ecco
```
Conda (📥 310 · ⏱️ 10.01.2022):
```
 conda install -c conda-forge ecco
```

iNNvestigate (🥉20 · ⭐ 970 · 💤) - A toolbox to iNNvestigate neural networks predictions!. BSD-2

GitHub (👨‍💻 19 · 🔀 220 · 📋 230 - 30% open · ⏱️ 03.08.2021):
```
 git clone https://github.com/albermax/innvestigate
```
PyPi (📥 380 / month · 📦 1 · ⏱️ 14.11.2020):
```
 pip install innvestigate
```

aequitas (🥉20 · ⭐ 470 · 💤) - Bias and Fairness Audit Toolkit. MIT

GitHub (👨‍💻 16 · 🔀 88 · 📦 96 · 📋 58 - 63% open · ⏱️ 27.05.2021):
```
 git clone https://github.com/dssg/aequitas
```
PyPi (📥 820 / month · 📦 6 · ⏱️ 16.12.2020):
```
 pip install aequitas
```

tcav (🥉19 · ⭐ 520 · 💤) - Code for the TCAV ML interpretability project. Apache-2

GitHub (👨‍💻 19 · 🔀 130 · 📦 11 · 📋 61 - 11% open · ⏱️ 16.09.2021):
```
 git clone https://github.com/tensorflow/tcav
```
PyPi (📥 100 / month · 📦 3 · ⏱️ 23.02.2021):
```
 pip install tcav
```

LOFO (🥉17 · ⭐ 450) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 3 · 🔀 53 · 📦 13 · 📋 20 - 20% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 380 / month · 📦 1 · ⏱️ 27.04.2022):
```
 pip install lofo-importance
```

XAI (🥉16 · ⭐ 810) - XAI - An eXplainability toolbox for machine learning. MIT

GitHub (👨‍💻 3 · 🔀 120 · 📦 14 · 📋 9 - 22% open · ⏱️ 30.10.2021):
```
 git clone https://github.com/EthicalML/xai
```
PyPi (📥 120 / month · 📦 6 · ⏱️ 30.10.2021):
```
 pip install xai
```

FlashTorch (🥉16 · ⭐ 660 · 💤) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT

GitHub (👨‍💻 2 · 🔀 82 · 📦 10 · 📋 32 - 31% open · ⏱️ 27.04.2021):
```
 git clone https://github.com/MisaOgura/flashtorch
```
PyPi (📥 250 / month · ⏱️ 29.05.2020):
```
 pip install flashtorch
```

Anchor (🥉15 · ⭐ 700) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2

GitHub (👨‍💻 10 · 🔀 97 · 📋 70 - 27% open · ⏱️ 17.11.2021):
```
 git clone https://github.com/marcotcr/anchor
```
PyPi (📥 920 / month · ⏱️ 26.06.2020):
```
 pip install anchor_exp
```

interpret-text (🥉15 · ⭐ 310) - A library that incorporates state-of-the-art explainers for.. MIT

GitHub (👨‍💻 17 · 🔀 57 · 📋 74 - 78% open · ⏱️ 06.12.2021):
```
 git clone https://github.com/interpretml/interpret-text
```
PyPi (📥 67 / month · ⏱️ 07.12.2021):
```
 pip install interpret-text
```

Show 15 hidden projects...

pyLDAvis (🥈30 · ⭐ 1.6K · 💀) - Python library for interactive topic model visualization... BSD-3
Lucid (🥈27 · ⭐ 4.4K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
eli5 (🥈27 · ⭐ 2.5K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
keras-vis (🥈26 · ⭐ 2.9K · 💀) - Neural network visualization toolkit for keras. MIT
scikit-plot (🥈26 · ⭐ 2.2K · 💀) - An intuitive library to add plotting functionality to.. MIT
DALEX (🥉24 · ⭐ 1K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
TreeInterpreter (🥉22 · ⭐ 710 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
random-forest-importances (🥉22 · ⭐ 500 · 💀) - Code to compute permutation and drop-column.. MIT
Skater (🥉21 · ⭐ 1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
model-card-toolkit (🥉19 · ⭐ 270) - a tool that leverages rich metadata and lineage.. Apache-2
fairness-indicators (🥉18 · ⭐ 250) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
ExplainX.ai (🥉15 · ⭐ 300 · 💀) - Explainable AI framework for data scientists. Explain & debug any.. MIT
contextual-ai (🥉14 · ⭐ 80) - Contextual AI adds explainability to different stages of.. Apache-2
Attribution Priors (🥉12 · ⭐ 95 · 💀) - Tools for training explainable models using.. MIT
bias-detector (🥉11 · ⭐ 37) - Bias Detector is a python package for detecting bias in machine.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

🔗 ANN Benchmarks ( ⭐ 2.9K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇38 · ⭐ 10K) - An open-source vector database for scalable similarity search and AI.. Apache-2

GitHub (👨‍💻 200 · 🔀 1.5K · 📥 21K · 📋 4.9K - 6% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 37K / month · 📦 16 · ⏱️ 02.04.2022):
```
 pip install pymilvus
```
Docker Hub (📥 920K · ⭐ 18 · ⏱️ 02.04.2022):
```
 docker pull milvusdb/milvus
```

Faiss (🥇34 · ⭐ 17K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 96 · 🔀 2.6K · 📦 620 · 📋 1.8K - 10% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 37K / month · 📦 16 · ⏱️ 02.04.2022):
```
 pip install pymilvus
```
Conda (📥 290K · ⏱️ 09.02.2022):
```
 conda install -c conda-forge faiss
```

Annoy (🥈32 · ⭐ 9.8K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 81 · 🔀 990 · 📦 2K · 📋 340 - 11% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 1.1M / month · 📦 240 · ⏱️ 18.09.2020):
```
 pip install annoy
```

Conda (📥 230K · ⏱️ 23.04.2022):

 conda install -c conda-forge python-annoy

NMSLIB (🥈31 · ⭐ 2.7K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 48 · 🔀 380 · 📦 590 · 📋 400 - 15% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 100K / month · 📦 47 · ⏱️ 03.02.2021):
```
 pip install nmslib
```
Conda (📥 50K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge nmslib
```

hnswlib (🥈30 · ⭐ 2K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (👨‍💻 56 · 🔀 360 · 📦 220 · 📋 250 - 51% open · ⏱️ 16.04.2022):
```
 git clone https://github.com/nmslib/hnswlib
```
PyPi (📥 200K / month · 📦 24 · ⏱️ 14.02.2022):
```
 pip install hnswlib
```
Conda (📥 38K · ⏱️ 16.04.2022):
```
 conda install -c conda-forge hnswlib
```

PyNNDescent (🥉28 · ⭐ 610) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 19 · 🔀 82 · 📦 1.5K · 📋 100 - 49% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 1.4M / month · 📦 25 · ⏱️ 21.01.2022):
```
 pip install pynndescent
```

Conda (📥 560K · ⏱️ 22.01.2022):

 conda install -c conda-forge pynndescent

NGT (🥉21 · ⭐ 880) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 13 · 🔀 89 · 📋 98 - 15% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 16K / month · 📦 8 · ⏱️ 06.04.2022):
```
 pip install ngt
```

N2 (🥉18 · ⭐ 510 · 💤) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2

GitHub (👨‍💻 18 · 🔀 64 · 📦 23 · 📋 37 - 45% open · ⏱️ 20.05.2021):
```
 git clone https://github.com/kakao/n2
```
PyPi (📥 720 / month · 📦 3 · ⏱️ 16.10.2020):
```
 pip install n2
```

Show 3 hidden projects...

Magnitude (🥉23 · ⭐ 1.5K · 💀) - A fast, efficient universal vector embedding utility package. MIT
NearPy (🥉21 · ⭐ 710 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
PySparNN (🥉11 · ⭐ 900 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (🥇39 · ⭐ 6.5K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2

GitHub (👨‍💻 380 · 🔀 1.6K · 📥 1.9K · 📦 610 · 📋 2.7K - 7% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 360K / month · 📦 240 · ⏱️ 15.03.2022):
```
 pip install pymc3
```
Conda (📥 400K · ⏱️ 12.10.2021):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 3.7K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 440 · 🔀 970 · 📋 1.2K - 45% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 820K / month · 📦 310 · ⏱️ 14.02.2022):
```
 pip install tensorflow-probability
```

Conda (📥 54K · ⏱️ 26.01.2022):

 conda install -c conda-forge tensorflow-probability

Pyro (🥇33 · ⭐ 7.4K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 120 · 🔀 900 · 📦 690 · 📋 960 - 21% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 110K / month · 📦 56 · ⏱️ 24.03.2022):
```
 pip install pyro-ppl
```
Conda (📥 6.6K · ⏱️ 24.03.2022):
```
 conda install -c conda-forge pyro-ppl
```

GPyTorch (🥇33 · ⭐ 2.7K) - A highly efficient and modular implementation of Gaussian Processes.. MIT

GitHub (👨‍💻 92 · 🔀 400 · 📦 550 · 📋 1.1K - 24% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 190K / month · 📦 30 · ⏱️ 04.12.2021):
```
 pip install gpytorch
```
Conda (📥 31K · ⏱️ 14.12.2021):
```
 conda install -c conda-forge gpytorch
```

hmmlearn (🥈32 · ⭐ 2.5K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 39 · 🔀 700 · 📦 1.3K · 📋 380 - 14% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 460K / month · 📦 130 · ⏱️ 10.02.2022):
```
 pip install hmmlearn
```
Conda (📥 120K · ⏱️ 12.02.2022):
```
 conda install -c conda-forge hmmlearn
```

GPflow (🥈32 · ⭐ 1.6K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 78 · 🔀 420 · 📦 350 · 📋 760 - 16% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/GPflow/GPflow
```
PyPi (📥 12K / month · 📦 29 · ⏱️ 28.04.2022):
```
 pip install gpflow
```
Conda (📥 11K · ⏱️ 01.03.2022):
```
 conda install -c conda-forge gpflow
```

filterpy (🥈31 · ⭐ 2.2K · 💤) - Python Kalman filtering and optimal estimation library. Implements.. MIT

GitHub (👨‍💻 36 · 🔀 500 · 📦 1.4K · 📋 200 - 23% open · ⏱️ 04.05.2021):
```
 git clone https://github.com/rlabbe/filterpy
```
PyPi (📥 690K / month · 📦 130 · ⏱️ 10.10.2018):
```
 pip install filterpy
```
Conda (📥 83K · ⏱️ 05.05.2020):
```
 conda install -c conda-forge filterpy
```

pgmpy (🥈30 · ⭐ 2K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 100 · 🔀 630 · 📥 150 · 📦 340 · 📋 780 - 28% open · ⏱️ 25.04.2022):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 58K / month · 📦 11 · ⏱️ 30.03.2022):
```
 pip install pgmpy
```

pomegranate (🥈29 · ⭐ 2.9K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 65 · 🔀 520 · 📦 680 · 📋 670 - 8% open · ⏱️ 21.02.2022):
```
 git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 33K / month · 📦 46 · ⏱️ 21.02.2022):
```
 pip install pomegranate
```

Conda (📥 83K · ⏱️ 16.11.2021):

 conda install -c conda-forge pomegranate

patsy (🥈29 · ⭐ 820 · 💤) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 16 · 🔀 94 · 📦 51K · 📋 140 - 51% open · ⏱️ 26.09.2021):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 6.4M / month · 📦 2.6K · ⏱️ 26.09.2021):
```
 pip install patsy
```
Conda (📥 4.6M · ⏱️ 26.09.2021):
```
 conda install -c conda-forge patsy
```

pandas-ta (🥉28 · ⭐ 2.4K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 44 · 🔀 540 · 📦 610 · 📋 380 - 14% open · ⏱️ 31.01.2022):
```
 git clone https://github.com/twopirllc/pandas-ta
```
PyPi (📥 77K / month · 📦 10 · ⏱️ 28.07.2021):
```
 pip install pandas-ta
```

Conda (📥 620 · ⏱️ 05.10.2021):

 conda install -c conda-forge pandas-ta

SALib (🥉28 · ⭐ 590) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 36 · 🔀 180 · 📋 280 - 16% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/SALib/SALib
```
PyPi (📥 140K / month · 📦 58 · ⏱️ 06.02.2022):
```
 pip install salib
```
Conda (📥 79K · ⏱️ 04.09.2021):
```
 conda install -c conda-forge salib
```

Orbit (🥉26 · ⭐ 1.3K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (👨‍💻 16 · 🔀 93 · 📦 6 · 📋 370 - 16% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/uber/orbit
```
PyPi (📥 12K / month · 📦 1 · ⏱️ 07.04.2022):
```
 pip install orbit-ml
```

bambi (🥉25 · ⭐ 770) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 24 · 🔀 80 · 📦 27 · 📋 240 - 15% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 3.3K / month · 📦 3 · ⏱️ 15.01.2022):
```
 pip install bambi
```
Conda (📥 7.4K · ⏱️ 18.01.2022):
```
 conda install -c conda-forge bambi
```

Baal (🥉20 · ⭐ 570) - Library to enable Bayesian active learning in your research or labeling.. Apache-2

GitHub (👨‍💻 13 · 🔀 52 · 📋 72 - 23% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/ElementAI/baal
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 11.04.2022):
```
 pip install baal
```
Conda (📥 1.3K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge baal
```

Show 7 hidden projects...

pingouin (🥈29 · ⭐ 1K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.7K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉26 · ⭐ 180) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
pyhsmm (🥉21 · ⭐ 510 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
scikit-posthocs (🥉21 · ⭐ 240) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
Funsor (🥉20 · ⭐ 190) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉15 · ⭐ 2.1K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

ART (🥇34 · ⭐ 2.9K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 97 · 🔀 810 · 📦 210 · 📋 670 - 12% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 7.8K / month · 📦 6 · ⏱️ 22.04.2022):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 8.8K · ⏱️ 10.01.2022):

 conda install -c conda-forge adversarial-robustness-toolbox

Foolbox (🥈31 · ⭐ 2.2K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 280 · 📋 350 - 6% open · ⏱️ 02.04.2022):
```
 git clone https://github.com/bethgelab/foolbox
```
PyPi (📥 3.5K / month · 📦 13 · ⏱️ 02.04.2022):
```
 pip install foolbox
```
Conda (📥 5.7K · ⏱️ 30.04.2021):
```
 conda install -c conda-forge foolbox
```

TextAttack (🥈30 · ⭐ 1.9K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 49 · 🔀 240 · 📦 73 · 📋 200 - 19% open · ⏱️ 04.04.2022):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 6.7K / month · 📦 7 · ⏱️ 10.11.2021):
```
 pip install textattack
```

Conda (📥 2.7K · ⏱️ 29.06.2021):

 conda install -c conda-forge textattack

CleverHans (🥈29 · ⭐ 5.5K · 💤) - An adversarial example library for constructing attacks,.. MIT

GitHub (👨‍💻 130 · 🔀 1.3K · 📦 310 · 📋 450 - 5% open · ⏱️ 23.09.2021):
```
 git clone https://github.com/cleverhans-lab/cleverhans
```
PyPi (📥 1.6K / month · 📦 11 · ⏱️ 24.07.2021):
```
 pip install cleverhans
```

Conda (📥 2.8K · ⏱️ 29.07.2021):

 conda install -c conda-forge cleverhans

AdvBox (🥉19 · ⭐ 1.2K · 💤) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2

GitHub (👨‍💻 19 · 🔀 240 · 📋 38 - 21% open · ⏱️ 03.05.2021):
```
 git clone https://github.com/advboxes/AdvBox
```
PyPi (📥 51 / month · ⏱️ 05.12.2018):
```
 pip install advbox
```

robustness (🥉18 · ⭐ 690) - A library for experimenting with, training and evaluating neural.. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📦 75 · 📋 72 - 22% open · ⏱️ 14.02.2022):
```
 git clone https://github.com/MadryLab/robustness
```
PyPi (📥 480 / month · 📦 2 · ⏱️ 01.12.2020):
```
 pip install robustness
```

Conda (📥 3.4K · ⏱️ 30.04.2021):

 conda install -c conda-forge robustness

Show 3 hidden projects...

advertorch (🥉23 · ⭐ 1K) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
textflint (🥉16 · ⭐ 550) - Unified Multilingual Robustness Evaluation Toolkit for Natural.. ❗️GPL-3.0
Adversary (🥉15 · ⭐ 360 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU Utilities

Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.

CuPy (🥇38 · ⭐ 6K) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 300 · 🔀 590 · 📥 29K · 📦 1K · 📋 1.7K - 22% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/cupy/cupy
```
PyPi (📥 26K / month · 📦 160 · ⏱️ 27.04.2022):
```
 pip install cupy
```
Conda (📥 1.3M · ⏱️ 28.04.2022):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 55K · ⭐ 7 · ⏱️ 27.04.2022):
```
 docker pull cupy/cupy
```

cuDF (🥇31 · ⭐ 4.7K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 240 · 🔀 600 · 📋 4.5K - 16% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 1.5K / month · 📦 5 · ⏱️ 01.06.2020):
```
 pip install cudf
```

ArrayFire (🥈30 · ⭐ 3.8K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 81 · 🔀 490 · 📥 2.2K · 📋 1.5K - 15% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 27K / month · 📦 5 · ⏱️ 22.02.2022):
```
 pip install arrayfire
```

PyCUDA (🥈30 · ⭐ 1.3K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 75 · 🔀 250 · 📦 1.3K · 📋 220 - 29% open · ⏱️ 03.03.2022):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 29K / month · 📦 190 · ⏱️ 03.04.2021):
```
 pip install pycuda
```
Conda (📥 61K · ⏱️ 12.04.2022):
```
 conda install -c conda-forge pycuda
```

gpustat (🥈29 · ⭐ 2.8K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 12 · 🔀 220 · 📦 1.8K · 📋 81 - 27% open · ⏱️ 13.08.2021):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 520K / month · 📦 99 · ⏱️ 02.01.2021):
```
 pip install gpustat
```
Conda (📥 130K · ⏱️ 24.11.2020):
```
 conda install -c conda-forge gpustat
```

cuML (🥈29 · ⭐ 2.7K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 150 · 🔀 400 · 📋 2K - 33% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 670 / month · 📦 3 · ⏱️ 01.06.2020):
```
 pip install cuml
```

Apex (🥈28 · ⭐ 6.3K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 92 · 🔀 990 · 📦 990 · 📋 990 - 58% open · ⏱️ 21.04.2022):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 80K · ⏱️ 06.04.2022):

 conda install -c conda-forge nvidia-apex

DALI (🥈24 · ⭐ 3.8K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 73 · 🔀 480 · 📋 1.1K - 14% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/NVIDIA/DALI
```

cuGraph (🥈24 · ⭐ 990) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 82 · 🔀 190 · 📋 810 - 13% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 240 / month · 📦 1 · ⏱️ 01.06.2020):
```
 pip install cugraph
```

Conda (📥 6.6K · ⏱️ 29.04.2021):

 conda install -c conda-forge libcugraph

scikit-cuda (🥈24 · ⭐ 880) - Python interface to GPU-powered libraries. BSD-3

GitHub (👨‍💻 46 · 🔀 170 · 📦 180 · 📋 220 - 22% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/lebedov/scikit-cuda
```
PyPi (📥 600 / month · 📦 44 · ⏱️ 27.05.2019):
```
 pip install scikit-cuda
```

BlazingSQL (🥉22 · ⭐ 1.7K · 💤) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2

GitHub (👨‍💻 49 · 🔀 170 · 📋 720 - 18% open · ⏱️ 30.09.2021):
```
 git clone https://github.com/BlazingDB/blazingsql
```

Conda (📥 940 · ⏱️ 11.11.2019):

 conda install -c blazingsql blazingsql-protocol

Vulkan Kompute (🥉21 · ⭐ 850) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 18 · 🔀 60 · 📥 150 · 📦 3 · 📋 170 - 32% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 160 / month · ⏱️ 13.04.2022):
```
 pip install kp
```

kompute (🥉21 · ⭐ 850) - General purpose GPU compute framework built on Vulkan to support.. Apache-2

GitHub (👨‍💻 18 · 🔀 60 · 📥 150 · 📦 3 · 📋 170 - 32% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 160 / month · ⏱️ 13.04.2022):
```
 pip install kp
```

cuSignal (🥉19 · ⭐ 590) - GPU accelerated signal processing. Apache-2

GitHub (👨‍💻 38 · 🔀 91 · 📋 130 - 11% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/rapidsai/cusignal
```

Show 5 hidden projects...

GPUtil (🥉23 · ⭐ 850 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
py3nvml (🥉22 · ⭐ 200) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your.. BSD-3
nvidia-ml-py3 (🥉20 · ⭐ 77 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (🥉15 · ⭐ 650 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉14 · ⭐ 150) - jupyter/ipython experiment containers for GPU and.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TF Addons (🥇36 · ⭐ 1.5K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2

GitHub (👨‍💻 190 · 🔀 500 · 📦 6.1K · 📋 930 - 23% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/tensorflow/addons
```
PyPi (📥 2M / month · 📦 160 · ⏱️ 15.02.2022):
```
 pip install tensorflow-addons
```

TensorFlow Datasets (🥇35 · ⭐ 3.2K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 250 · 🔀 1.2K · 📋 1.1K - 46% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.3M / month · 📦 150 · ⏱️ 31.01.2022):
```
 pip install tensorflow-datasets
```

Conda (📥 4K · ⏱️ 17.08.2021):

 conda install -c conda-forge tensorflow-datasets

tensorflow-hub (🥇35 · ⭐ 3.1K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 90 · 🔀 1.6K · 📦 11K · 📋 640 - 2% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/tensorflow/hub
```
PyPi (📥 3.7M / month · 📦 280 · ⏱️ 14.04.2021):
```
 pip install tensorflow-hub
```

Conda (📥 62K · ⏱️ 18.04.2021):

 conda install -c conda-forge tensorflow-hub

tensor2tensor (🥈34 · ⭐ 12K) - Library of deep learning models and datasets designed to.. Apache-2

GitHub (👨‍💻 240 · 🔀 3K · 📦 1.2K · 📋 1.2K - 45% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/tensorflow/tensor2tensor
```
PyPi (📥 14K / month · 📦 93 · ⏱️ 17.06.2020):
```
 pip install tensor2tensor
```

TF Model Optimization (🥈32 · ⭐ 1.2K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 66 · 🔀 280 · 📦 1.7K · 📋 310 - 51% open · ⏱️ 06.04.2022):
```
 git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 160K / month · 📦 19 · ⏱️ 18.03.2022):
```
 pip install tensorflow-model-optimization
```

TensorFlow Transform (🥈32 · ⭐ 920) - Input pipeline framework. Apache-2

GitHub (👨‍💻 27 · 🔀 180 · 📦 830 · 📋 180 - 14% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 3.2M / month · 📦 56 · ⏱️ 30.03.2022):
```
 pip install tensorflow-transform
```

Keras-Preprocessing (🥉30 · ⭐ 1K) - Utilities for working with image data, text data, and.. MIT

GitHub (👨‍💻 52 · 🔀 440 · 📋 200 - 47% open · ⏱️ 17.02.2022):
```
 git clone https://github.com/keras-team/keras-preprocessing
```
PyPi (📥 9M / month · 📦 1.5K · ⏱️ 14.05.2020):
```
 pip install keras-preprocessing
```

Conda (📥 1.3M · ⏱️ 15.01.2021):

 conda install -c conda-forge keras-preprocessing

TensorFlow I/O (🥉29 · ⭐ 550) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 92 · 🔀 220 · 📋 520 - 36% open · ⏱️ 18.04.2022):
```
 git clone https://github.com/tensorflow/io
```
PyPi (📥 180K / month · 📦 23 · ⏱️ 21.04.2022):
```
 pip install tensorflow-io
```

efficientnet (🥉26 · ⭐ 2K · 💤) - Implementation of EfficientNet model. Keras and.. Apache-2

GitHub (👨‍💻 10 · 🔀 440 · 📥 230K · 📦 980 · 📋 120 - 50% open · ⏱️ 16.07.2021):
```
 git clone https://github.com/qubvel/efficientnet
```
PyPi (📥 100K / month · 📦 7 · ⏱️ 15.09.2020):
```
 pip install efficientnet
```

Conda (📥 33 · ⏱️ 14.01.2022):

 conda install -c anaconda efficientnet

Neural Structured Learning (🥉26 · ⭐ 920) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 33 · 🔀 170 · 📦 210 · 📋 61 - 4% open · ⏱️ 24.03.2022):
```
 git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 15K / month · 📦 2 · ⏱️ 18.08.2020):
```
 pip install neural-structured-learning
```

TensorFlow Cloud (🥉24 · ⭐ 320) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 27 · 🔀 67 · 📦 140 · 📋 81 - 67% open · ⏱️ 24.03.2022):
```
 git clone https://github.com/tensorflow/cloud
```
PyPi (📥 180K / month · 📦 1 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

tffm (🥉21 · ⭐ 780) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

GitHub (👨‍💻 10 · 🔀 190 · 📦 11 · 📋 40 - 45% open · ⏱️ 17.01.2022):
```
 git clone https://github.com/geffy/tffm
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 17.01.2022):
```
 pip install tffm
```

TF Compression (🥉21 · ⭐ 600) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 12 · 🔀 210 · 📋 82 - 2% open · ⏱️ 11.04.2022):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 930 / month · 📦 1 · ⏱️ 02.03.2022):
```
 pip install tensorflow-compression
```

Saliency (🥉20 · ⭐ 780 · 💤) - Framework-agnostic implementation for state-of-the-art.. Apache-2

GitHub (👨‍💻 14 · 🔀 160 · 📦 26 · 📋 40 - 35% open · ⏱️ 28.07.2021):
```
 git clone https://github.com/PAIR-code/saliency
```
PyPi (📥 770 / month · 📦 3 · ⏱️ 03.05.2021):
```
 pip install saliency
```

Show 1 hidden projects...

TensorNets (🥉20 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇23 · ⭐ 440) - Callable PyTrees and filtered JIT/grad transformations = neural.. Apache-2

GitHub (👨‍💻 5 · 🔀 25 · 📦 15 · 📋 34 - 32% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 1.7K / month · 📦 2 · ⏱️ 08.04.2022):
```
 pip install equinox
```

Show 1 hidden projects...

jaxdf (🥉9 · ⭐ 48) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

imbalanced-learn (🥇34 · ⭐ 5.8K · 📉) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 63 · 🔀 1.2K · 📦 10K · 📋 520 - 12% open · ⏱️ 18.03.2022):
```
 git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 2.5M / month · 📦 240 · ⏱️ 11.01.2022):
```
 pip install imbalanced-learn
```

Conda (📥 200K · ⏱️ 11.01.2022):

 conda install -c conda-forge imbalanced-learn

MLxtend (🥇34 · ⭐ 3.9K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 88 · 🔀 750 · 📦 5.7K · 📋 400 - 24% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 1.6M / month · 📦 140 · ⏱️ 03.09.2021):
```
 pip install mlxtend
```
Conda (📥 200K · ⏱️ 03.09.2021):
```
 conda install -c conda-forge mlxtend
```

category_encoders (🥈33 · ⭐ 1.9K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 51 · 🔀 350 · 📦 3.3K · 📋 240 - 29% open · ⏱️ 13.04.2022):
```
 git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 1.8M / month · 📦 23 · ⏱️ 14.10.2018):
```
 pip install category_encoders
```

Conda (📥 150K · ⏱️ 09.03.2022):

 conda install -c conda-forge category_encoders

scikit-opt (🥈25 · ⭐ 3.1K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 14 · 🔀 740 · 📦 73 · 📋 140 - 26% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 3.3K / month · 📦 6 · ⏱️ 14.01.2022):
```
 pip install scikit-opt
```

fancyimpute (🥈25 · ⭐ 1.1K) - Multivariate imputation and matrix completion algorithms.. Apache-2

GitHub (👨‍💻 12 · 🔀 170 · 📦 1.2K · 📋 110 - 0% open · ⏱️ 21.10.2021):
```
 git clone https://github.com/iskandr/fancyimpute
```
PyPi (📥 12K / month · 📦 29 · ⏱️ 21.10.2021):
```
 pip install fancyimpute
```

scikit-lego (🥈25 · ⭐ 810) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 50 · 🔀 85 · 📦 45 · 📋 240 - 9% open · ⏱️ 20.04.2022):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 13K / month · 📦 6 · ⏱️ 20.04.2022):
```
 pip install scikit-lego
```

Conda (📥 18K · ⏱️ 21.04.2022):

 conda install -c conda-forge scikit-lego

sklearn-contrib-lightning (🥉23 · ⭐ 1.5K) - Large-scale linear classification, regression and.. BSD-3

GitHub (👨‍💻 17 · 🔀 200 · 📥 230 · 📦 100 · 📋 93 - 54% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/scikit-learn-contrib/lightning
```
PyPi (📥 2.1K / month · 📦 6 · ⏱️ 30.01.2022):
```
 pip install sklearn-contrib-lightning
```

Conda (📥 160K · ⏱️ 13.11.2021):

 conda install -c conda-forge sklearn-contrib-lightning

combo (🥉23 · ⭐ 580) - (AAAI 20) A Python Toolbox for Machine Learning Model Combination. BSD-2 xgboost

GitHub (👨‍💻 1 · 🔀 99 · 📦 460 · 📋 14 - 78% open · ⏱️ 02.10.2021):
```
 git clone https://github.com/yzhao062/combo
```
PyPi (📥 30K / month · 📦 3 · ⏱️ 02.04.2022):
```
 pip install combo
```

iterative-stratification (🥉22 · ⭐ 640) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 6 · 🔀 59 · 📦 200 · 📋 19 - 21% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 840K / month · 📦 8 · ⏱️ 03.10.2021):
```
 pip install iterative-stratification
```

DESlib (🥉19 · ⭐ 400) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 13 · 🔀 73 · 📦 24 · 📋 140 - 9% open · ⏱️ 10.10.2021):
```
 git clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 450 / month · 📦 2 · ⏱️ 08.02.2021):
```
 pip install deslib
```

scikit-tda (🥉17 · ⭐ 340) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 4 · 🔀 43 · 📦 29 · 📋 19 - 78% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 670 / month · ⏱️ 03.08.2021):
```
 pip install scikit-tda
```

Show 6 hidden projects...

sklearn-crfsuite (🥈26 · ⭐ 400 · 💀) - scikit-learn inspired API for CRFsuite. MIT
scikit-multilearn (🥈25 · ⭐ 740 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
skope-rules (🥉21 · ⭐ 460 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉19 · ⭐ 140) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉17 · ⭐ 200) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉16 · ⭐ 110 · 💤) - Data Analysis Baseline Library. BSD-3

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

PML (🥇33 · ⭐ 4.4K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 24 · 🔀 540 · 📦 250 · 📋 350 - 12% open · ⏱️ 30.03.2022):
```
 git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 850K / month · 📦 9 · ⏱️ 02.04.2022):
```
 pip install pytorch-metric-learning
```

Conda (📥 6.6K · ⏱️ 30.03.2022):

 conda install -c metric-learning pytorch-metric-learning

accelerate (🥇32 · ⭐ 2.4K) - A simple way to train and use PyTorch models with multi-.. Apache-2

GitHub (👨‍💻 42 · 🔀 160 · 📦 460 · 📋 200 - 34% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 900K / month · 📦 12 · ⏱️ 31.03.2022):
```
 pip install accelerate
```

Conda (📥 1.3K · ⏱️ 01.04.2022):

 conda install -c conda-forge accelerate

lightning-flash (🥇29 · ⭐ 1.4K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2

GitHub (👨‍💻 69 · 🔀 160 · 📦 66 · 📋 450 - 7% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/PyTorchLightning/lightning-flash
```
PyPi (📥 4.8K / month · 📦 2 · ⏱️ 27.04.2022):
```
 pip install lightning-flash
```

Conda (📥 1.2K · ⏱️ 28.04.2022):

 conda install -c conda-forge lightning-flash

EfficientNet-PyTorch (🥈28 · ⭐ 6.9K · 💤) - A PyTorch implementation of EfficientNet and.. Apache-2

GitHub (👨‍💻 24 · 🔀 1.4K · 📥 1.4M · 📋 270 - 49% open · ⏱️ 15.04.2021):
```
 git clone https://github.com/lukemelas/EfficientNet-PyTorch
```
PyPi (📥 420K / month · 📦 30 · ⏱️ 15.04.2021):
```
 pip install efficientnet-pytorch
```

pytorch-summary (🥈28 · ⭐ 3.5K · 💤) - Model summary in PyTorch similar to `model.summary()`.. MIT

GitHub (👨‍💻 11 · 🔀 390 · 📦 4.9K · 📋 160 - 74% open · ⏱️ 10.05.2021):
```
 git clone https://github.com/sksq96/pytorch-summary
```
PyPi (📥 96K / month · 📦 71 · ⏱️ 26.09.2018):
```
 pip install torchsummary
```

pytorch-optimizer (🥈28 · ⭐ 2.4K) - torch-optimizer -- collection of optimizers for.. Apache-2

GitHub (👨‍💻 25 · 🔀 230 · 📦 560 · 📋 44 - 36% open · ⏱️ 11.11.2021):
```
 git clone https://github.com/jettify/pytorch-optimizer
```
PyPi (📥 61K / month · 📦 23 · ⏱️ 31.10.2021):
```
 pip install torch_optimizer
```

Conda (📥 1.1K · ⏱️ 31.10.2021):

 conda install -c conda-forge torch-optimizer

torchdiffeq (🥈25 · ⭐ 4.1K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 20 · 🔀 720 · 📦 240 · 📋 180 - 23% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 7.1K / month · 📦 20 · ⏱️ 22.04.2022):
```
 pip install torchdiffeq
```

Conda (📥 4.9K · ⏱️ 03.06.2021):

 conda install -c conda-forge torchdiffeq

TabNet (🥈24 · ⭐ 1.7K) - PyTorch implementation of TabNet paper :.. MIT

GitHub (👨‍💻 19 · 🔀 330 · 📋 230 - 16% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/dreamquark-ai/tabnet
```
PyPi (📥 17K / month · 📦 7 · ⏱️ 02.02.2021):
```
 pip install pytorch-tabnet
```

Conda (📥 350 · ⏱️ 30.12.2021):

 conda install -c conda-forge pytorch-tabnet

torch-scatter (🥈24 · ⭐ 970) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 19 · 🔀 110 · 📋 260 - 8% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 30K / month · 📦 43 · ⏱️ 22.10.2021):
```
 pip install torch-scatter
```

Conda (📥 72K · ⏱️ 21.03.2022):

 conda install -c conda-forge pytorch_scatter

PyTorch Sparse (🥈24 · ⭐ 620) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 25 · 🔀 86 · 📋 180 - 17% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 25K / month · 📦 37 · ⏱️ 11.03.2022):
```
 pip install torch-sparse
```

Conda (📥 83K · ⏱️ 06.04.2022):

 conda install -c conda-forge pytorch_sparse

SRU (🥈23 · ⭐ 2K · 💤) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT

GitHub (👨‍💻 21 · 🔀 300 · 📦 18 · 📋 120 - 45% open · ⏱️ 19.05.2021):
```
 git clone https://github.com/asappresearch/sru
```
PyPi (📥 2.1K / month · 📦 3 · ⏱️ 17.06.2021):
```
 pip install sru
```

Torchmeta (🥈23 · ⭐ 1.6K · 💤) - A collection of extensions and data-loaders for few-shot.. MIT

GitHub (👨‍💻 12 · 🔀 200 · 📦 89 · 📋 130 - 32% open · ⏱️ 20.09.2021):
```
 git clone https://github.com/tristandeleu/pytorch-meta
```
PyPi (📥 1.8K / month · ⏱️ 20.09.2021):
```
 pip install torchmeta
```

EfficientNets (🥈23 · ⭐ 1.5K · 💤) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

GitHub (👨‍💻 5 · 🔀 190 · 📦 100 · 📋 53 - 3% open · ⏱️ 08.07.2021):
```
 git clone https://github.com/rwightman/gen-efficientnet-pytorch
```
PyPi (📥 13K / month · 📦 1 · ⏱️ 08.07.2021):
```
 pip install geffnet
```

Higher (🥈23 · ⭐ 1.4K) - higher is a pytorch library allowing users to obtain higher.. Apache-2

GitHub (👨‍💻 9 · 🔀 98 · 📦 130 · 📋 99 - 49% open · ⏱️ 26.10.2021):
```
 git clone https://github.com/facebookresearch/higher
```
PyPi (📥 11K / month · 📦 2 · ⏱️ 14.07.2020):
```
 pip install higher
```

Pytorch Toolbelt (🥈23 · ⭐ 1.2K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 7 · 🔀 93 · 📋 27 - 22% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 7.6K / month · 📦 6 · ⏱️ 10.03.2022):
```
 pip install pytorch_toolbelt
```

reformer-pytorch (🥉22 · ⭐ 1.7K) - Reformer, the efficient Transformer, in Pytorch. MIT

GitHub (👨‍💻 10 · 🔀 230 · 📋 120 - 11% open · ⏱️ 06.11.2021):
```
 git clone https://github.com/lucidrains/reformer-pytorch
```
PyPi (📥 10K / month · ⏱️ 06.11.2021):
```
 pip install reformer-pytorch
```

torchsde (🥉20 · ⭐ 970 · 💤) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (👨‍💻 5 · 🔀 100 · 📦 14 · 📋 48 - 16% open · ⏱️ 26.07.2021):
```
 git clone https://github.com/google-research/torchsde
```
PyPi (📥 920 / month · ⏱️ 20.07.2021):
```
 pip install torchsde
```
Conda (📥 8.8K · ⏱️ 12.07.2021):
```
 conda install -c conda-forge torchsde
```

Performer Pytorch (🥉20 · ⭐ 820) - An implementation of Performer, a linear attention-based.. MIT

GitHub (👨‍💻 6 · 🔀 110 · 📦 44 · 📋 75 - 44% open · ⏱️ 02.02.2022):
```
 git clone https://github.com/lucidrains/performer-pytorch
```
PyPi (📥 8K / month · 📦 4 · ⏱️ 02.02.2022):
```
 pip install performer-pytorch
```

Torch-Struct (🥉19 · ⭐ 1K) - Fast, general, and tested differentiable structured prediction.. MIT

GitHub (👨‍💻 16 · 🔀 81 · 📋 54 - 44% open · ⏱️ 30.01.2022):
```
 git clone https://github.com/harvardnlp/pytorch-struct
```
PyPi (📥 32K / month · ⏱️ 14.02.2021):
```
 pip install torch-struct
```

pytorchviz (🥉18 · ⭐ 2.2K · 💤) - A small package to create visualizations of PyTorch execution.. MIT

GitHub (👨‍💻 6 · 🔀 220 · 📦 640 · 📋 54 - 35% open · ⏱️ 15.06.2021):
```
 git clone https://github.com/szagoruyko/pytorchviz
```

Tez (🥉18 · ⭐ 1K) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2

GitHub (👨‍💻 1 · 🔀 130 · 📦 24 · 📋 32 - 50% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/abhishekkrthakur/tez
```
PyPi (📥 950 / month · 📦 2 · ⏱️ 15.04.2022):
```
 pip install tez
```

madgrad (🥉18 · ⭐ 750) - MADGRAD Optimization Method. MIT

GitHub (👨‍💻 2 · 🔀 55 · 📦 25 · ⏱️ 10.03.2022):
```
 git clone https://github.com/facebookresearch/madgrad
```
PyPi (📥 8.3K / month · ⏱️ 08.03.2022):
```
 pip install madgrad
```

Tensor Sensor (🥉18 · ⭐ 640) - The goal of this library is to generate more helpful.. MIT

GitHub (👨‍💻 4 · 🔀 33 · 📦 7 · 📋 23 - 34% open · ⏱️ 07.04.2022):
```
 git clone https://github.com/parrt/tensor-sensor
```
PyPi (📥 8.3K / month · ⏱️ 11.12.2021):
```
 pip install tensor-sensor
```

Conda (📥 210 · ⏱️ 11.12.2021):

 conda install -c conda-forge tensor-sensor

tinygrad (🥉17 · ⭐ 6K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 58 · 🔀 600 · 📦 2 · 📋 110 - 19% open · ⏱️ 05.04.2022):
```
 git clone https://github.com/geohot/tinygrad
```

Pywick (🥉16 · ⭐ 370) - High-level batteries-included neural network training library for.. MIT

GitHub (👨‍💻 4 · 🔀 38 · 📦 6 · 📋 14 - 14% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/achaiah/pywick
```
PyPi (📥 30 / month · ⏱️ 22.10.2021):
```
 pip install pywick
```

Show 7 hidden projects...

pretrainedmodels (🥇32 · ⭐ 8.5K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
Poutyne (🥉22 · ⭐ 520) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
AdaBound (🥉20 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
Antialiased CNNs (🥉20 · ⭐ 1.5K · 💤) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
Lambda Networks (🥉17 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
micrograd (🥉15 · ⭐ 2K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
TorchDrift (🥉13 · ⭐ 210 · 💤) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 2.1K) - Collection of database clients for python.

Others

scipy (🥇49 · ⭐ 9.5K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.1K · 📥 340K · 📦 500K · 📋 8.5K - 21% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 42M / month · 📦 57K · ⏱️ 05.02.2022):
```
 pip install scipy
```
Conda (📥 22M · ⏱️ 09.02.2022):
```
 conda install -c conda-forge scipy
```

SymPy (🥇44 · ⭐ 9.1K · 📉) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.1K · 🔀 3.6K · 📥 450K · 📦 42K · 📋 12K - 35% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 1.8M / month · 📦 4.1K · ⏱️ 20.03.2022):
```
 pip install sympy
```
Conda (📥 2M · ⏱️ 20.03.2022):
```
 conda install -c conda-forge sympy
```

Streamlit (🥇38 · ⭐ 19K) - Streamlit The fastest way to build data apps in Python. Apache-2

GitHub (👨‍💻 140 · 🔀 1.7K · 📦 280 · 📋 2.4K - 24% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 1M / month · 📦 360 · ⏱️ 29.03.2022):
```
 pip install streamlit
```

Gradio (🥇35 · ⭐ 6.1K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 72 · 🔀 400 · 📦 720 · 📋 570 - 21% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 110K / month · 📦 18 · ⏱️ 28.04.2022):
```
 pip install gradio
```

PyOD (🥇35 · ⭐ 5.5K · 📈) - A Comprehensive and Scalable Python Library for Outlier Detection.. BSD-2

GitHub (👨‍💻 38 · 🔀 1.1K · 📦 1.3K · 📋 250 - 49% open · ⏱️ 23.04.2022):
```
 git clone https://github.com/yzhao062/pyod
```
PyPi (📥 480K / month · 📦 32 · ⏱️ 23.04.2022):
```
 pip install pyod
```
Conda (📥 19K · ⏱️ 24.04.2022):
```
 conda install -c conda-forge pyod
```

DeepChem (🥇34 · ⭐ 3.6K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 190 · 🔀 1.3K · 📦 84 · 📋 1.5K - 31% open · ⏱️ 22.04.2022):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 10K / month · 📦 4 · ⏱️ 22.04.2022):
```
 pip install deepchem
```
Conda (📥 9.3K · ⏱️ 19.01.2022):
```
 conda install -c conda-forge deepchem
```

PaddleHub (🥈33 · ⭐ 7.9K) - Awesome pre-trained models toolkit based on.. Apache-2

GitHub (👨‍💻 61 · 🔀 1.6K · 📥 560 · 📦 760 · 📋 1K - 39% open · ⏱️ 15.04.2022):
```
 git clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 28.12.2021):
```
 pip install paddlehub
```

Datasette (🥈33 · ⭐ 6K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 63 · 🔀 410 · 📥 36 · 📦 650 · 📋 1.3K - 26% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 260K / month · 📦 150 · ⏱️ 23.03.2022):
```
 pip install datasette
```

Conda (📥 3.5K · ⏱️ 24.03.2022):

 conda install -c conda-forge datasette

carla (🥈32 · ⭐ 7.6K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 140 · 🔀 2.3K · 📦 160 · 📋 3.8K - 16% open · ⏱️ 19.11.2021):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 9K / month · 📦 3 · ⏱️ 17.11.2021):
```
 pip install carla
```

Autograd (🥈32 · ⭐ 5.8K) - Efficiently computes derivatives of numpy code. MIT

GitHub (👨‍💻 51 · 🔀 820 · 📦 3.3K · 📋 390 - 42% open · ⏱️ 08.04.2022):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 1.2M / month · 📦 280 · ⏱️ 08.04.2022):
```
 pip install autograd
```
Conda (📥 210K · ⏱️ 25.07.2019):
```
 conda install -c conda-forge autograd
```

datalad (🥈32 · ⭐ 310) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 46 · 🔀 89 · 📋 3.5K - 13% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/datalad/datalad
```
PyPi (📥 6.8K / month · 📦 52 · ⏱️ 21.04.2022):
```
 pip install datalad
```
Conda (📥 200K · ⏱️ 19.04.2022):
```
 conda install -c conda-forge datalad
```

Pythran (🥈31 · ⭐ 1.7K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 65 · 🔀 170 · 📦 130 · 📋 760 - 14% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 280K / month · 📦 14 · ⏱️ 14.12.2021):
```
 pip install pythran
```
Conda (📥 220K · ⏱️ 10.04.2022):
```
 conda install -c conda-forge pythran
```

tensorly (🥈31 · ⭐ 1.2K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 52 · 🔀 230 · 📦 250 · 📋 190 - 25% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/tensorly/tensorly
```
PyPi (📥 5.3K / month · 📦 30 · ⏱️ 08.11.2021):
```
 pip install tensorly
```
Conda (📥 230K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge tensorly
```

pyopencl (🥈31 · ⭐ 880) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 90 · 🔀 230 · 📦 720 · 📋 310 - 22% open · ⏱️ 19.04.2022):
```
 git clone https://github.com/inducer/pyopencl
```
PyPi (📥 24K / month · 📦 190 · ⏱️ 19.04.2022):
```
 pip install pyopencl
```
Conda (📥 580K · ⏱️ 19.04.2022):
```
 conda install -c conda-forge pyopencl
```

adapter-transformers (🥈31 · ⭐ 790) - Huggingface Transformers + Adapters =. Apache-2 huggingface

GitHub (👨‍💻 1.2K · 🔀 120 · 📦 72 · 📋 170 - 26% open · ⏱️ 26.04.2022):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 61K / month · 📦 5 · ⏱️ 23.03.2022):
```
 pip install adapter-transformers
```

River (🥈30 · ⭐ 3.3K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 76 · 🔀 370 · 📦 110 · 📋 360 - 3% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/online-ml/river
```
PyPi (📥 6.2K / month · 📦 6 · ⏱️ 04.02.2022):
```
 pip install river
```
Conda (📥 7.5K · ⏱️ 09.12.2021):
```
 conda install -c conda-forge river
```

hdbscan (🥈30 · ⭐ 2.2K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 77 · 🔀 400 · 📦 1.3K · 📋 420 - 63% open · ⏱️ 28.03.2022):
```
 git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 370K / month · 📦 150 · ⏱️ 08.02.2022):
```
 pip install hdbscan
```
Conda (📥 1.1M · ⏱️ 11.02.2022):
```
 conda install -c conda-forge hdbscan
```

PennyLane (🥈30 · ⭐ 1.2K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2

GitHub (👨‍💻 95 · 🔀 360 · 📥 60 · 📋 670 - 24% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 16K / month · 📦 32 · ⏱️ 25.04.2022):
```
 pip install pennylane
```

Conda (📥 770 · ⏱️ 02.04.2022):

 conda install -c conda-forge pennylane

agate (🥈30 · ⭐ 1.1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 49 · 🔀 140 · 📦 880 · 📋 680 - 7% open · ⏱️ 15.07.2021):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 1.8M / month · 📦 130 · ⏱️ 15.07.2021):
```
 pip install agate
```
Conda (📥 81K · ⏱️ 16.07.2021):
```
 conda install -c conda-forge agate
```

kmodes (🥈30 · ⭐ 1K) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 21 · 🔀 370 · 📦 1.1K · 📋 140 - 9% open · ⏱️ 14.04.2022):
```
 git clone https://github.com/nicodv/kmodes
```
PyPi (📥 330K / month · 📦 26 · ⏱️ 14.04.2022):
```
 pip install kmodes
```
Conda (📥 7.8K · ⏱️ 15.04.2022):
```
 conda install -c conda-forge kmodes
```

causalml (🥈29 · ⭐ 3K) - Uplift modeling and causal inference with machine learning algorithms. Apache-2

GitHub (👨‍💻 39 · 🔀 470 · 📦 44 · 📋 250 - 17% open · ⏱️ 12.04.2022):
```
 git clone https://github.com/uber/causalml
```
PyPi (📥 46K / month · 📦 1 · ⏱️ 14.03.2022):
```
 pip install causalml
```

TabPy (🥈29 · ⭐ 1.2K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 46 · 🔀 460 · 📦 86 · 📋 290 - 3% open · ⏱️ 31.03.2022):
```
 git clone https://github.com/tableau/TabPy
```
PyPi (📥 19K / month · 📦 2 · ⏱️ 20.01.2022):
```
 pip install tabpy
```

Conda (📥 2.6K · ⏱️ 05.03.2022):

 conda install -c anaconda tabpy-client

pyjanitor (🥈28 · ⭐ 900) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT

GitHub (👨‍💻 96 · 🔀 140 · 📦 170 · 📋 460 - 22% open · ⏱️ 17.04.2022):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 18K / month · 📦 10 · ⏱️ 21.11.2021):
```
 pip install pyjanitor
```

Conda (📥 120K · ⏱️ 22.11.2021):

 conda install -c conda-forge pyjanitor

Trax (🥉27 · ⭐ 6.9K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 77 · 🔀 700 · 📦 51 · 📋 210 - 41% open · ⏱️ 24.04.2022):
```
 git clone https://github.com/google/trax
```
PyPi (📥 4.3K / month · ⏱️ 26.10.2021):
```
 pip install trax
```

Mars (🥉27 · ⭐ 2.4K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2

GitHub (👨‍💻 44 · 🔀 300 · 📋 1.1K - 16% open · ⏱️ 28.04.2022):
```
 git clone https://github.com/mars-project/mars
```
PyPi (📥 4.3K / month · 📦 1 · ⏱️ 09.04.2022):
```
 pip install pymars
```

alibi-detect (🥉27 · ⭐ 1.3K) - Algorithms for outlier, adversarial and drift detection. Apache-2

GitHub (👨‍💻 15 · 🔀 140 · 📦 84 · 📋 230 - 33% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/SeldonIO/alibi-detect
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 01.04.2022):
```
 pip install alibi-detect
```

pycm (🥉27 · ⭐ 1.2K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 17 · 🔀 110 · 📦 140 · 📋 180 - 6% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 34K / month · 📦 13 · ⏱️ 27.04.2022):
```
 pip install pycm
```

metric-learn (🥉26 · ⭐ 1.2K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 22 · 🔀 220 · 📦 200 · 📋 170 - 30% open · ⏱️ 11.03.2022):
```
 git clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 11K / month · 📦 11 · ⏱️ 02.07.2020):
```
 pip install metric-learn
```

Conda (📥 5.5K · ⏱️ 02.07.2020):

 conda install -c conda-forge metric-learn

avalanche (🥉26 · ⭐ 880) - Avalanche: an End-to-End Library for Continual Learning based on PyTorch. MIT

GitHub (👨‍💻 55 · 🔀 140 · 📦 8 · 📋 500 - 14% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 510 / month · ⏱️ 16.12.2021):
```
 pip install avalanche-lib
```

AugLy (🥉25 · ⭐ 4.4K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 20 · 🔀 240 · 📦 29 · 📋 65 - 20% open · ⏱️ 27.04.2022):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 2K / month · 📦 3 · ⏱️ 28.03.2022):
```
 pip install augly
```

creyesp / best-of-ml-python

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

About

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