π A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 890 awesome open-source projects with a total of 3.2M stars grouped into 33 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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Contents
- Machine Learning Frameworks 55 projects
- Data Visualization 50 projects
- Text Data & NLP 90 projects
- Image Data 56 projects
- Graph Data 32 projects
- Audio Data 27 projects
- Geospatial Data 21 projects
- Financial Data 23 projects
- Time Series Data 23 projects
- Medical Data 19 projects
- Tabular Data 3 projects
- Optical Character Recognition 11 projects
- Data Containers & Structures 29 projects
- Data Loading & Extraction 1 projects
- Web Scraping & Crawling 1 projects
- Data Pipelines & Streaming 42 projects
- Distributed Machine Learning 29 projects
- Hyperparameter Optimization & AutoML 47 projects
- Reinforcement Learning 21 projects
- Recommender Systems 15 projects
- Privacy Machine Learning 6 projects
- Workflow & Experiment Tracking 36 projects
- Model Serialization & Deployment 14 projects
- Model Interpretability 50 projects
- Vector Similarity Search (ANN) 12 projects
- Probabilistics & Statistics 23 projects
- Adversarial Robustness 9 projects
- GPU Utilities 18 projects
- Tensorflow Utilities 15 projects
- Sklearn Utilities 17 projects
- Pytorch Utilities 31 projects
- Database Clients 1 projects
- Others 57 projects
Explanation
- π₯π₯π₯ Combined project-quality score
- βοΈ Star count from GitHub
- π£ New project (less than 6 months old)
- π€ Inactive project (6 months no activity)
- π Dead project (12 months no activity)
- ππ Project is trending up or down
- β Project was recently added
- βοΈ Warning (e.g. missing/risky license)
- π¨βπ» Contributors count from GitHub
- π Fork count from GitHub
- π Issue count from GitHub
- β±οΈ Last update timestamp on package manager
- π₯ Download count from package manager
- π¦ 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
Machine Learning Frameworks
General-purpose machine learning and deep learning frameworks.
XGBoost (π₯38 Β· β 22K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
-
GitHub (π¨βπ» 540 Β· π 8.2K Β· π₯ 3.5K Β· π¦ 25K Β· π 4.3K - 7% open Β· β±οΈ 09.12.2021):
git clone https://github.com/dmlc/xgboost
-
PyPi (π₯ 4.8M / month Β· π¦ 1.6K Β· β±οΈ 24.11.2021):
pip install xgboost
-
Conda (π₯ 2.1M Β· β±οΈ 20.11.2021):
conda install -c conda-forge xgboost
Tensorflow (π₯37 Β· β 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2
-
GitHub (π¨βπ» 880 Β· π 86K):
git clone https://github.com/tensorflow/tensorflow
-
PyPi (π₯ 7.2M / month Β· π¦ 23K Β· β±οΈ 04.11.2021):
pip install tensorflow
-
Conda (π₯ 2.9M Β· β±οΈ 08.12.2021):
conda install -c conda-forge tensorflow
-
Docker Hub (π₯ 62M Β· β 2K Β· β±οΈ 09.12.2021):
docker pull tensorflow/tensorflow
scikit-learn (π₯37 Β· β 48K) - scikit-learn: machine learning in Python. BSD-3
-
GitHub (π¨βπ» 2.4K Β· π 22K Β· π₯ 760 Β· π¦ 290K Β· π 9.8K - 25% open Β· β±οΈ 09.12.2021):
git clone https://github.com/scikit-learn/scikit-learn
-
PyPi (π₯ 13M / month Β· π¦ 38K Β· β±οΈ 25.10.2021):
pip install scikit-learn
-
Conda (π₯ 11M Β· β±οΈ 13.11.2021):
conda install -c conda-forge scikit-learn
LightGBM (π₯36 Β· β 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
-
GitHub (π¨βπ» 250 Β· π 3.4K Β· π₯ 130K Β· π¦ 10K Β· π 2.5K - 6% open Β· β±οΈ 07.12.2021):
git clone https://github.com/microsoft/LightGBM
-
PyPi (π₯ 5.9M / month Β· π¦ 560 Β· β±οΈ 27.10.2021):
pip install lightgbm
-
Conda (π₯ 830K Β· β±οΈ 20.11.2021):
conda install -c conda-forge lightgbm
pytorch-lightning (π₯35 Β· β 17K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
-
GitHub (π¨βπ» 580 Β· π 2K Β· π₯ 4.8K Β· π¦ 5.9K Β· π 4.4K - 10% open Β· β±οΈ 09.12.2021):
git clone https://github.com/PyTorchLightning/pytorch-lightning
-
PyPi (π₯ 460K / month Β· π¦ 14 Β· β±οΈ 07.12.2021):
pip install pytorch-lightning
-
Conda (π₯ 380K Β· β±οΈ 08.12.2021):
conda install -c conda-forge pytorch-lightning
Theano (π₯35 Β· β 9.5K) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
StatsModels (π₯33 Β· β 6.9K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
-
GitHub (π¨βπ» 350 Β· π 2.4K Β· π₯ 26 Β· π¦ 54K Β· π 4.7K - 47% open Β· β±οΈ 07.12.2021):
git clone https://github.com/statsmodels/statsmodels
-
PyPi (π₯ 3.9M / month Β· π¦ 6.7K Β· β±οΈ 12.11.2021):
pip install statsmodels
-
Conda (π₯ 5.4M Β· β±οΈ 13.11.2021):
conda install -c conda-forge statsmodels
Thinc (π₯33 Β· β 2.4K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
MXNet (π₯32 Β· β 20K Β· π) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
PaddlePaddle (π₯31 Β· β 17K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
jax (π₯31 Β· β 15K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
Catboost (π₯31 Β· β 6.3K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
Jina (π₯29 Β· β 12K) - Cloud-native neural search framework for kind of data. Apache-2
-
GitHub (π¨βπ» 130 Β· π 1.7K Β· π¦ 180 Β· π 1.2K - 5% open Β· β±οΈ 09.12.2021):
git clone https://github.com/jina-ai/jina
-
PyPi (π₯ 7.3K / month Β· β±οΈ 09.12.2021):
pip install jina
-
Docker Hub (π₯ 990K Β· β 6 Β· β±οΈ 09.12.2021):
docker pull jinaai/jina
Vowpal Wabbit (π₯29 Β· β 7.8K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
tensorpack (π₯29 Β· β 6.1K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
einops (π₯29 Β· β 4K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and others). MIT
Ignite (π₯28 Β· β 3.8K) - High-level library to help with training and evaluating neural.. BSD-3
Flax (π₯27 Β· β 2.4K) - Flax is a neural network library for JAX that is designed for.. Apache-2
jax
Turi Create (π₯26 Β· β 11K) - Turi Create simplifies the development of custom machine learning.. BSD-3
ktrain (π₯26 Β· β 920) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
Neural Network Libraries (π₯25 Β· β 2.5K) - Neural Network Libraries. Apache-2
tensorflow-upstream (π₯24 Β· β 570) - TensorFlow ROCm port. Apache-2
SHOGUN (π₯22 Β· β 2.9K Β· π€) - Unified and efficient Machine Learning. BSD-3
-
GitHub (π¨βπ» 250 Β· π 1K Β· π 1.5K - 28% open Β· β±οΈ 08.12.2020):
git clone https://github.com/shogun-toolbox/shogun
-
Conda (π₯ 110K Β· β±οΈ 25.06.2018):
conda install -c conda-forge shogun
-
Docker Hub (π₯ 1.5K Β· β 1 Β· β±οΈ 31.01.2019):
docker pull shogun/shogun
Neural Tangents (π₯21 Β· β 1.6K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
mace (π₯20 Β· β 4.5K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
-
GitHub (π¨βπ» 63 Β· π 770 Β· π₯ 1.4K Β· π 650 - 6% open Β· β±οΈ 06.12.2021):
git clone https://github.com/XiaoMi/mace
Haiku (π₯20 Β· β 1.5K) - JAX-based neural network library. Apache-2
-
GitHub (π¨βπ» 53 Β· π 120 Β· π¦ 260 Β· π 130 - 26% open Β· β±οΈ 02.12.2021):
git clone https://github.com/deepmind/dm-haiku
Objax (π₯20 Β· β 670) - Objax is a machine learning framework that provides an Object.. Apache-2
jax
ThunderSVM (π₯19 Β· β 1.4K Β· π€) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
Torchbearer (π₯19 Β· β 610 Β· π€) - torchbearer: A model fitting library for PyTorch. MIT
ThunderGBM (π₯16 Β· β 620 Β· π€) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
NeoML (π₯15 Β· β 660) - Machine learning framework for both deep learning and traditional.. Apache-2
-
GitHub (π¨βπ» 25 Β· π 97 Β· π 50 - 56% open Β· β±οΈ 09.12.2021):
git clone https://github.com/neoml-lib/neoml
Show 12 hidden projects...
- dlib (π₯33 Β· β 11K) - A toolkit for making real world machine learning and data analysis..
βοΈBSL-1.0
- TFlearn (π₯28 Β· β 9.6K Β· π) - Deep learning library featuring a higher-level API for TensorFlow.
MIT
- CNTK (π₯25 Β· β 17K Β· π) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit.
MIT
- NuPIC (π₯24 Β· β 6.3K Β· π) - Numenta Platform for Intelligent Computing is an implementation..
βοΈAGPL-3.0
- Lasagne (π₯24 Β· β 3.8K Β· π) - Lightweight library to build and train neural networks in Theano.
MIT
- xLearn (π₯24 Β· β 3K Β· π) - High performance, easy-to-use, and scalable machine learning (ML)..
Apache-2
- NeuPy (π₯22 Β· β 700 Β· π) - NeuPy is a Tensorflow based python library for prototyping and building..
MIT
- MindsDB (π₯20 Β· β 4.2K) - Predictive AI layer for existing databases.
βοΈGPL-3.0
- neon (π₯19 Β· β 3.9K Β· π) - Intel Nervana reference deep learning framework committed to best..
Apache-2
- chefboost (π₯19 Β· β 290) - A Lightweight Decision Tree Framework supporting regular algorithms:..
MIT
- elegy (π₯18 Β· β 300) - A High Level API for Deep Learning in JAX.
MIT
jax
- StarSpace (π₯13 Β· β 3.7K Β· π) - Learning embeddings for classification, retrieval and ranking.
MIT
Data Visualization
General-purpose and task-specific data visualization libraries.
Seaborn (π₯38 Β· β 9K) - Statistical data visualization in Python. BSD-3
-
GitHub (π¨βπ» 160 Β· π 1.5K Β· π₯ 210 Β· π¦ 130K Β· π 1.9K - 5% open Β· β±οΈ 27.11.2021):
git clone https://github.com/mwaskom/seaborn
-
PyPi (π₯ 4M / month Β· π¦ 13K Β· β±οΈ 16.08.2021):
pip install seaborn
-
Conda (π₯ 3.2M Β· β±οΈ 16.08.2021):
conda install -c conda-forge seaborn
Matplotlib (π₯37 Β· β 15K) - matplotlib: plotting with Python. Python-2.0
-
GitHub (π¨βπ» 1.3K Β· π 6.2K Β· π¦ 470K Β· π 8.4K - 20% open Β· β±οΈ 08.12.2021):
git clone https://github.com/matplotlib/matplotlib
-
PyPi (π₯ 14M / month Β· π¦ 79K Β· β±οΈ 16.11.2021):
pip install matplotlib
-
Conda (π₯ 11M Β· β±οΈ 19.11.2021):
conda install -c conda-forge matplotlib
Plotly (π₯36 Β· β 11K) - The interactive graphing library for Python (includes Plotly Express). MIT
-
GitHub (π¨βπ» 190 Β· π 2K Β· π¦ 5 Β· π 2.2K - 46% open Β· β±οΈ 04.12.2021):
git clone https://github.com/plotly/plotly.py
-
PyPi (π₯ 4.7M / month Β· π¦ 5K Β· β±οΈ 15.11.2021):
pip install plotly
-
Conda (π₯ 2.1M Β· β±οΈ 15.11.2021):
conda install -c conda-forge plotly
-
NPM (π₯ 57K / month Β· π¦ 4 Β· β±οΈ 12.01.2021):
npm install plotlywidget
pandas-profiling (π₯33 Β· β 8.3K) - Create HTML profiling reports from pandas DataFrame.. MIT
-
GitHub (π¨βπ» 83 Β· π 1.2K Β· π¦ 6K Β· π 530 - 17% open Β· β±οΈ 06.12.2021):
git clone https://github.com/pandas-profiling/pandas-profiling
-
PyPi (π₯ 1.6M / month Β· π¦ 160 Β· β±οΈ 27.09.2021):
pip install pandas-profiling
-
Conda (π₯ 180K Β· β±οΈ 28.09.2021):
conda install -c conda-forge pandas-profiling
dash (π₯32 Β· β 16K Β· π) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT
PyQtGraph (π₯29 Β· β 2.6K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
HoloViews (π₯29 Β· β 2.1K) - With Holoviews, your data visualizes itself. BSD-3
-
GitHub (π¨βπ» 120 Β· π 330 Β· π 2.7K - 29% open Β· β±οΈ 08.12.2021):
git clone https://github.com/holoviz/holoviews
-
PyPi (π₯ 120K / month Β· π¦ 170 Β· β±οΈ 17.09.2021):
pip install holoviews
-
Conda (π₯ 610K Β· β±οΈ 17.09.2021):
conda install -c conda-forge holoviews
-
NPM (π₯ 3.4K / month Β· β±οΈ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
bqplot (π₯28 Β· β 3.2K) - Plotting library for IPython/Jupyter notebooks. Apache-2
-
GitHub (π¨βπ» 55 Β· π 440 Β· π¦ 28 Β· π 570 - 38% open Β· β±οΈ 02.12.2021):
git clone https://github.com/bqplot/bqplot
-
PyPi (π₯ 34K / month Β· π¦ 110 Β· β±οΈ 01.10.2021):
pip install bqplot
-
Conda (π₯ 900K Β· β±οΈ 01.10.2021):
conda install -c conda-forge bqplot
-
NPM (π₯ 24K / month Β· π¦ 10 Β· β±οΈ 01.10.2021):
npm install bqplot
missingno (π₯28 Β· β 3K) - Missing data visualization module for Python. MIT
-
GitHub (π¨βπ» 17 Β· π 380 Β· π¦ 5.6K Β· π 110 - 9% open Β· β±οΈ 04.07.2021):
git clone https://github.com/ResidentMario/missingno
-
PyPi (π₯ 370K / month Β· π¦ 150 Β· β±οΈ 04.07.2021):
pip install missingno
-
Conda (π₯ 140K Β· β±οΈ 15.02.2020):
conda install -c conda-forge missingno
datashader (π₯28 Β· β 2.7K) - Quickly and accurately render even the largest data. BSD-3
-
GitHub (π¨βπ» 45 Β· π 330 Β· π¦ 890 Β· π 480 - 26% open Β· β±οΈ 29.11.2021):
git clone https://github.com/holoviz/datashader
-
PyPi (π₯ 29K / month Β· π¦ 70 Β· β±οΈ 09.06.2021):
pip install datashader
-
Conda (π₯ 250K Β· β±οΈ 10.06.2021):
conda install -c conda-forge datashader
data-validation (π₯28 Β· β 590) - Library for exploring and validating machine learning.. Apache-2
Perspective (π₯27 Β· β 4K) - A data visualization and analytics component, especially.. Apache-2
-
GitHub (π¨βπ» 65 Β· π 420 Β· π¦ 220 Β· π 480 - 14% open Β· β±οΈ 09.12.2021):
git clone https://github.com/finos/perspective
-
PyPi (π₯ 1.5K / month Β· π¦ 8 Β· β±οΈ 06.12.2021):
pip install perspective-python
-
NPM (π₯ 2K / month Β· β±οΈ 06.12.2021):
npm install @finos/perspective-jupyterlab
PyVista (π₯27 Β· β 1K) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT
-
GitHub (π¨βπ» 64 Β· π 200 Β· π₯ 380 Β· π¦ 540 Β· π 640 - 27% open Β· β±οΈ 08.12.2021):
git clone https://github.com/pyvista/pyvista
-
PyPi (π₯ 18K / month Β· π¦ 26 Β· β±οΈ 11.09.2021):
pip install pyvista
-
Conda (π₯ 130K Β· β±οΈ 12.09.2021):
conda install -c conda-forge pyvista
Facets Overview (π₯26 Β· β 6.7K Β· π€) - Visualizations for machine learning datasets. Apache-2
VisPy (π₯26 Β· β 2.8K) - High-performance interactive 2D/3D data visualization library. BSD-3
-
GitHub (π¨βπ» 170 Β· π 580 Β· π¦ 640 Β· π 1.3K - 22% open Β· β±οΈ 07.12.2021):
git clone https://github.com/vispy/vispy
-
PyPi (π₯ 19K / month Β· π¦ 120 Β· β±οΈ 24.11.2021):
pip install vispy
-
Conda (π₯ 200K Β· β±οΈ 24.11.2021):
conda install -c conda-forge vispy
-
NPM (π₯ 12 / month Β· β±οΈ 15.03.2020):
npm install vispy
hvPlot (π₯26 Β· β 480) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
D-Tale (π₯25 Β· β 2.8K) - Visualizer for pandas data structures. βοΈLGPL-2.1
pythreejs (π₯25 Β· β 770 Β· π) - A Jupyter - Three.js bridge. BSD-3
-
GitHub (π¨βπ» 29 Β· π 160 Β· π¦ 19 Β· π 210 - 31% open Β· β±οΈ 06.12.2021):
git clone https://github.com/jupyter-widgets/pythreejs
-
PyPi (π₯ 21K / month Β· π¦ 26 Β· β±οΈ 26.02.2021):
pip install pythreejs
-
Conda (π₯ 350K Β· β±οΈ 02.03.2021):
conda install -c conda-forge pythreejs
-
NPM (π₯ 6.1K / month Β· π¦ 8 Β· β±οΈ 26.02.2021):
npm install jupyter-threejs
Chartify (π₯23 Β· β 3K Β· π€) - Python library that makes it easy for data scientists to create.. Apache-2
HyperTools (π₯23 Β· β 1.7K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
python-ternary (π₯23 Β· β 500) - Ternary plotting library for python with matplotlib. MIT
-
GitHub (π¨βπ» 27 Β· π 130 Β· π₯ 17 Β· π¦ 76 Β· π 120 - 21% open Β· β±οΈ 21.10.2021):
git clone https://github.com/marcharper/python-ternary
-
PyPi (π₯ 10K / month Β· π¦ 20 Β· β±οΈ 17.02.2021):
pip install python-ternary
-
Conda (π₯ 60K Β· β±οΈ 17.02.2021):
conda install -c conda-forge python-ternary
Pandas-Bokeh (π₯22 Β· β 730 Β· π€) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
AutoViz (π₯22 Β· β 560) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
Sweetviz (π₯21 Β· β 1.8K) - Visualize and compare datasets, target values and associations, with one.. MIT
Show 10 hidden projects...
- cartopy (π₯28 Β· β 970) - Cartopy - a cartographic python library with matplotlib support.
βοΈLGPL-3.0
- plotnine (π₯27 Β· β 2.9K) - A grammar of graphics for Python.
βοΈGPL-2.0
- Multicore-TSNE (π₯23 Β· β 1.7K Β· π) - Parallel t-SNE implementation with Python and Torch..
BSD-3
- pivottablejs (π₯21 Β· β 450 Β· π) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..
MIT
- ivis (π₯19 Β· β 250) - Dimensionality reduction in very large datasets using Siamese..
Apache-2
- animatplot (π₯18 Β· β 390 Β· π) - A python package for animating plots build on matplotlib.
MIT
- nx-altair (π₯17 Β· β 180 Β· π) - Draw interactive NetworkX graphs with Altair.
MIT
- pdvega (π₯16 Β· β 340 Β· π) - Interactive plotting for Pandas using Vega-Lite.
MIT
- data-describe (π₯15 Β· β 290) - datadescribe: Pythonic EDA Accelerator for Data Science.
Apache-2
- nptsne (π₯14 Β· β 27 Β· π€) - 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 (π₯38 Β· β 55K) - Transformers: State-of-the-art Machine Learning for.. Apache-2
-
GitHub (π¨βπ» 1.1K Β· π 13K Β· π₯ 1.4K Β· π¦ 20K Β· π 8.4K - 4% open Β· β±οΈ 09.12.2021):
git clone https://github.com/huggingface/transformers
-
PyPi (π₯ 1.8M / month Β· π¦ 130 Β· β±οΈ 17.11.2021):
pip install transformers
-
Conda (π₯ 86K Β· β±οΈ 17.11.2021):
conda install -c conda-forge transformers
spaCy (π₯37 Β· β 22K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
-
GitHub (π¨βπ» 640 Β· π 3.6K Β· π₯ 3.1K Β· π¦ 33K Β· π 5K - 1% open Β· β±οΈ 07.12.2021):
git clone https://github.com/explosion/spaCy
-
PyPi (π₯ 1.8M / month Β· π¦ 3.1K Β· β±οΈ 07.12.2021):
pip install spacy
-
Conda (π₯ 2.5M Β· β±οΈ 08.11.2021):
conda install -c conda-forge spacy
gensim (π₯36 Β· β 13K) - Topic Modelling for Humans. βοΈLGPL-2.1
-
GitHub (π¨βπ» 420 Β· π 4.1K Β· π₯ 3.5K Β· π¦ 29K Β· π 1.7K - 21% open Β· β±οΈ 05.12.2021):
git clone https://github.com/RaRe-Technologies/gensim
-
PyPi (π₯ 5.4M / month Β· π¦ 4.7K Β· β±οΈ 17.09.2021):
pip install gensim
-
Conda (π₯ 750K Β· β±οΈ 09.11.2021):
conda install -c conda-forge gensim
nltk (π₯35 Β· β 10K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
ChatterBot (π₯31 Β· β 12K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3
flair (π₯31 Β· β 11K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
TextBlob (π₯31 Β· β 8K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
-
GitHub (π¨βπ» 35 Β· π 1K Β· π₯ 97 Β· π¦ 16K Β· π 250 - 38% open Β· β±οΈ 22.10.2021):
git clone https://github.com/sloria/TextBlob
-
PyPi (π₯ 430K / month Β· π¦ 2.5K Β· β±οΈ 22.10.2021):
pip install textblob
-
Conda (π₯ 150K Β· β±οΈ 24.02.2019):
conda install -c conda-forge textblob
sentence-transformers (π₯30 Β· β 6.6K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
sentencepiece (π₯30 Β· β 5.5K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
-
GitHub (π¨βπ» 57 Β· π 730 Β· π₯ 18K Β· π¦ 11K Β· π 490 - 9% open Β· β±οΈ 02.07.2021):
git clone https://github.com/google/sentencepiece
-
PyPi (π₯ 1.7M / month Β· π¦ 240 Β· β±οΈ 18.06.2021):
pip install sentencepiece
-
Conda (π₯ 130K Β· β±οΈ 05.11.2021):
conda install -c conda-forge sentencepiece
ParlAI (π₯29 Β· β 8.5K) - A framework for training and evaluating AI models on a variety of.. MIT
TensorFlow Text (π₯29 Β· β 850) - Making text a first-class citizen in TensorFlow. Apache-2
snowballstemmer (π₯29 Β· β 530) - Snowball compiler and stemming algorithms. BSD-3
-
GitHub (π¨βπ» 28 Β· π 150 Β· π¦ 4 Β· π 69 - 36% open Β· β±οΈ 16.11.2021):
git clone https://github.com/snowballstem/snowball
-
PyPi (π₯ 2.9M / month Β· π¦ 13K Β· β±οΈ 16.11.2021):
pip install snowballstemmer
-
Conda (π₯ 3.5M Β· β±οΈ 17.11.2021):
conda install -c conda-forge snowballstemmer
Rasa (π₯28 Β· β 13K) - Open source machine learning framework to automate text- and voice-.. Apache-2
Dedupe (π₯28 Β· β 3.2K) - A python library for accurate and scalable fuzzy matching, record.. MIT
ftfy (π₯28 Β· β 3.1K Β· π€) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
TextDistance (π₯28 Β· β 2.6K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
fairseq (π₯27 Β· β 15K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
DeepPavlov (π₯27 Β· β 5.5K) - An open source library for deep learning end-to-end dialog.. Apache-2
Tokenizers (π₯27 Β· β 5.1K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
GluonNLP (π₯27 Β· β 2.3K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2
jellyfish (π₯27 Β· β 1.6K) - a python library for doing approximate and phonetic matching of.. BSD-2
Sumy (π₯26 Β· β 2.7K) - Module for automatic summarization of text documents and HTML pages. Apache-2
spacy-transformers (π₯26 Β· β 1.1K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
stanza (π₯25 Β· β 5.9K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
vaderSentiment (π₯25 Β· β 3.3K Β· π€) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
haystack (π₯25 Β· β 2.9K) - Haystack is an open source NLP framework that leverages Transformer.. Apache-2
neuralcoref (π₯25 Β· β 2.4K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
-
GitHub (π¨βπ» 21 Β· π 420 Β· π₯ 290 Β· π¦ 430 Β· π 290 - 20% open Β· β±οΈ 22.06.2021):
git clone https://github.com/huggingface/neuralcoref
-
PyPi (π₯ 18K / month Β· π¦ 18 Β· β±οΈ 08.04.2019):
pip install neuralcoref
-
Conda (π₯ 10K Β· β±οΈ 21.02.2020):
conda install -c conda-forge neuralcoref
scattertext (π₯25 Β· β 1.7K) - Beautiful visualizations of how language differs among document.. Apache-2
-
GitHub (π¨βπ» 12 Β· π 230 Β· π¦ 250 Β· π 82 - 20% open Β· β±οΈ 15.11.2021):
git clone https://github.com/JasonKessler/scattertext
-
PyPi (π₯ 1.9K / month Β· π¦ 16 Β· β±οΈ 15.11.2021):
pip install scattertext
-
Conda (π₯ 59K Β· β±οΈ 15.11.2021):
conda install -c conda-forge scattertext
Ciphey (π₯24 Β· β 9.1K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
-
GitHub (π¨βπ» 46 Β· π 560 Β· π 280 - 18% open Β· β±οΈ 03.11.2021):
git clone https://github.com/Ciphey/Ciphey
-
PyPi (π₯ 8.9K / month Β· β±οΈ 06.06.2021):
pip install ciphey
-
Docker Hub (π₯ 14K Β· β 5 Β· β±οΈ 16.11.2021):
docker pull remnux/ciphey
Snips NLU (π₯24 Β· β 3.6K Β· π€) - Snips Python library to extract meaning from text. Apache-2
fastNLP (π₯24 Β· β 2.4K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2
PyTextRank (π₯24 Β· β 1.7K) - Python implementation of TextRank for phrase extraction and.. MIT
english-words (π₯23 Β· β 5.8K) - A text file containing 479k English words for all your.. Unlicense
T5 (π₯23 Β· β 3.8K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
pytorch-nlp (π₯23 Β· β 2K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
sense2vec (π₯22 Β· β 1.3K) - Contextually-keyed word vectors. MIT
-
GitHub (π¨βπ» 17 Β· π 220 Β· π₯ 23K Β· π¦ 100 Β· π 110 - 17% open Β· β±οΈ 16.08.2021):
git clone https://github.com/explosion/sense2vec
-
PyPi (π₯ 2K / month Β· π¦ 12 Β· β±οΈ 19.04.2021):
pip install sense2vec
-
Conda (π₯ 24K Β· β±οΈ 14.07.2021):
conda install -c conda-forge sense2vec
pySBD (π₯22 Β· β 390 Β· π€) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
DeepMatcher (π₯21 Β· β 3.9K) - Python package for performing Entity and Text Matching using Deep.. BSD-3
MatchZoo (π₯21 Β· β 3.6K) - Facilitating the design, comparison and sharing of deep text.. Apache-2
gpt-2-simple (π₯21 Β· β 2.8K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
Texthero (π₯21 Β· β 2.4K) - Text preprocessing, representation and visualization from zero to hero. MIT
FARM (π₯21 Β· β 1.4K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
SciSpacy (π₯21 Β· β 1.1K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
YouTokenToMe (π₯21 Β· β 780 Β· π€) - Unsupervised text tokenizer focused on computational efficiency. MIT
Kashgari (π₯20 Β· β 2.2K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2
lightseq (π₯20 Β· β 1.8K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
DELTA (π₯20 Β· β 1.5K Β· π€) - DELTA is a deep learning based natural language and speech.. Apache-2
-
GitHub (π¨βπ» 41 Β· π 290 Β· π 79 - 6% open Β· β±οΈ 17.12.2020):
git clone https://github.com/Delta-ML/delta
-
PyPi (π₯ 12 / month Β· β±οΈ 27.03.2020):
pip install delta-nlp
-
Docker Hub (π₯ 13K Β· β±οΈ 03.08.2021):
docker pull zh794390558/delta
anaGo (π₯20 Β· β 1.4K Β· π€) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
NLP Architect (π₯19 Β· β 2.8K) - A model library for exploring state-of-the-art deep learning.. Apache-2
Sockeye (π₯18 Β· β 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
OpenNRE (π₯15 Β· β 3.4K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
-
GitHub (π¨βπ» 10 Β· π 900 Β· π 340 - 6% open Β· β±οΈ 06.12.2021):
git clone https://github.com/thunlp/OpenNRE
TextBox (π₯15 Β· β 320) - TextBox is an open-source library for building text generation system. MIT
VizSeq (π₯14 Β· β 370) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
BLINK (π₯11 Β· β 770 Β· π€) - Entity Linker solution. MIT
-
GitHub (π¨βπ» 16 Β· π 140 Β· π 74 - 60% open Β· β±οΈ 02.04.2021):
git clone https://github.com/facebookresearch/BLINK
Show 22 hidden projects...
- fastText (π₯30 Β· β 23K Β· π) - Library for fast text representation and classification.
MIT
- fuzzywuzzy (π₯30 Β· β 8.6K) - Fuzzy String Matching in Python.
βοΈGPL-2.0
- langid (π₯26 Β· β 1.9K Β· π) - Stand-alone language identification system.
BSD-3
- polyglot (π₯24 Β· β 1.9K Β· π) - Multilingual text (NLP) processing toolkit.
βοΈGPL-3.0
- flashtext (π₯23 Β· β 5K Β· π) - Extract Keywords from sentence or Replace keywords in sentences.
MIT
- textgenrnn (π₯23 Β· β 4.6K Β· π) - Easily train your own text-generating neural network of any..
MIT
- stop-words (π₯22 Β· β 130 Β· π) - Get list of common stop words in various languages in Python.
BSD-3
- Texar (π₯21 Β· β 2.2K Β· π) - Toolkit for Machine Learning, Natural Language Processing, and..
Apache-2
- pyfasttext (π₯20 Β· β 230 Β· π) - Yet another Python binding for fastText.
βοΈGPL-3.0
- NeuroNER (π₯18 Β· β 1.6K Β· π) - Named-entity recognition using neural networks. Easy-to-use and..
MIT
- textpipe (π₯18 Β· β 290) - Textpipe: clean and extract metadata from text.
MIT
- fastT5 (π₯18 Β· β 230) - boost inference speed of T5 models by 5x & reduce the model size by 3x.
Apache-2
- skift (π₯18 Β· β 220 Β· π€) - scikit-learn wrappers for Python fastText.
MIT
- textaugment (π₯18 Β· β 190) - TextAugment: Text Augmentation Library.
MIT
- nboost (π₯17 Β· β 600 Β· π) - NBoost is a scalable, search-api-boosting platform for deploying..
Apache-2
- Headliner (π₯15 Β· β 230 Β· π) - Easy training and deployment of seq2seq models.
MIT
- NeuralQA (π₯15 Β· β 220 Β· π€) - NeuralQA: A Usable Library for Question Answering on Large Datasets..
MIT
- TransferNLP (π₯14 Β· β 290 Β· π) - NLP library designed for reproducible experimentation..
MIT
- ONNX-T5 (π₯14 Β· β 190 Β· π€) - Summarization, translation, sentiment-analysis, text-generation..
Apache-2
- textvec (π₯14 Β· β 180 Β· π€) - Text vectorization tool to outperform TFIDF for classification..
MIT
- numerizer (π₯14 Β· β 130 Β· π€) - A Python module to convert natural language numerics into ints and..
MIT
- spacy-dbpedia-spotlight (π₯11 Β· β 45 Β· π€) - A spaCy wrapper for DBpedia Spotlight.
MIT
spacy
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.
scikit-image (π₯34 Β· β 4.7K) - Image processing in Python. BSD-2
-
GitHub (π¨βπ» 540 Β· π 1.9K Β· π¦ 88K Β· π 2.3K - 13% open Β· β±οΈ 09.12.2021):
git clone https://github.com/scikit-image/scikit-image
-
PyPi (π₯ 3.7M / month Β· π¦ 15K Β· β±οΈ 03.12.2021):
pip install scikit-image
-
Conda (π₯ 3.1M Β· β±οΈ 01.12.2021):
conda install -c conda-forge scikit-image
imageio (π₯33 Β· β 960) - Python library for reading and writing image data. BSD-2
-
GitHub (π¨βπ» 83 Β· π 190 Β· π₯ 26 Β· π¦ 52K Β· π 400 - 17% open Β· β±οΈ 08.12.2021):
git clone https://github.com/imageio/imageio
-
PyPi (π₯ 5M / month Β· π¦ 3.8K Β· β±οΈ 08.12.2021):
pip install imageio
-
Conda (π₯ 2.4M Β· β±οΈ 09.12.2021):
conda install -c conda-forge imageio
torchvision (π₯32 Β· β 10K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
Albumentations (π₯32 Β· β 9.3K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
-
GitHub (π¨βπ» 98 Β· π 1.2K Β· π¦ 6K Β· π 560 - 42% open Β· β±οΈ 09.12.2021):
git clone https://github.com/albumentations-team/albumentations
-
PyPi (π₯ 120K / month Β· π¦ 130 Β· β±οΈ 04.10.2021):
pip install albumentations
-
Conda (π₯ 29K Β· β±οΈ 15.07.2021):
conda install -c conda-forge albumentations
PyTorch Image Models (π₯30 Β· β 15K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
-
GitHub (π¨βπ» 61 Β· π 2.3K Β· π₯ 760K Β· π¦ 1.5K Β· π 430 - 13% open Β· β±οΈ 24.11.2021):
git clone https://github.com/rwightman/pytorch-image-models
opencv-python (π₯30 Β· β 2.4K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
ImageHash (π₯30 Β· β 2.2K) - A Python Perceptual Image Hashing Module. BSD-2
-
GitHub (π¨βπ» 20 Β· π 280 Β· π¦ 3.9K Β· π 100 - 12% open Β· β±οΈ 07.09.2021):
git clone https://github.com/JohannesBuchner/imagehash
-
PyPi (π₯ 590K / month Β· π¦ 530 Β· β±οΈ 15.07.2021):
pip install ImageHash
-
Conda (π₯ 160K Β· β±οΈ 15.07.2021):
conda install -c conda-forge imagehash
Face Recognition (π₯29 Β· β 42K) - The world's simplest facial recognition api for Python.. MIT
InsightFace (π₯29 Β· β 11K) - State-of-the-art 2D and 3D Face Analysis Project. MIT
imutils (π₯28 Β· β 3.9K Β· π€) - A series of convenience functions to make basic image processing.. MIT
imageai (π₯27 Β· β 6.7K Β· π€) - A python library built to empower developers to build applications.. MIT
detectron2 (π₯26 Β· β 19K) - Detectron2 is a platform for object detection, segmentation.. Apache-2
MMDetection (π₯26 Β· β 18K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
-
GitHub (π¨βπ» 280 Β· π 6.2K Β· π¦ 190 Β· π 4.9K - 7% open Β· β±οΈ 30.11.2021):
git clone https://github.com/open-mmlab/mmdetection
deepface (π₯26 Β· β 2.9K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
mtcnn (π₯26 Β· β 1.7K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT
Face Alignment (π₯25 Β· β 5.4K) - 2D and 3D Face alignment library build using pytorch. BSD-3
facenet-pytorch (π₯24 Β· β 2.5K Β· π€) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
vidgear (π₯24 Β· β 2K) - A High-performance cross-platform Video Processing Python framework.. Apache-2
PaddleSeg (π₯23 Β· β 3.3K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
Image Super-Resolution (π₯23 Β· β 3.3K) - Super-scale your images and run experiments with.. Apache-2
-
GitHub (π¨βπ» 10 Β· π 570 Β· π¦ 67 Β· π 190 - 42% open Β· β±οΈ 02.06.2021):
git clone https://github.com/idealo/image-super-resolution
-
PyPi (π₯ 2.9K / month Β· π¦ 8 Β· β±οΈ 08.01.2020):
pip install ISR
-
Docker Hub (π₯ 190 Β· β±οΈ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
layout-parser (π₯23 Β· β 2.7K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
tensorflow-graphics (π₯23 Β· β 2.6K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
CellProfiler (π₯23 Β· β 630) - An open-source application for biological image analysis. BSD-3
vit-pytorch (π₯22 Β· β 7K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
deep-daze (π₯22 Β· β 4K) - Simple command line tool for text to image generation using OpenAI's.. MIT
Torch Points 3D (π₯22 Β· β 1.6K) - Pytorch framework for doing deep learning on point clouds. BSD-3
MMF (π₯20 Β· β 4.7K) - A modular framework for vision & language multimodal research from.. BSD-3
pytorchvideo (π₯20 Β· β 2.1K) - A deep learning library for video understanding research. Apache-2
Classy Vision (π₯20 Β· β 1.4K) - An end-to-end PyTorch framework for image and video.. MIT
Norfair (π₯20 Β· β 1.1K) - Lightweight Python library for adding real-time object tracking to any.. BSD-3
Caer (π₯20 Β· β 580) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
PaddleDetection (π₯19 Β· β 5.7K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
-
GitHub (π¨βπ» 75 Β· π 1.4K Β· π¦ 6 Β· π 2.7K - 28% open Β· β±οΈ 09.12.2021):
git clone https://github.com/PaddlePaddle/PaddleDetection
image-match (π₯19 Β· β 2.7K) - Quickly search over billions of images. Apache-2
vissl (π₯19 Β· β 2.2K) - VISSL is FAIR's library of extensible, modular and scalable components.. MIT
DEβ«ΆTR (π₯16 Β· β 8K) - End-to-End Object Detection with Transformers. Apache-2
-
GitHub (π¨βπ» 24 Β· π 1.4K Β· π 400 - 32% open Β· β±οΈ 18.10.2021):
git clone https://github.com/facebookresearch/detr
PySlowFast (π₯15 Β· β 4.4K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
-
GitHub (π¨βπ» 26 Β· π 840 Β· π¦ 5 Β· π 470 - 50% open Β· β±οΈ 28.10.2021):
git clone https://github.com/facebookresearch/SlowFast
pycls (π₯15 Β· β 1.8K) - Codebase for Image Classification Research, written in PyTorch. MIT
-
GitHub (π¨βπ» 13 Β· π 200 Β· π¦ 4 Β· π 76 - 27% open Β· β±οΈ 19.08.2021):
git clone https://github.com/facebookresearch/pycls
Show 10 hidden projects...
- imgaug (π₯32 Β· β 12K Β· π) - Image augmentation for machine learning experiments.
MIT
- glfw (π₯31 Β· β 8.4K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
βοΈZlib
- chainercv (π₯25 Β· β 1.5K Β· π) - ChainerCV: a Library for Deep Learning in Computer Vision.
MIT
- segmentation_models (π₯23 Β· β 3.6K Β· π) - Segmentation models with pretrained backbones. Keras..
MIT
- Image Deduplicator (π₯22 Β· β 3.9K Β· π) - Finding duplicate images made easy!.
Apache-2
- Pillow-SIMD (π₯22 Β· β 1.7K Β· π) - The friendly PIL fork.
βοΈPIL
- PyTorch3D (π₯21 Β· β 5.5K) - PyTorch3D is FAIR's library of reusable components for..
βUnlicensed
- nude.py (π₯21 Β· β 820 Β· π) - Nudity detection with Python.
MIT
- Luminoth (π₯20 Β· β 2.4K Β· π) - Deep Learning toolkit for Computer Vision.
BSD-3
- solt (π₯17 Β· β 250 Β· π) - Streaming over lightweight data transformations.
MIT
Graph Data
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx (π₯35 Β· β 10K) - Network Analysis in Python. BSD-3
-
GitHub (π¨βπ» 560 Β· π 2.4K Β· π₯ 57 Β· π¦ 92K Β· π 2.8K - 11% open Β· β±οΈ 06.12.2021):
git clone https://github.com/networkx/networkx
-
PyPi (π₯ 9.4M / month Β· π¦ 21K Β· β±οΈ 09.09.2021):
pip install networkx
-
Conda (π₯ 5.1M Β· β±οΈ 26.10.2021):
conda install -c conda-forge networkx
PyTorch Geometric (π₯29 Β· β 13K) - Graph Neural Network Library for PyTorch. MIT
dgl (π₯29 Β· β 8.6K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
StellarGraph (π₯26 Β· β 2.2K) - StellarGraph - Machine Learning on Graphs. Apache-2
ogb (π₯25 Β· β 1.2K Β· π) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
pygraphistry (π₯22 Β· β 1.5K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
Paddle Graph Learning (π₯21 Β· β 1.2K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
AmpliGraph (π₯20 Β· β 1.7K Β· π€) - Python library for Representation Learning on Knowledge.. Apache-2
pytorch_geometric_temporal (π₯20 Β· β 1.2K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
graph4nlp (π₯20 Β· β 1.1K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2
PyKEEN (π₯20 Β· β 600) - A Python library for learning and evaluating knowledge graph embeddings. MIT
torch-cluster (π₯20 Β· β 450) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
PyTorch-BigGraph (π₯19 Β· β 3K) - Generate embeddings from large-scale graph-structured.. BSD-3
graph-nets (π₯18 Β· β 5K Β· π€) - Build Graph Nets in Tensorflow. Apache-2
OpenKE (π₯13 Β· β 2.8K Β· π€) - An Open-Source Package for Knowledge Embedding (KE). MIT
-
GitHub (π¨βπ» 10 Β· π 830 Β· π 380 - 18% open Β· β±οΈ 06.04.2021):
git clone https://github.com/thunlp/OpenKE
GraphVite (π₯11 Β· β 970 Β· π€) - GraphVite: A General and High-performance Graph Embedding.. Apache-2
Show 12 hidden projects...
- pygal (π₯27 Β· β 2.4K) - PYthon svg GrAph plotting Library.
βοΈLGPL-3.0
- igraph (π₯27 Β· β 900) - Python interface for igraph.
βοΈGPL-2.0
- Karate Club (π₯23 Β· β 1.5K) - Karate Club: An API Oriented Open-source Python Framework for..
βοΈGPL-3.0
- DeepWalk (π₯20 Β· β 2.4K Β· π) - DeepWalk - Deep Learning for Graphs.
βοΈGPL-3.0
- DIG (π₯17 Β· β 970) - A library for graph deep learning research.
βοΈGPL-3.0
- DeepGraph (π₯17 Β· β 250) - Analyze Data with Pandas-based Networks. Documentation:.
BSD-3
- GraphEmbedding (π₯16 Β· β 2.4K Β· π) - Implementation and experiments of graph embedding..
MIT
- Sematch (π₯16 Β· β 370 Β· π) - semantic similarity framework for knowledge graph.
Apache-2
- pyRDF2Vec (π₯16 Β· β 140) - Python Implementation and Extension of RDF2Vec.
MIT
- Euler (π₯14 Β· β 2.7K Β· π) - A distributed graph deep learning framework.
Apache-2
- GraphSAGE (π₯13 Β· β 2.6K Β· π) - Representation learning on large graphs using stochastic..
MIT
- OpenNE (π₯13 Β· β 1.5K Β· π) - An Open-Source Package for Network Embedding (NE).
MIT
Audio Data
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
torchaudio (π₯27 Β· β 1.5K) - Data manipulation and transformation for audio signal.. BSD-2
audioread (π₯27 Β· β 380) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
pyAudioAnalysis (π₯26 Β· β 4.3K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
python_speech_features (π₯25 Β· β 2K Β· π€) - This library provides common speech features for ASR.. MIT
python-soundfile (π₯25 Β· β 430) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
DeepSpeech (π₯23 Β· β 18K) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0
speechbrain (π₯23 Β· β 3.4K) - A PyTorch-based Speech Toolkit. Apache-2
audiomentations (π₯22 Β· β 790) - A Python library for audio data augmentation. Inspired by.. MIT
tinytag (π₯22 Β· β 490) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT
TTS (π₯18 Β· β 5.4K Β· π€) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
-
GitHub (π¨βπ» 56 Β· π 840 Β· π₯ 1.5K Β· π 520 - 2% open Β· β±οΈ 12.02.2021):
git clone https://github.com/mozilla/TTS
Show 6 hidden projects...
- SpeechRecognition (π₯29 Β· β 6K Β· π) - Speech recognition module for Python, supporting several..
BSD-3
- aubio (π₯26 Β· β 2.6K Β· π€) - a library for audio and music analysis.
βοΈGPL-3.0
- Essentia (π₯24 Β· β 2K) - C++ library for audio and music analysis, description and..
βοΈAGPL-3.0
- Dejavu (π₯20 Β· β 5.6K Β· π) - Audio fingerprinting and recognition in Python.
MIT
- Julius (π₯18 Β· β 240) - Fast PyTorch based DSP for audio and 1D signals.
MIT
- Muda (π₯17 Β· β 200 Β· π€) - A library for augmenting annotated audio data.
ISC
Geospatial Data
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (π₯34 Β· β 9.3K) - WebGL2 powered visualization framework. MIT
-
GitHub (π¨βπ» 180 Β· π 1.7K Β· π¦ 2K Β· π 2.3K - 5% open Β· β±οΈ 09.12.2021):
git clone https://github.com/visgl/deck.gl
-
PyPi (π₯ 350K / month Β· π¦ 2 Β· β±οΈ 25.10.2021):
pip install pydeck
-
Conda (π₯ 63K Β· β±οΈ 26.10.2021):
conda install -c conda-forge pydeck
-
NPM (π₯ 240K / month Β· π¦ 560 Β· β±οΈ 25.11.2021):
npm install deck.gl
GeoPandas (π₯33 Β· β 2.9K) - Python tools for geographic data. BSD-3
-
GitHub (π¨βπ» 160 Β· π 650 Β· π₯ 1.3K Β· π¦ 11K Β· π 1.2K - 32% open Β· β±οΈ 06.12.2021):
git clone https://github.com/geopandas/geopandas
-
PyPi (π₯ 1M / month Β· π¦ 1.2K Β· β±οΈ 16.10.2021):
pip install geopandas
-
Conda (π₯ 1.2M Β· β±οΈ 01.12.2021):
conda install -c conda-forge geopandas
Rasterio (π₯30 Β· β 1.6K) - Rasterio reads and writes geospatial raster datasets. BSD-3
-
GitHub (π¨βπ» 120 Β· π 460 Β· π₯ 740 Β· π¦ 4.1K Β· π 1.5K - 10% open Β· β±οΈ 01.12.2021):
git clone https://github.com/mapbox/rasterio
-
PyPi (π₯ 390K / month Β· π¦ 850 Β· β±οΈ 15.10.2021):
pip install rasterio
-
Conda (π₯ 1.3M Β· β±οΈ 03.12.2021):
conda install -c conda-forge rasterio
ipyleaflet (π₯29 Β· β 1.2K) - A Jupyter - Leaflet.js bridge. MIT
-
GitHub (π¨βπ» 71 Β· π 320 Β· π¦ 1.3K Β· π 460 - 39% open Β· β±οΈ 07.12.2021):
git clone https://github.com/jupyter-widgets/ipyleaflet
-
PyPi (π₯ 31K / month Β· π¦ 98 Β· β±οΈ 06.12.2021):
pip install ipyleaflet
-
Conda (π₯ 780K Β· β±οΈ 06.12.2021):
conda install -c conda-forge ipyleaflet
-
NPM (π₯ 44K / month Β· π¦ 2 Β· β±οΈ 06.12.2021):
npm install jupyter-leaflet
folium (π₯28 Β· β 5.5K) - Python Data. Leaflet.js Maps. MIT
-
GitHub (π¨βπ» 120 Β· π 2K Β· π¦ 13K Β· π 920 - 22% open Β· β±οΈ 30.11.2021):
git clone https://github.com/python-visualization/folium
-
PyPi (π₯ 380K / month Β· π¦ 970 Β· β±οΈ 19.11.2021):
pip install folium
-
Conda (π₯ 470K Β· β±οΈ 03.12.2021):
conda install -c conda-forge folium
pyproj (π₯28 Β· β 690 Β· π) - Python interface to PROJ (cartographic projections and coordinate.. MIT
ArcGIS API (π₯26 Β· β 1.2K) - Documentation and samples for ArcGIS API for Python. Apache-2
-
GitHub (π¨βπ» 73 Β· π 820 Β· π₯ 950 Β· π 400 - 27% open Β· β±οΈ 09.12.2021):
git clone https://github.com/Esri/arcgis-python-api
-
PyPi (π₯ 29K / month Β· π¦ 20 Β· β±οΈ 04.10.2021):
pip install arcgis
-
Docker Hub (π₯ 5.4K Β· β 33 Β· β±οΈ 05.10.2021):
docker pull esridocker/arcgis-api-python-notebook
Mapbox GL (π₯22 Β· β 590 Β· π€) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
EarthPy (π₯21 Β· β 300) - A package built to support working with spatial data using open source.. BSD-3
Show 6 hidden projects...
- Geocoder (π₯30 Β· β 1.4K Β· π) - Python Geocoder.
MIT
- gmaps (π₯22 Β· β 720 Β· π) - Google maps for Jupyter notebooks.
BSD-3
- Sentinelsat (π₯22 Β· β 700) - Search and download Copernicus Sentinel satellite images.
βοΈGPL-3.0
- geoplotlib (π₯21 Β· β 940 Β· π) - python toolbox for visualizing geographical data and making maps.
MIT
- Satpy (π₯21 Β· β 780) - Python package for earth-observing satellite data processing.
βοΈGPL-3.0
- pymap3d (π₯19 Β· β 220) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef..
BSD-2
Financial Data
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
Alpha Vantage (π₯26 Β· β 3.6K) - A python wrapper for Alpha Vantage API for financial data. MIT
Qlib (π₯22 Β· β 7.5K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT
TensorTrade (π₯22 Β· β 3.6K) - An open source reinforcement learning framework for training,.. Apache-2
Enigma Catalyst (π₯22 Β· β 2.3K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2
stockstats (π₯22 Β· β 910) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
finmarketpy (π₯20 Β· β 2.8K) - Python library for backtesting trading strategies & analyzing.. Apache-2
Crypto Signals (π₯19 Β· β 3.7K) - Github.com/CryptoSignal - #1 Quant Trading & Technical Analysis.. MIT
-
GitHub (π¨βπ» 28 Β· π 990 Β· π 250 - 21% open Β· β±οΈ 28.06.2021):
git clone https://github.com/CryptoSignal/crypto-signal
-
Docker Hub (π₯ 140K Β· β 7 Β· β±οΈ 03.09.2020):
docker pull shadowreaver/crypto-signal
tf-quant-finance (π₯19 Β· β 2.9K) - High-performance TensorFlow library for quantitative.. Apache-2
Show 10 hidden projects...
- zipline (π₯30 Β· β 15K Β· π) - Zipline, a Pythonic Algorithmic Trading Library.
Apache-2
- backtrader (π₯26 Β· β 7.8K) - Python Backtesting library for trading strategies.
βοΈGPL-3.0
- pyfolio (π₯26 Β· β 4.2K Β· π) - Portfolio and risk analytics in Python.
Apache-2
- Alphalens (π₯25 Β· β 2.1K Β· π) - Performance analysis of predictive (alpha) stock factors.
Apache-2
- empyrical (π₯25 Β· β 870 Β· π) - Common financial risk and performance metrics. Used by zipline..
Apache-2
- arch (π₯24 Β· β 840) - ARCH models in Python.
βοΈNCSA
- PyAlgoTrade (π₯23 Β· β 3.6K Β· π) - Python Algorithmic Trading Library.
Apache-2
- FinTA (π₯22 Β· β 1.4K) - Common financial technical indicators implemented in Pandas.
βοΈLGPL-3.0
- Backtesting.py (π₯18 Β· β 1.9K) - Backtest trading strategies in Python.
βοΈAGPL-3.0
- surpriver (π₯12 Β· β 1.4K Β· π) - Find big moving stocks before they move using machine..
βοΈGPL-3.0
Time Series Data
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
pmdarima (π₯28 Β· β 1.1K) - A statistical library designed to fill the void in Python's time series.. MIT
Prophet (π₯26 Β· β 14K) - Tool for producing high quality forecasts for time series data that has.. MIT
Darts (π₯24 Β· β 3.2K) - A python library for easy manipulation and forecasting of time series. Apache-2
-
GitHub (π¨βπ» 41 Β· π 280 Β· π¦ 22 Β· π 280 - 36% open Β· β±οΈ 09.12.2021):
git clone https://github.com/unit8co/darts
-
PyPi (π₯ 2.2K / month Β· β±οΈ 28.11.2021):
pip install u8darts
-
Docker Hub (π₯ 200 Β· β±οΈ 28.11.2021):
docker pull unit8/darts
pytorch-forecasting (π₯23 Β· β 1.6K) - Time series forecasting with PyTorch. MIT
STUMPY (π₯22 Β· β 2K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3
Auto TS (π₯19 Β· β 340) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
Show 7 hidden projects...
- PyFlux (π₯23 Β· β 1.9K Β· π) - Open source time series library for Python.
BSD-3
- luminol (π₯21 Β· β 980 Β· π) - Anomaly Detection and Correlation library.
Apache-2
- pydlm (π₯20 Β· β 400 Β· π) - A python library for Bayesian time series modeling.
BSD-3
- matrixprofile-ts (π₯18 Β· β 670 Β· π) - A Python library for detecting patterns and anomalies..
Apache-2
- tick (π₯18 Β· β 360 Β· π) - Module for statistical learning, with a particular emphasis on time-..
BSD-3
- ADTK (π₯17 Β· β 760 Β· π) - A Python toolkit for rule-based/unsupervised anomaly detection in time..
MPL-2.0
- tsaug (π₯14 Β· β 220 Β· π) - 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.
Lifelines (π₯29 Β· β 1.8K) - Survival analysis in Python. MIT
-
GitHub (π¨βπ» 98 Β· π 450 Β· π¦ 730 Β· π 840 - 26% open Β· β±οΈ 30.11.2021):
git clone https://github.com/CamDavidsonPilon/lifelines
-
PyPi (π₯ 160K / month Β· π¦ 130 Β· β±οΈ 30.11.2021):
pip install lifelines
-
Conda (π₯ 180K Β· β±οΈ 01.12.2021):
conda install -c conda-forge lifelines
NiBabel (π₯29 Β· β 450) - Python package to access a cacophony of neuro-imaging file formats. MIT
MNE (π₯27 Β· β 1.8K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
DIPY (π₯27 Β· β 480) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
Nilearn (π₯26 Β· β 790) - Machine learning for NeuroImaging in Python. BSD-3
-
GitHub (π¨βπ» 180 Β· π 440 Β· π₯ 14 Β· π¦ 1.3K Β· π 1.5K - 17% open Β· β±οΈ 08.12.2021):
git clone https://github.com/nilearn/nilearn
-
PyPi (π₯ 11K / month Β· π¦ 300 Β· β±οΈ 16.09.2021):
pip install nilearn
-
Conda (π₯ 130K Β· β±οΈ 16.09.2021):
conda install -c conda-forge nilearn
DeepVariant (π₯21 Β· β 2.4K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
MedicalTorch (π₯16 Β· β 760 Β· π€) - A medical imaging framework for Pytorch. Apache-2
Medical Detection Toolkit (π₯12 Β· β 1.1K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
-
GitHub (π¨βπ» 3 Β· π 280 Β· π 120 - 32% open Β· β±οΈ 09.09.2021):
git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
Show 7 hidden projects...
- NiftyNet (π₯21 Β· β 1.3K Β· π) - [unmaintained] An open-source convolutional neural..
Apache-2
- MedPy (π₯20 Β· β 380 Β· π) - Medical image processing in Python.
βοΈGPL-3.0
- Glow (π₯20 Β· β 180) - An open-source toolkit for large-scale genomic analysis.
Apache-2
- DLTK (π₯19 Β· β 1.3K Β· π) - Deep Learning Toolkit for Medical Image Analysis.
Apache-2
- Brainiak (π₯19 Β· β 260 Β· π€) - Brain Imaging Analysis Kit.
Apache-2
- DeepNeuro (π₯14 Β· β 110 Β· π) - A deep learning python package for neuroimaging data. Made by:.
MIT
- MedicalNet (π₯12 Β· β 1.3K Β· π) - Many studies have shown that the performance on deep learning is..
MIT
Tabular Data
Libraries for processing tabular and structured data.
pytorch_tabular (π₯16 Β· β 490) - A standard framework for modelling Deep Learning Models.. MIT
carefree-learn (π₯16 Β· β 350) - Deep Learning PyTorch. MIT
Optical Character Recognition
Libraries for optical character recognition (OCR) and text extraction from images or videos.
EasyOCR (π₯30 Β· β 13K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
Tesseract (π₯29 Β· β 3.9K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
OCRmyPDF (π₯26 Β· β 5.5K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
keras-ocr (π₯21 Β· β 950) - A packaged and flexible version of the CRAFT text detector and.. MIT
attention-ocr (π₯21 Β· β 880) - A Tensorflow model for text recognition (CNN + seq2seq with.. MIT
doc2text (π₯19 Β· β 1.3K Β· π€) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
Mozart (π₯10 Β· β 340 Β· π€) - An optical music recognition (OMR) system. Converts sheet.. Apache-2
-
GitHub (π¨βπ» 5 Β· π 47 Β· π 9 - 33% open Β· β±οΈ 05.05.2021):
git clone https://github.com/aashrafh/Mozart
Show 1 hidden projects...
- pdftabextract (π₯19 Β· β 2K Β· π) - A set of tools for extracting tables from PDF files..
Apache-2
Data Containers & Structures
General-purpose data containers & structures as well as utilities & extensions for pandas.
pandas (π₯43 Β· β 32K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
-
GitHub (π¨βπ» 2.9K Β· π 14K Β· π₯ 130K Β· π¦ 590K Β· π 22K - 16% open Β· β±οΈ 08.12.2021):
git clone https://github.com/pandas-dev/pandas
-
PyPi (π₯ 37M / month Β· π¦ 77K Β· β±οΈ 17.10.2021):
pip install pandas
-
Conda (π₯ 22M Β· β±οΈ 06.11.2021):
conda install -c conda-forge pandas
numpy (π₯38 Β· β 19K) - The fundamental package for scientific computing with Python. BSD-3
-
GitHub (π¨βπ» 1.4K Β· π 6.2K Β· π₯ 430K Β· π¦ 910K Β· π 10K - 22% open Β· β±οΈ 09.12.2021):
git clone https://github.com/numpy/numpy
-
PyPi (π₯ 47M / month Β· π¦ 170K Β· β±οΈ 23.11.2021):
pip install numpy
-
Conda (π₯ 27M Β· β±οΈ 05.11.2021):
conda install -c conda-forge numpy
Arrow (π₯36 Β· β 8.8K Β· π) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2
h5py (π₯36 Β· β 1.6K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
numexpr (π₯31 Β· β 1.7K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
Modin (π₯29 Β· β 6.6K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2
TinyDB (π₯29 Β· β 4.7K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
Koalas (π₯29 Β· β 3K) - Koalas: pandas API on Apache Spark. Apache-2
-
GitHub (π¨βπ» 51 Β· π 320 Β· π₯ 1K Β· π¦ 160 Β· π 580 - 16% open Β· β±οΈ 21.10.2021):
git clone https://github.com/databricks/koalas
-
PyPi (π₯ 1.5M / month Β· π¦ 2 Β· β±οΈ 19.10.2021):
pip install koalas
-
Conda (π₯ 110K Β· β±οΈ 20.10.2021):
conda install -c conda-forge koalas
Bottleneck (π₯29 Β· β 680 Β· π€) - Fast NumPy array functions written in C. BSD-2
-
GitHub (π¨βπ» 21 Β· π 74 Β· π¦ 29K Β· π 220 - 17% open Β· β±οΈ 24.01.2021):
git clone https://github.com/pydata/bottleneck
-
PyPi (π₯ 250K / month Β· π¦ 2.9K Β· β±οΈ 21.02.2020):
pip install Bottleneck
-
Conda (π₯ 1.8M Β· β±οΈ 04.11.2021):
conda install -c conda-forge bottleneck
datasketch (π₯27 Β· β 1.6K Β· π) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
zarr (π₯27 Β· β 820) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
Vaex (π₯25 Β· β 6.8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualize and.. MIT
PandaralΒ·lel (π₯25 Β· β 1.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3
Arctic (π₯24 Β· β 2.5K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
-
GitHub (π¨βπ» 72 Β· π 510 Β· π₯ 180 Β· π¦ 140 Β· π 540 - 17% open Β· β±οΈ 08.12.2021):
git clone https://github.com/man-group/arctic
-
PyPi (π₯ 3K / month Β· π¦ 42 Β· β±οΈ 28.10.2021):
pip install arctic
-
Conda (π₯ 17K Β· β±οΈ 16.12.2019):
conda install -c conda-forge arctic
Pandas Summary (π₯22 Β· β 370) - A library for managing, validating, summarizing, and.. Apache-2
datatable (π₯21 Β· β 1.4K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
Bounter (π₯17 Β· β 930 Β· π€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
PandaPy (π₯14 Β· β 490) - PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x.. MIT
Show 7 hidden projects...
- Blaze (π₯28 Β· β 3K Β· π) - NumPy and Pandas interface to Big Data.
BSD-3
- sklearn-pandas (π₯27 Β· β 2.5K Β· π€) - Pandas integration with sklearn.
βοΈZlib
- bcolz (π₯25 Β· β 930 Β· π) - A columnar data container that can be compressed.
BSD-3
- pandasql (π₯24 Β· β 1.1K Β· π) - sqldf for pandas.
MIT
- pickleDB (π₯22 Β· β 620 Β· π) - pickleDB is an open source key-value store using Python's json..
BSD-3
- StaticFrame (π₯22 Β· β 260) - Immutable and grow-only Pandas-like DataFrames with a more explicit..
MIT
- fletcher (π₯19 Β· β 220 Β· π€) - 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.
π best-of-python - Data Extraction ( β 1.9K) - Collection of data-loading and -extraction libraries.
Web Scraping & Crawling
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
π best-of-web-python - Web Scraping ( β 1.4K) - 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 (π₯39 Β· β 18K Β· π) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
luigi (π₯33 Β· β 15K Β· π) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
Beam (π₯33 Β· β 5.1K) - Unified programming model to define and execute data processing.. Apache-2
Airflow (π₯32 Β· β 24K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-
GitHub (π¨βπ» 2.2K Β· π 9.7K Β· π₯ 220K Β· π 4.7K - 20% open Β· β±οΈ 09.12.2021):
git clone https://github.com/apache/airflow
-
PyPi (π₯ 1.9M / month Β· π¦ 290 Β· β±οΈ 15.11.2021):
pip install apache-airflow
-
Conda (π₯ 500K Β· β±οΈ 15.11.2021):
conda install -c conda-forge airflow
-
Docker Hub (π₯ 54M Β· β 300 Β· β±οΈ 07.12.2021):
docker pull apache/airflow
Dagster (π₯31 Β· β 4.1K) - An orchestration platform for the development, production, and.. Apache-2
dbt (π₯30 Β· β 3.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-
GitHub (π¨βπ» 190 Β· π 700 Β· π₯ 9 Β· π¦ 220 Β· π 2.4K - 11% open Β· β±οΈ 08.12.2021):
git clone https://github.com/fishtown-analytics/dbt
-
PyPi (π₯ 400K / month Β· π¦ 18 Β· β±οΈ 06.12.2021):
pip install dbt
-
Conda (π₯ 190K Β· β±οΈ 30.11.2021):
conda install -c conda-forge dbt
Kedro (π₯26 Β· β 4.7K Β· π) - A Python framework for creating reproducible, maintainable and.. Apache-2
Activeloop (π₯26 Β· β 3.9K) - Dataset format for AI. Easily build and manage datasets for.. MPL-2.0
TFX (π₯26 Β· β 1.7K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
Great Expectations (π₯25 Β· β 5.8K) - Always know what to expect from your data. Apache-2
PyFunctional (π₯25 Β· β 1.9K) - Python library for creating data pipelines with chain functional.. MIT
streamparse (π₯23 Β· β 1.4K Β· π€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
ploomber (π₯23 Β· β 780) - Write maintainable, production-ready pipelines using Jupyter or your.. Apache-2
dpark (π₯20 Β· β 2.7K Β· π€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
Databolt Flow (π₯20 Β· β 940) - Python library for building highly effective data science workflows. MIT
Optimus (π₯18 Β· β 1.1K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2
mrq (π₯18 Β· β 860 Β· π€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
whylogs (π₯18 Β· β 640) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
spark-deep-learning (π₯17 Β· β 1.9K) - Deep Learning Pipelines for Apache Spark. Apache-2
-
GitHub (π¨βπ» 16 Β· π 460 Β· π¦ 19 Β· π 100 - 73% open Β· β±οΈ 19.08.2021):
git clone https://github.com/databricks/spark-deep-learning
Mara Pipelines (π₯17 Β· β 1.8K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
zenml (π₯17 Β· β 1.4K) - ZenML : MLOps framework to create reproducible ML pipelines for.. Apache-2
Show 9 hidden projects...
- mrjob (π₯30 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services.
Apache-2
- faust (π₯29 Β· β 5.9K Β· π) - Python Stream Processing.
BSD-3
- pysparkling (π₯23 Β· β 240 Β· π€) - A pure Python implementation of Apache Spark's RDD and DStream..
MIT
- dbnd (π₯20 Β· β 210) - DBND is an agile pipeline framework that helps data engineering teams..
Apache-2
- flupy (π₯19 Β· β 170) - Fluent data pipelines for python and your shell.
MIT
- BatchFlow (π₯18 Β· β 170) - BatchFlow helps you conveniently work with random or sequential..
Apache-2
- riko (π₯17 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes.
MIT
- bodywork-core (π₯17 Β· β 310) - ML pipeline orchestration and model deployments on..
βοΈAGPL-3.0
- Botflow (π₯16 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(..
BSD-3
Distributed Machine Learning
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (π₯33 Β· β 18K Β· π) - An open source framework that provides a simple, universal API for.. Apache-2
dask.distributed (π₯32 Β· β 1.3K) - A distributed task scheduler for Dask. BSD-3
-
GitHub (π¨βπ» 260 Β· π 570 Β· π¦ 21K Β· π 2.5K - 34% open Β· β±οΈ 08.12.2021):
git clone https://github.com/dask/distributed
-
PyPi (π₯ 4.5M / month Β· π¦ 1.8K Β· β±οΈ 19.11.2021):
pip install distributed
-
Conda (π₯ 5.9M Β· β±οΈ 20.11.2021):
conda install -c conda-forge distributed
horovod (π₯30 Β· β 12K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
petastorm (π₯27 Β· β 1.3K) - Petastorm library enables single machine or distributed training.. Apache-2
DeepSpeed (π₯26 Β· β 6K) - DeepSpeed is a deep learning optimization library that makes.. MIT
-
GitHub (π¨βπ» 84 Β· π 650 Β· π¦ 130 Β· π 740 - 49% open Β· β±οΈ 09.12.2021):
git clone https://github.com/microsoft/DeepSpeed
-
PyPi (π₯ 23K / month Β· β±οΈ 01.12.2021):
pip install deepspeed
-
Docker Hub (π₯ 12K Β· β 3 Β· β±οΈ 05.05.2021):
docker pull deepspeed/deepspeed
ipyparallel (π₯26 Β· β 2.1K) - IPython Parallel: Interactive Parallel Computing in Python. BSD-3
-
GitHub (π¨βπ» 100 Β· π 810 Β· π¦ 1.7K Β· π 330 - 19% open Β· β±οΈ 08.12.2021):
git clone https://github.com/ipython/ipyparallel
-
PyPi (π₯ 31K / month Β· π¦ 490 Β· β±οΈ 12.11.2021):
pip install ipyparallel
-
Conda (π₯ 540K Β· β±οΈ 02.12.2021):
conda install -c conda-forge ipyparallel
BigDL (π₯25 Β· β 3.8K) - Building Large-Scale AI Applications for Distributed Big Data. Apache-2
-
GitHub (π¨βπ» 130 Β· π 950 Β· π¦ 30 Β· π 1.1K - 29% open Β· β±οΈ 09.12.2021):
git clone https://github.com/intel-analytics/BigDL
-
PyPi (π₯ 8.1K / month Β· β±οΈ 09.12.2021):
pip install bigdl
-
Maven (β±οΈ 20.04.2021):
<dependency> <groupId>com.intel.analytics.bigdl</groupId> <artifactId>bigdl-SPARK_2.4</artifactId> <version>[VERSION]</version> </dependency>
TensorFlowOnSpark (π₯24 Β· β 3.7K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
analytics-zoo (π₯23 Β· β 2.4K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
FairScale (π₯23 Β· β 1.5K) - PyTorch extensions for high performance and large scale training. BSD-3
Apache Singa (π₯19 Β· β 2.5K) - a distributed deep learning platform. Apache-2
-
GitHub (π¨βπ» 76 Β· π 720 Β· π¦ 1 Β· π 89 - 44% open Β· β±οΈ 10.08.2021):
git clone https://github.com/apache/singa
-
Conda (π₯ 390 Β· β±οΈ 09.08.2021):
conda install -c nusdbsystem singa
-
Docker Hub (π₯ 210 Β· β 4 Β· β±οΈ 04.06.2019):
docker pull apache/singa
BytePS (π₯18 Β· β 3K) - A high performance and generic framework for distributed DNN training. Apache-2
-
GitHub (π¨βπ» 19 Β· π 420 Β· π 260 - 39% open Β· β±οΈ 12.10.2021):
git clone https://github.com/bytedance/byteps
-
PyPi (π₯ 33 / month Β· β±οΈ 02.08.2021):
pip install byteps
-
Docker Hub (π₯ 1.2K Β· β±οΈ 03.03.2020):
docker pull bytepsimage/tensorflow
Hivemind (π₯18 Β· β 870) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
Show 7 hidden projects...
- DEAP (π₯28 Β· β 4.5K) - Distributed Evolutionary Algorithms in Python.
βοΈLGPL-3.0
- somoclu (π₯20 Β· β 230) - Massively parallel self-organizing maps: accelerate training on multicore..
MIT
- TensorFrames (π₯19 Β· β 760 Β· π) - [DEPRECATED] Tensorflow wrapper for DataFrames on..
Apache-2
- sk-dist (π₯19 Β· β 270) - Distributed scikit-learn meta-estimators in PySpark.
Apache-2
- launchpad (π₯17 Β· β 240) - Launchpad is a library that simplifies writing distributed..
Apache-2
- autodist (π₯12 Β· β 110 Β· π€) - Simple Distributed Deep Learning on TensorFlow.
Apache-2
- LazyCluster (π₯10 Β· β 43) - Distributed machine learning made simple.
Apache-2
Hyperparameter Optimization & AutoML
Libraries for hyperparameter optimization, automl and neural architecture search.
Keras Tuner (π₯30 Β· β 2.4K) - Hyperparameter tuning for humans. Apache-2
scikit-optimize (π₯30 Β· β 2.2K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3
-
GitHub (π¨βπ» 75 Β· π 420 Β· π¦ 2.2K Β· π 620 - 37% open Β· β±οΈ 12.10.2021):
git clone https://github.com/scikit-optimize/scikit-optimize
-
PyPi (π₯ 290K / month Β· π¦ 160 Β· β±οΈ 12.10.2021):
pip install scikit-optimize
-
Conda (π₯ 520K Β· β±οΈ 24.10.2021):
conda install -c conda-forge scikit-optimize
Bayesian Optimization (π₯29 Β· β 5.6K Β· π€) - A Python implementation of global optimization with.. MIT
NNI (π₯28 Β· β 11K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
auto-sklearn (π₯28 Β· β 5.9K) - Automated Machine Learning with scikit-learn. BSD-3
featuretools (π₯28 Β· β 5.9K) - An open source python library for automated feature engineering. BSD-3
-
GitHub (π¨βπ» 57 Β· π 770 Β· π¦ 890 Β· π 700 - 20% open Β· β±οΈ 02.12.2021):
git clone https://github.com/alteryx/featuretools
-
PyPi (π₯ 630K / month Β· π¦ 70 Β· β±οΈ 02.12.2021):
pip install featuretools
-
Conda (π₯ 73K Β· β±οΈ 03.12.2021):
conda install -c conda-forge featuretools
mljar-supervised (π₯25 Β· β 1.7K) - Python package for AutoML on Tabular Data with Feature.. MIT
nevergrad (π₯24 Β· β 3.2K) - A Python toolbox for performing gradient-free optimization. MIT
-
GitHub (π¨βπ» 46 Β· π 300 Β· π¦ 270 Β· π 250 - 38% open Β· β±οΈ 25.11.2021):
git clone https://github.com/facebookresearch/nevergrad
-
PyPi (π₯ 25K / month Β· π¦ 14 Β· β±οΈ 10.11.2021):
pip install nevergrad
-
Conda (π₯ 19K Β· β±οΈ 14.06.2021):
conda install -c conda-forge nevergrad
Neuraxle (π₯21 Β· β 490) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
Hyperactive (π₯21 Β· β 320) - An optimization and data collection toolbox for convenient and fast.. MIT
Talos (π₯20 Β· β 1.5K Β· π€) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
Auto ViML (π₯20 Β· β 310 Β· π) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2
sklearn-deap (π₯19 Β· β 670) - Use evolutionary algorithms instead of gridsearch in scikit-.. MIT
AlphaPy (π₯18 Β· β 670) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
HyperparameterHunter (π₯15 Β· β 680 Β· π€) - Easy hyperparameter optimization and automatic result.. MIT
model_search (π₯11 Β· β 3.2K Β· π€) - AutoML algorithms for model architecture search at scale. Apache-2
-
GitHub (π¨βπ» 1 Β· π 300 Β· π 49 - 69% open Β· β±οΈ 17.03.2021):
git clone https://github.com/google/model_search
Show 22 hidden projects...
- TPOT (π₯28 Β· β 8.4K Β· π€) - A Python Automated Machine Learning tool that optimizes..
βοΈLGPL-3.0
- GPyOpt (π₯24 Β· β 780 Β· π) - Gaussian Process Optimization using GPy.
BSD-3
- Orion (π₯24 Β· β 210) - Asynchronous Distributed Hyperparameter Optimization.
BSD-3
- lazypredict (π₯22 Β· β 260) - Lazy Predict help build a lot of basic models without much code..
MIT
- HpBandSter (π₯21 Β· β 500 Β· π) - a distributed Hyperband implementation on Steroids.
BSD-3
- optunity (π₯21 Β· β 380 Β· π) - optimization routines for hyperparameter tuning.
BSD-3
- MLBox (π₯20 Β· β 1.3K Β· π) - MLBox is a powerful Automated Machine Learning python library.
βοΈBSD-1-Clause
- auto_ml (π₯19 Β· β 1.6K Β· π) - [UNMAINTAINED] Automated machine learning for analytics & production.
MIT
- Test Tube (π₯19 Β· β 700 Β· π) - Python library to easily log experiments and parallelize..
MIT
- Dragonfly (π₯19 Β· β 610 Β· π) - An open source python library for scalable Bayesian optimisation.
MIT
- featurewiz (π₯19 Β· β 95) - Use advanced feature engineering strategies and select best..
Apache-2
- Sherpa (π₯18 Β· β 310 Β· π) - Hyperparameter optimization that enables researchers to..
βοΈGPL-3.0
- Advisor (π₯17 Β· β 1.4K Β· π) - Open-source implementation of Google Vizier for hyper parameters..
Apache-2
- Xcessiv (π₯16 Β· β 1.3K Β· π) - A web-based application for quick, scalable, and automated..
Apache-2
- Auto Tune Models (π₯16 Β· β 510 Β· π) - Auto Tune Models - A multi-tenant, multi-data system for..
MIT
- Parfit (π₯16 Β· β 200 Β· π) - A package for parallelizing the fit and flexibly scoring of..
MIT
- automl-gs (π₯15 Β· β 1.8K Β· π) - Provide an input CSV and a target field to predict, generate a..
MIT
- Hypermax (π₯14 Β· β 97 Β· π) - Better, faster hyper-parameter optimization.
BSD-3
- ENAS (π₯13 Β· β 2.5K Β· π) - PyTorch implementation of Efficient Neural Architecture Search via..
Apache-2
- Auptimizer (π₯13 Β· β 180 Β· π€) - An automatic ML model optimization tool.
βοΈGPL-3.0
- Devol (π₯11 Β· β 930 Β· π) - Genetic neural architecture search with Keras.
MIT
- Hypertunity (π₯10 Β· β 120 Β· π) - A toolset for black-box hyperparameter optimisation.
Apache-2
Reinforcement Learning
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (π₯36 Β· β 26K) - A toolkit for developing and comparing reinforcement learning.. MIT
TF-Agents (π₯28 Β· β 2.1K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
TensorLayer (π₯26 Β· β 6.8K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
TensorForce (π₯25 Β· β 3.1K) - Tensorforce: a TensorFlow library for applied.. Apache-2
ViZDoom (π₯25 Β· β 1.3K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
Stable Baselines (π₯23 Β· β 3.4K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
ChainerRL (π₯22 Β· β 1K Β· π€) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
PARL (π₯21 Β· β 2.3K) - A high-performance distributed training framework for Reinforcement.. Apache-2
ReAgent (π₯17 Β· β 3.1K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3
-
GitHub (π¨βπ» 120 Β· π 430 Β· π 120 - 35% open Β· β±οΈ 08.12.2021):
git clone https://github.com/facebookresearch/ReAgent
Show 4 hidden projects...
- baselines (π₯26 Β· β 12K Β· π) - OpenAI Baselines: high-quality implementations of reinforcement..
MIT
- keras-rl (π₯24 Β· β 5.2K Β· π) - Deep Reinforcement Learning for Keras.
MIT
- DeepMind Lab (π₯16 Β· β 6.6K) - A customisable 3D platform for agent-based AI research.
βοΈGPL-2.0
- Maze (π₯12 Β· β 200) - Maze Applied Reinforcement Learning Framework.
βοΈCustom
Recommender Systems
Libraries for building and evaluating recommendation systems.
lightfm (π₯26 Β· β 3.9K Β· π€) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2
implicit (π₯26 Β· β 2.6K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
TF Recommenders (π₯25 Β· β 1.1K Β· π) - TensorFlow Recommenders is a library for building.. Apache-2
TF Ranking (π₯23 Β· β 2.4K) - Learning to Rank in TensorFlow. Apache-2
recmetrics (π₯20 Β· β 320) - A library of metrics for evaluating recommender systems. MIT
Recommenders (π₯19 Β· β 12K) - Best Practices on Recommendation Systems. MIT
-
GitHub (π¨βπ» 100 Β· π 2K Β· π₯ 81 Β· π¦ 5 Β· π 640 - 24% open Β· β±οΈ 23.09.2021):
git clone https://github.com/microsoft/recommenders
Case Recommender (π₯19 Β· β 370) - Case Recommender: A Flexible and Extensible Python.. MIT
Show 5 hidden projects...
- scikit-surprise (π₯25 Β· β 5.1K Β· π) - A Python scikit for building and analyzing recommender..
BSD-3
- tensorrec (π₯20 Β· β 1.2K Β· π) - A TensorFlow recommendation algorithm and framework in..
Apache-2
- Spotlight (π₯17 Β· β 2.6K Β· π) - Deep recommender models using PyTorch.
MIT
- OpenRec (π₯16 Β· β 390 Β· π) - OpenRec is an open-source and modular library for neural network-..
Apache-2
- lkpy (π₯16 Β· β 190) - Python recommendation toolkit.
MIT
Privacy Machine Learning
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
TensorFlow Privacy (π₯23 Β· β 1.5K) - Library for training machine learning models with.. Apache-2
FATE (π₯22 Β· β 3.7K) - An Industrial Grade Federated Learning Framework. Apache-2
-
GitHub (π¨βπ» 68 Β· π 1.1K Β· π 1K - 34% open Β· β±οΈ 09.12.2021):
git clone https://github.com/FederatedAI/FATE
Show 1 hidden projects...
- TFEncrypted (π₯21 Β· β 960 Β· π) - A Framework for Encrypted Machine Learning in TensorFlow.
Apache-2
Workflow & Experiment Tracking
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (π₯37 Β· β 5.7K) - TensorFlow's Visualization Toolkit. Apache-2
-
GitHub (π¨βπ» 270 Β· π 1.5K Β· π¦ 87K Β· π 1.6K - 34% open Β· β±οΈ 07.12.2021):
git clone https://github.com/tensorflow/tensorboard
-
PyPi (π₯ 6M / month Β· π¦ 3.6K Β· β±οΈ 13.10.2021):
pip install tensorboard
-
Conda (π₯ 2.7M Β· β±οΈ 10.11.2021):
conda install -c conda-forge tensorboard
SageMaker SDK (π₯32 Β· β 1.5K) - A library for training and deploying machine learning.. Apache-2
tensorboardX (π₯31 Β· β 7.2K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
-
GitHub (π¨βπ» 67 Β· π 840 Β· π₯ 340 Β· π¦ 16K Β· π 440 - 17% open Β· β±οΈ 12.09.2021):
git clone https://github.com/lanpa/tensorboardX
-
PyPi (π₯ 360K / month Β· π¦ 1.3K Β· β±οΈ 21.11.2021):
pip install tensorboardX
-
Conda (π₯ 620K Β· β±οΈ 10.08.2021):
conda install -c conda-forge tensorboardx
DVC (π₯30 Β· β 9K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
AzureML SDK (π₯30 Β· β 2.8K) - Python notebooks with ML and deep learning examples with Azure.. MIT
sacred (π₯28 Β· β 3.7K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
wandb client (π₯28 Β· β 3.6K) - A tool for visualizing and tracking your machine learning.. MIT
Metaflow (π₯27 Β· β 5.1K) - Build and manage real-life data science projects with ease!. Apache-2
ClearML (π₯27 Β· β 2.8K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
-
GitHub (π¨βπ» 40 Β· π 400 Β· π₯ 380 Β· π¦ 160 Β· π 420 - 32% open Β· β±οΈ 08.12.2021):
git clone https://github.com/allegroai/clearml
-
PyPi (π₯ 36K / month Β· β±οΈ 04.12.2021):
pip install clearml
-
Docker Hub (π₯ 30K Β· β±οΈ 05.10.2020):
docker pull allegroai/trains
snakemake (π₯27 Β· β 1.2K) - This is the development home of the workflow management system.. MIT
ml-metadata (π₯25 Β· β 410) - For recording and retrieving metadata associated with ML.. Apache-2
livelossplot (π₯24 Β· β 1.1K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
aim (π₯22 Β· β 1.9K) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2
TNT (π₯22 Β· β 1.4K Β· π€) - Simple tools for logging and visualizing, loading and training. BSD-3
TensorWatch (π₯21 Β· β 3.2K Β· π€) - Debugging, monitoring and visualization for Python Machine.. MIT
Labml (π₯20 Β· β 880) - Monitor deep learning model training and hardware usage from your mobile.. MIT
Show 12 hidden projects...
- knockknock (π₯22 Β· β 2.3K Β· π) - Knock Knock: Get notified when your training ends with only two..
MIT
- lore (π₯21 Β· β 1.5K Β· π) - Lore makes machine learning approachable for Software Engineers and..
MIT
- TensorBoard Logger (π₯21 Β· β 620 Β· π) - Log TensorBoard events without touching TensorFlow.
MIT
- MXBoard (π₯21 Β· β 330 Β· π) - Logging MXNet data for visualization in TensorBoard.
Apache-2
- hiddenlayer (π₯20 Β· β 1.6K Β· π) - Neural network graphs and training metrics for..
MIT
- quinn (π₯19 Β· β 300 Β· π€) - pyspark methods to enhance developer productivity.
Apache-2
- gokart (π₯19 Β· β 230) - Gokart solves reproducibility, task dependencies, constraints of good code,..
MIT
- SKLL (π₯17 Β· β 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine..
βοΈBSD-1-Clause
- datmo (π₯16 Β· β 340 Β· π) - Open source production model management tool for data scientists.
MIT
- steppy (π₯16 Β· β 130 Β· π) - Lightweight, Python library for fast and reproducible experimentation.
MIT
- ModelChimp (π₯14 Β· β 120) - Experiment tracking for machine and deep learning projects.
BSD-2
- traintool (π₯9 Β· β 9 Β· π€) - 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.
Core ML Tools (π₯26 Β· β 2.5K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
TorchServe (π₯24 Β· β 2.3K) - Model Serving on PyTorch. Apache-2
-
GitHub (π¨βπ» 93 Β· π 420 Β· π₯ 700 Β· π 750 - 15% open Β· β±οΈ 06.12.2021):
git clone https://github.com/pytorch/serve
-
PyPi (π₯ 8.4K / month Β· β±οΈ 19.11.2021):
pip install torchserve
-
Conda (π₯ 17K Β· β±οΈ 19.11.2021):
conda install -c pytorch torchserve
-
Docker Hub (π₯ 950K Β· β 9 Β· β±οΈ 22.11.2021):
docker pull pytorch/torchserve
Hummingbird (π₯22 Β· β 2.7K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
m2cgen (π₯22 Β· β 2K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
pytorch2keras (π₯18 Β· β 760) - PyTorch to Keras model convertor. MIT
tfdeploy (π₯15 Β· β 340 Β· π€) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
Show 5 hidden projects...
- mmdnn (π₯22 Β· β 5.5K Β· π) - MMdnn is a set of tools to help users inter-operate among different deep..
MIT
- huggingface_hub (π₯21 Β· β 290) - All the open source things related to the Hugging Face Hub.
Apache-2
- sklearn-porter (π₯18 Β· β 1.1K Β· π) - Transpile trained scikit-learn estimators to C, Java,..
MIT
- Larq Compute Engine (π₯17 Β· β 180) - Highly optimized inference engine for Binarized..
Apache-2
- backprop (π₯12 Β· β 220 Β· π€) - 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 (π₯35 Β· β 15K Β· π) - A game theoretic approach to explain the output of any machine learning.. MIT
Lime (π₯30 Β· β 9.4K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
pyLDAvis (π₯28 Β· β 1.5K Β· π€) - Python library for interactive topic model visualization... BSD-3
Model Analysis (π₯28 Β· β 1.1K) - Model analysis tools for TensorFlow. Apache-2
InterpretML (π₯27 Β· β 4.3K) - Fit interpretable models. Explain blackbox machine learning. MIT
dtreeviz (π₯27 Β· β 1.8K) - A python library for decision tree visualization and model interpretation. MIT
arviz (π₯27 Β· β 1.1K) - Exploratory analysis of Bayesian models with Python. Apache-2
-
GitHub (π¨βπ» 100 Β· π 250 Β· π₯ 110 Β· π¦ 1.7K Β· π 750 - 25% open Β· β±οΈ 09.12.2021):
git clone https://github.com/arviz-devs/arviz
-
PyPi (π₯ 160K / month Β· π¦ 36 Β· β±οΈ 03.10.2021):
pip install arviz
-
Conda (π₯ 570K Β· β±οΈ 03.10.2021):
conda install -c conda-forge arviz
DoWhy (π₯24 Β· β 3.5K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
Fairness 360 (π₯24 Β· β 1.6K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
Lucid (π₯23 Β· β 4.3K Β· π€) - A collection of infrastructure and tools for research in.. Apache-2
yellowbrick (π₯23 Β· β 3.4K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
checklist (π₯23 Β· β 1.5K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
explainerdashboard (π₯23 Β· β 750) - Quickly build Explainable AI dashboards that show the inner.. MIT
TreeInterpreter (π₯22 Β· β 690 Β· π€) - Package for interpreting scikit-learn's decision tree.. BSD-3
Explainability 360 (π₯21 Β· β 1K) - Interpretability and explainability of data and machine.. Apache-2
tf-explain (π₯21 Β· β 890) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
random-forest-importances (π₯21 Β· β 480 Β· π€) - Code to compute permutation and drop-column.. MIT
What-If Tool (π₯20 Β· β 610) - Source code/webpage/demos for the What-If Tool. Apache-2
imodels (π₯20 Β· β 350) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
responsible-ai-widgets (π₯20 Β· β 350) - This project provides responsible AI user interfaces.. MIT
sklearn-evaluation (π₯20 Β· β 320) - Machine learning model evaluation made easy: plots,.. MIT
LIT (π₯18 Β· β 2.7K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2
ecco (π₯17 Β· β 930) - Visualize and explore NLP language models. Ecco creates interactive.. BSD-3
iNNvestigate (π₯17 Β· β 920) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
FlashTorch (π₯14 Β· β 630 Β· π€) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
Show 12 hidden projects...
- eli5 (π₯26 Β· β 2.5K Β· π) - A library for debugging/inspecting machine learning classifiers and..
MIT
- scikit-plot (π₯25 Β· β 2.2K Β· π) - An intuitive library to add plotting functionality to..
MIT
- keras-vis (π₯24 Β· β 2.9K Β· π) - Neural network visualization toolkit for keras.
MIT
- Skater (π₯20 Β· β 1K Β· π) - Python Library for Model Interpretation/Explanations.
βοΈUPL-1.0
- DALEX (π₯20 Β· β 970) - moDel Agnostic Language for Exploration and eXplanation.
βοΈGPL-3.0
- fairness-indicators (π₯19 Β· β 240) - Tensorflow's Fairness Evaluation and Visualization..
Apache-2
- model-card-toolkit (π₯18 Β· β 240) - a tool that leverages rich metadata and lineage..
Apache-2
- interpret-text (π₯16 Β· β 290) - A library that incorporates state-of-the-art explainers for..
MIT
- ExplainX.ai (π₯15 Β· β 250 Β· π€) - Explainable AI framework for data scientists. Explain & debug any..
MIT
- contextual-ai (π₯14 Β· β 73) - Contextual AI adds explainability to different stages of..
Apache-2
- Attribution Priors (π₯13 Β· β 90 Β· π€) - Tools for training explainable models using..
MIT
- bias-detector (π₯12 Β· β 35) - 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.
π ANN Benchmarks ( β 2.6K) - Benchmarks of approximate nearest neighbor libraries in Python.
Annoy (π₯29 Β· β 9.2K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
Milvus (π₯28 Β· β 8.9K) - An open-source vector database for embedding similarity search and AI.. Apache-2
-
GitHub (π¨βπ» 180 Β· π 1.3K Β· π₯ 5.7K Β· π 4.1K - 5% open Β· β±οΈ 09.12.2021):
git clone https://github.com/milvus-io/milvus
-
PyPi (π₯ 9.8K / month Β· π¦ 6 Β· β±οΈ 01.11.2021):
pip install pymilvus
-
Docker Hub (π₯ 650K Β· β 16 Β· β±οΈ 26.11.2021):
docker pull milvusdb/milvus
NMSLIB (π₯27 Β· β 2.6K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
PyNNDescent (π₯27 Β· β 520) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
-
GitHub (π¨βπ» 18 Β· π 69 Β· π¦ 1K Β· π 89 - 47% open Β· β±οΈ 08.12.2021):
git clone https://github.com/lmcinnes/pynndescent
-
PyPi (π₯ 900K / month Β· π¦ 6 Β· β±οΈ 15.10.2021):
pip install pynndescent
-
Conda (π₯ 410K Β· β±οΈ 15.10.2021):
conda install -c conda-forge pynndescent
Faiss (π₯26 Β· β 15K) - A library for efficient similarity search and clustering of dense vectors. MIT
hnswlib (π₯26 Β· β 1.8K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
NGT (π₯19 Β· β 830) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
N2 (π₯18 Β· β 500 Β· π€) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
Show 3 hidden projects...
- Magnitude (π₯22 Β· β 1.5K Β· π) - A fast, efficient universal vector embedding utility package.
MIT
- NearPy (π₯19 Β· β 690 Β· π) - Python framework for fast (approximated) nearest neighbour search in..
MIT
- PySparNN (π₯11 Β· β 890 Β· π) - 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.
GPyTorch (π₯29 Β· β 2.6K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
Pyro (π₯28 Β· β 7.2K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
PyMC3 (π₯28 Β· β 6.2K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
-
GitHub (π¨βπ» 350 Β· π 1.4K Β· π₯ 1.1K Β· π¦ 570 Β· π 2.5K - 9% open Β· β±οΈ 09.12.2021):
git clone https://github.com/pymc-devs/pymc3
-
PyPi (π₯ 150K / month Β· π¦ 290 Β· β±οΈ 24.08.2021):
pip install pymc3
-
Conda (π₯ 360K Β· β±οΈ 12.10.2021):
conda install -c conda-forge pymc3
tensorflow-probability (π₯28 Β· β 3.5K) - Probabilistic reasoning and statistical analysis in.. Apache-2
-
GitHub (π¨βπ» 430 Β· π 950 Β· π 1.2K - 45% open Β· β±οΈ 09.12.2021):
git clone https://github.com/tensorflow/probability
-
PyPi (π₯ 660K / month Β· π¦ 250 Β· β±οΈ 17.11.2021):
pip install tensorflow-probability
-
Conda (π₯ 48K Β· β±οΈ 22.10.2021):
conda install -c conda-forge tensorflow-probability
filterpy (π₯28 Β· β 2K Β· π€) - Python Kalman filtering and optimal estimation library. Implements.. MIT
pomegranate (π₯27 Β· β 2.8K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
-
GitHub (π¨βπ» 65 Β· π 510 Β· π¦ 580 Β· π 660 - 8% open Β· β±οΈ 20.11.2021):
git clone https://github.com/jmschrei/pomegranate
-
PyPi (π₯ 25K / month Β· π¦ 56 Β· β±οΈ 19.11.2021):
pip install pomegranate
-
Conda (π₯ 77K Β· β±οΈ 16.11.2021):
conda install -c conda-forge pomegranate
pgmpy (π₯25 Β· β 1.9K) - Python Library for learning (Structure and Parameter) and inference.. MIT
SALib (π₯25 Β· β 550) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT
Orbit (π₯20 Β· β 830) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
Baal (π₯17 Β· β 480) - Library to enable Bayesian active learning in your research or labeling.. Apache-2
Show 8 hidden projects...
- pingouin (π₯26 Β· β 860) - Statistical package in Python based on Pandas.
βοΈGPL-3.0
- Edward (π₯25 Β· β 4.7K Β· π) - A probabilistic programming language in TensorFlow. Deep..
Apache-2
- PyStan (π₯23 Β· β 140) - PyStan, a Python interface to Stan, a platform for statistical modeling...
ISC
- scikit-posthocs (π₯20 Β· β 220) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python.
MIT
- pyhsmm (π₯19 Β· β 500 Β· π) - Bayesian inference in HSMMs and HMMs.
MIT
- Funsor (π₯19 Β· β 180) - Functional tensors for probabilistic programming.
Apache-2
- ZhuSuan (π₯14 Β· β 2.1K Β· π) - A probabilistic programming library for Bayesian deep learning,..
MIT
- Lea (π₯12 Β· π) - Discrete probability distributions in Python.
βοΈGPL-3.0
Adversarial Robustness
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
CleverHans (π₯28 Β· β 5.3K) - An adversarial example library for constructing attacks,.. MIT
Foolbox (π₯26 Β· β 2.1K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT
TextAttack (π₯26 Β· β 1.8K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
ART (π₯23 Β· β 2.6K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
robustness (π₯18 Β· β 630) - A library for experimenting with, training and evaluating neural.. MIT
AdvBox (π₯17 Β· β 1.2K Β· π€) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
Show 3 hidden projects...
- advertorch (π₯19 Β· β 980) - A Toolbox for Adversarial Robustness Research.
βοΈGPL-3.0
- textflint (π₯16 Β· β 520) - Unified Multilingual Robustness Evaluation Toolkit for Natural..
βοΈGPL-3.0
- Adversary (π₯14 Β· β 360 Β· π) - 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 (π₯32 Β· β 5.6K) - NumPy & SciPy for GPU. MIT
-
GitHub (π¨βπ» 290 Β· π 530 Β· π₯ 23K Β· π¦ 890 Β· π 1.6K - 22% open Β· β±οΈ 09.12.2021):
git clone https://github.com/cupy/cupy
-
PyPi (π₯ 58K / month Β· π¦ 190 Β· β±οΈ 09.12.2021):
pip install cupy
-
Conda (π₯ 1.1M Β· β±οΈ 12.11.2021):
conda install -c conda-forge cupy
-
Docker Hub (π₯ 53K Β· β 7 Β· β±οΈ 09.12.2021):
docker pull cupy/cupy
gpustat (π₯27 Β· β 2.7K) - A simple command-line utility for querying and monitoring GPU status. MIT
Apex (π₯23 Β· β 5.9K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
scikit-cuda (π₯22 Β· β 870) - Python interface to GPU-powered libraries. BSD-3
DALI (π₯17 Β· β 3.6K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
-
GitHub (π¨βπ» 68 Β· π 450 Β· π 1.1K - 13% open Β· β±οΈ 09.12.2021):
git clone https://github.com/NVIDIA/DALI
BlazingSQL (π₯17 Β· β 1.6K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
Vulkan Kompute (π₯17 Β· β 620) - General purpose GPU compute framework for cross vendor.. Apache-2
cuSignal (π₯14 Β· β 550) - GPU accelerated signal processing. Apache-2
-
GitHub (π¨βπ» 36 Β· π 79 Β· π 120 - 12% open Β· β±οΈ 08.12.2021):
git clone https://github.com/rapidsai/cusignal
Show 5 hidden projects...
- GPUtil (π₯23 Β· β 800 Β· π) - A Python module for getting the GPU status from NVIDA GPUs using..
MIT
- py3nvml (π₯23 Β· β 200) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your..
BSD-3
- nvidia-ml-py3 (π₯21 Β· β 71 Β· π) - Python 3 Bindings for the NVIDIA Management Library.
BSD-3
- SpeedTorch (π₯16 Β· β 640 Β· π) - Library for faster pinned CPU - GPU transfer in Pytorch.
MIT
- ipyexperiments (π₯16 Β· β 140 Β· π) - jupyter/ipython experiment containers for GPU and..
Apache-2
Tensorflow Utilities
Libraries that extend TensorFlow with additional capabilities.
TF Addons (π₯34 Β· β 1.4K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
tensor2tensor (π₯32 Β· β 12K) - Library of deep learning models and datasets designed to.. Apache-2
TensorFlow Datasets (π₯31 Β· β 3.1K) - TFDS is a collection of datasets ready to use with.. Apache-2
tensorflow-hub (π₯31 Β· β 3K) - A library for transfer learning by reusing parts of.. Apache-2
-
GitHub (π¨βπ» 83 Β· π 1.6K Β· π¦ 9.4K Β· π 620 - 1% open Β· β±οΈ 25.11.2021):
git clone https://github.com/tensorflow/hub
-
PyPi (π₯ 1.8M / month Β· π¦ 310 Β· β±οΈ 14.04.2021):
pip install tensorflow-hub
-
Conda (π₯ 59K Β· β±οΈ 18.04.2021):
conda install -c conda-forge tensorflow-hub
TF Model Optimization (π₯29 Β· β 1.2K) - A toolkit to optimize ML models for deployment for.. Apache-2
Keras-Preprocessing (π₯29 Β· β 1K Β· π€) - Utilities for working with image data, text data, and.. MIT
-
GitHub (π¨βπ» 50 Β· π 430 Β· π 190 - 48% open Β· β±οΈ 04.02.2021):
git clone https://github.com/keras-team/keras-preprocessing
-
PyPi (π₯ 4.1M / month Β· π¦ 2.7K Β· β±οΈ 14.05.2020):
pip install keras-preprocessing
-
Conda (π₯ 1.2M Β· β±οΈ 15.01.2021):
conda install -c conda-forge keras-preprocessing
TensorFlow Transform (π₯29 Β· β 900) - Input pipeline framework. Apache-2
TensorFlow I/O (π₯24 Β· β 520) - Dataset, streaming, and file system extensions.. Apache-2
TensorFlow Cloud (π₯24 Β· β 320) - The TensorFlow Cloud repository provides APIs that.. Apache-2
efficientnet (π₯23 Β· β 1.9K) - Implementation of EfficientNet model. Keras and.. Apache-2
Neural Structured Learning (π₯23 Β· β 890) - Training neural models with structured signals. Apache-2
TensorNets (π₯19 Β· β 1K Β· π€) - High level network definitions with pre-trained weights in.. MIT
Saliency (π₯18 Β· β 750) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2
TF Compression (π₯17 Β· β 550) - Data compression in TensorFlow. Apache-2
Show 1 hidden projects...
Sklearn Utilities
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn (π₯32 Β· β 5.6K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
-
GitHub (π¨βπ» 61 Β· π 1.1K Β· π¦ 8.3K Β· π 500 - 11% open Β· β±οΈ 07.12.2021):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
-
PyPi (π₯ 1.3M / month Β· π¦ 280 Β· β±οΈ 29.09.2021):
pip install imbalanced-learn
-
Conda (π₯ 170K Β· β±οΈ 29.09.2021):
conda install -c conda-forge imbalanced-learn
category_encoders (π₯30 Β· β 1.8K) - A library of sklearn compatible categorical variable.. BSD-3
-
GitHub (π¨βπ» 48 Β· π 340 Β· π¦ 2.7K Β· π 240 - 32% open Β· β±οΈ 16.11.2021):
git clone https://github.com/scikit-learn-contrib/category_encoders
-
PyPi (π₯ 520K / month Β· π¦ 23 Β· β±οΈ 14.10.2018):
pip install category_encoders
-
Conda (π₯ 130K Β· β±οΈ 13.10.2021):
conda install -c conda-forge category_encoders
fancyimpute (π₯25 Β· β 1K) - Multivariate imputation and matrix completion algorithms.. Apache-2
sklearn-contrib-lightning (π₯23 Β· β 1.5K) - Large-scale linear classification, regression and.. BSD-3
-
GitHub (π¨βπ» 17 Β· π 190 Β· π₯ 100 Β· π¦ 96 Β· π 90 - 55% open Β· β±οΈ 15.06.2021):
git clone https://github.com/scikit-learn-contrib/lightning
-
PyPi (π₯ 1.2K / month Β· π¦ 10 Β· β±οΈ 15.06.2021):
pip install sklearn-contrib-lightning
-
Conda (π₯ 160K Β· β±οΈ 13.11.2021):
conda install -c conda-forge sklearn-contrib-lightning
iterative-stratification (π₯23 Β· β 610) - scikit-learn cross validators for iterative.. BSD-3
scikit-opt (π₯22 Β· β 2.8K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
scikit-lego (π₯21 Β· β 650) - Extra blocks for scikit-learn pipelines. MIT
scikit-tda (π₯20 Β· β 320) - Topological Data Analysis for Python. MIT
Show 6 hidden projects...
- sklearn-crfsuite (π₯24 Β· β 380 Β· π) - scikit-learn inspired API for CRFsuite.
MIT
- scikit-multilearn (π₯22 Β· β 700 Β· π) - A scikit-learn based module for multi-label et. al...
BSD-2
- skope-rules (π₯20 Β· β 420 Β· π) - machine learning with logical rules in Python.
βοΈBSD-1-Clause
- skggm (π₯18 Β· β 190 Β· π€) - Scikit-learn compatible estimation of general graphical models.
MIT
- celer (π₯17 Β· β 130) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,..
BSD-3
- dabl (π₯15 Β· β 110) - Data Analysis Baseline Library.
BSD-3
Pytorch Utilities
Libraries that extend Pytorch with additional capabilities.
PML (π₯27 Β· β 3.9K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
-
GitHub (π¨βπ» 21 Β· π 490 Β· π¦ 170 Β· π 320 - 16% open Β· β±οΈ 08.12.2021):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
-
PyPi (π₯ 85K / month Β· β±οΈ 28.11.2021):
pip install pytorch-metric-learning
-
Conda (π₯ 5K Β· β±οΈ 28.11.2021):
conda install -c metric-learning pytorch-metric-learning
pytorch-optimizer (π₯27 Β· β 2.2K) - torch-optimizer -- collection of optimizers for.. Apache-2
EfficientNet-PyTorch (π₯26 Β· β 6.7K Β· π€) - A PyTorch implementation of EfficientNet and.. Apache-2
pytorch-summary (π₯26 Β· β 3.3K Β· π€) - Model summary in PyTorch similar to `model.summary()`.. MIT
accelerate (π₯24 Β· β 2K) - A simple way to train and use PyTorch models with multi-GPU,.. Apache-2
Torchmeta (π₯23 Β· β 1.5K) - A collection of extensions and data-loaders for few-shot learning.. MIT
lightning-flash (π₯23 Β· β 1.3K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2
torchdiffeq (π₯22 Β· β 3.8K) - Differentiable ODE solvers with full GPU support and.. MIT
SRU (π₯22 Β· β 2K Β· π€) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
reformer-pytorch (π₯22 Β· β 1.6K) - Reformer, the efficient Transformer, in Pytorch. MIT
EfficientNets (π₯22 Β· β 1.4K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
torch-scatter (π₯22 Β· β 830) - PyTorch Extension Library of Optimized Scatter Operations. MIT
PyTorch Sparse (π₯22 Β· β 540) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
Higher (π₯21 Β· β 1.3K) - higher is a pytorch library allowing users to obtain higher.. Apache-2
Pytorch Toolbelt (π₯20 Β· β 1.2K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
Pywick (π₯20 Β· β 360) - High-level batteries-included neural network training library for.. MIT
Tensor Sensor (π₯19 Β· β 600) - The goal of this library is to generate more helpful.. MIT
Performer Pytorch (π₯18 Β· β 750) - An implementation of Performer, a linear attention-based.. MIT
Tez (π₯17 Β· β 730) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2
tinygrad (π₯16 Β· β 5.1K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
-
GitHub (π¨βπ» 52 Β· π 570 Β· π¦ 1 Β· π 100 - 20% open Β· β±οΈ 30.11.2021):
git clone https://github.com/geohot/tinygrad
torchsde (π₯15 Β· β 880) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
-
GitHub (π¨βπ» 5 Β· π 94 Β· π¦ 9 Β· π 41 - 17% open Β· β±οΈ 26.07.2021):
git clone https://github.com/google-research/torchsde
Torch-Struct (π₯14 Β· β 1K) - Fast, general, and tested differentiable structured prediction.. MIT
-
GitHub (π¨βπ» 13 Β· π 76 Β· π 49 - 42% open Β· β±οΈ 04.11.2021):
git clone https://github.com/harvardnlp/pytorch-struct
Show 7 hidden projects...
- pretrainedmodels (π₯28 Β· β 8.3K Β· π) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,..
BSD-3
- Poutyne (π₯20 Β· β 510) - A simplified framework and utilities for PyTorch.
βοΈLGPL-3.0
- AdaBound (π₯19 Β· β 2.9K Β· π) - An optimizer that trains as fast as Adam and as good as SGD.
Apache-2
- Antialiased CNNs (π₯18 Β· β 1.5K) - pip install antialiased-cnns to improve stability and..
βοΈCC BY-NC-SA 4.0
- Lambda Networks (π₯16 Β· β 1.5K Β· π) - Implementation of LambdaNetworks, a new approach to..
MIT
- micrograd (π₯14 Β· β 1.8K Β· π) - A tiny scalar-valued autograd engine and a neural net library..
MIT
- TorchDrift (π₯14 Β· β 180) - Drift Detection for your PyTorch Models.
Apache-2
Database Clients
Libraries for connecting to, operating, and querying databases.
π best-of-python - DB Clients ( β 1.9K) - Collection of database clients for python.
Others
scipy (π₯41 Β· β 8.9K Β· π) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
SymPy (π₯37 Β· β 8.7K) - A computer algebra system written in pure Python. BSD-3
-
GitHub (π¨βπ» 1.1K Β· π 3.5K Β· π₯ 440K Β· π¦ 38K Β· π 12K - 35% open Β· β±οΈ 08.12.2021):
git clone https://github.com/sympy/sympy
-
PyPi (π₯ 980K / month Β· π¦ 6.4K Β· β±οΈ 08.10.2021):
pip install sympy
-
Conda (π₯ 1.8M Β· β±οΈ 06.11.2021):
conda install -c conda-forge sympy
PyOD (π₯30 Β· β 5.1K) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2
Datasette (π₯29 Β· β 5.6K) - An open source multi-tool for exploring and publishing data. Apache-2
hdbscan (π₯28 Β· β 2K) - A high performance implementation of HDBSCAN clustering. BSD-3
-
GitHub (π¨βπ» 74 Β· π 370 Β· π¦ 1.1K Β· π 400 - 62% open Β· β±οΈ 24.11.2021):
git clone https://github.com/scikit-learn-contrib/hdbscan
-
PyPi (π₯ 210K / month Β· π¦ 120 Β· β±οΈ 03.02.2021):
pip install hdbscan
-
Conda (π₯ 980K Β· β±οΈ 14.02.2021):
conda install -c conda-forge hdbscan
Pythran (π₯28 Β· β 1.7K) - Ahead of Time compiler for numeric kernels. BSD-3
-
GitHub (π¨βπ» 64 Β· π 160 Β· π¦ 88 Β· π 740 - 15% open Β· β±οΈ 06.12.2021):
git clone https://github.com/serge-sans-paille/pythran
-
PyPi (π₯ 190K / month Β· π¦ 26 Β· β±οΈ 14.09.2021):
pip install pythran
-
Conda (π₯ 210K Β· β±οΈ 05.11.2021):
conda install -c conda-forge pythran
agate (π₯28 Β· β 1.1K) - A Python data analysis library that is optimized for humans instead of.. MIT
DeepChem (π₯27 Β· β 3.3K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
kmodes (π₯27 Β· β 930) - Python implementations of the k-modes and k-prototypes clustering.. MIT
causalml (π₯25 Β· β 2.5K) - Uplift modeling and causal inference with machine learning.. Apache-2
metric-learn (π₯25 Β· β 1.2K) - Metric learning algorithms in Python. MIT
TabPy (π₯25 Β· β 1.2K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT
PennyLane (π₯25 Β· β 1.1K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
pyclustering (π₯25 Β· β 900 Β· π€) - pyclustring is a Python, C++ data mining library. BSD-3
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GitHub (π¨βπ» 26 Β· π 210 Β· π₯ 380 Β· π¦ 250 Β· π 640 - 8% open Β· β±οΈ 12.02.2021):
git clone https://github.com/annoviko/pyclustering
-
PyPi (π₯ 22K / month Β· π¦ 36 Β· β±οΈ 25.11.2020):
pip install pyclustering
-
Conda (π₯ 32K Β· β±οΈ 13.09.2021):
conda install -c conda-forge pyclustering
pyjanitor (π₯25 Β· β 780) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
-
GitHub (π¨βπ» 95 Β· π 130 Β· π¦ 130 Β· π 420 - 21% open Β· β±οΈ 22.11.2021):
git clone https://github.com/pyjanitor-devs/pyjanitor
-
PyPi (π₯ 13K / month Β· π¦ 4 Β· β±οΈ 21.11.2021):
pip install pyjanitor
-
Conda (π₯ 110K Β· β±οΈ 22.11.2021):
conda install -c conda-forge pyjanitor
alibi-detect (π₯23 Β· β 980) - Algorithms for outlier, adversarial and drift detection. Apache-2
Mars (π₯22 Β· β 2.3K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
AugLy (π₯20 Β· β 4K Β· π£) - A data augmentations library for audio, image, text, and video. MIT
StreamAlert (π₯20 Β· β 2.6K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2
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GitHub (π¨βπ» 33 Β· π 320 Β· π 340 - 24% open Β· β±οΈ 04.11.2021):
git clone https://github.com/airbnb/streamalert
scikit-rebate (π₯20 Β· β 330 Β· π€) - A scikit-learn-compatible Python implementation of.. MIT
River (π₯19 Β· β 3K) - Online machine learning in Python. BSD-3
-
GitHub (π¨βπ» 70 Β· π 320 Β· π¦ 51 Β· π 330 - 2% open Β· β±οΈ 07.12.2021):
git clone https://github.com/online-ml/river
AstroML (π₯19 Β· β 780 Β· π€) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
baikal (π₯19 Β· β 580 Β· π€) - A graph-based functional API for building complex scikit-learn.. BSD-3
apricot (π₯19 Β· β 380) - apricot implements submodular optimization for the purpose of selecting.. MIT
opyrator (π₯18 Β· β 2.5K Β· π€) - Turns your machine learning code into microservices with web API,.. MIT
avalanche (π₯18 Β· β 680) - Avalanche: an End-to-End Library for Continual Learning. MIT
-
GitHub (π¨βπ» 46 Β· π 100 Β· π 440 - 15% open Β· β±οΈ 01.12.2021):
git clone https://github.com/ContinualAI/avalanche
pykale (π₯14 Β· β 310) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT
traingenerator (π₯12 Β· β 1.1K Β· π€) - A web app to generate template code for machine learning. MIT
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GitHub (π¨βπ» 3 Β· π 160 Β· π 16 - 81% open Β· β±οΈ 29.04.2021):
git clone https://github.com/jrieke/traingenerator
Show 13 hidden projects...
- Cython BLIS (π₯28 Β· β 180) - Fast matrix-multiplication as a self-contained Python library no..
BSD-3
- pysc2 (π₯25 Β· β 7.4K Β· π) - StarCraft II Learning Environment.
Apache-2
- datalad (π₯24 Β· β 270) - Keep code, data, containers under control with git and git-annex.
MIT
- minisom (π₯22 Β· β 970) - MiniSom is a minimalistic implementation of the Self Organizing..
βοΈCC-BY-3.0
- impyute (π₯21 Β· β 300) - Data imputations library to preprocess datasets with missing data.
MIT
- cleanlab (π₯20 Β· β 2.5K) - The standard package for machine learning with noisy labels,..
βοΈAGPL-3.0
- mlens (π₯20 Β· β 710 Β· π) - ML-Ensemble high performance ensemble learning.
MIT
- rrcf (π₯20 Β· β 350 Β· π) - Implementation of the Robust Random Cut Forest algorithm for anomaly..
MIT
- vecstack (π₯19 Β· β 640 Β· π) - Python package for stacking (machine learning technique).
MIT
- pandas-ml (π₯19 Β· β 280 Β· π) - pandas, scikit-learn, xgboost and seaborn integration.
BSD-3
- Feature Engine (π₯16 Β· β 9) - Feature engineering package with sklearn like functionality.
BSD-3
- dstack (π₯12 Β· β 180) - An open-source tool to rapidly develop data applications with Python.
Apache-2
- nylon (π₯11 Β· β 76 Β· π£) - An intelligent, flexible grammar of machine learning.
MIT
Related Resources
- Papers With Code: Discover ML papers, code, and evaluation tables.
- Sotabench: Discover & compare open-source ML models.
- Google Dataset Search: Dataset search engine by Google.
- Dataset List: List of the biggest ML datasets from across the web.
- Awesome Public Datasets: A topic-centric list of open datasets.
- Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
- best-of-python-dev: A ranked list of awesome python developer tools and libraries.
- best-of-web-python: A ranked list of awesome python libraries for web development.
Contribution
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
- Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.
For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.