π A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 840 awesome open-source projects with a total of 2.9M stars grouped into 32 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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- Machine Learning Frameworks 54 projects
- Data Visualization 49 projects
- Text Data & NLP 82 projects
- Image Data 49 projects
- Graph Data 29 projects
- Audio Data 24 projects
- Geospatial Data 22 projects
- Financial Data 23 projects
- Time Series Data 20 projects
- Medical Data 19 projects
- Optical Character Recognition 11 projects
- Data Containers & Structures 28 projects
- Data Loading & Extraction 23 projects
- Web Scraping & Crawling 1 projects
- Data Pipelines & Streaming 36 projects
- Distributed Machine Learning 26 projects
- Hyperparameter Optimization & AutoML 45 projects
- Reinforcement Learning 19 projects
- Recommender Systems 14 projects
- Privacy Machine Learning 6 projects
- Workflow & Experiment Tracking 35 projects
- Model Serialization & Conversion 11 projects
- Model Interpretability 46 projects
- Vector Similarity Search (ANN) 12 projects
- Probabilistics & Statistics 21 projects
- Adversarial Robustness 8 projects
- GPU Utilities 18 projects
- Tensorflow Utilities 13 projects
- Sklearn Utilities 17 projects
- Pytorch Utilities 27 projects
- Database Clients 1 projects
- Others 53 projects
- 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
General-purpose machine learning and deep learning frameworks.
Tensorflow (π₯44 Β· β 160K) - An Open Source Machine Learning Framework for Everyone. Apache-2
-
GitHub (π¨βπ» 3.6K Β· π 85K Β· π¦ 140K Β· π 32K - 12% open Β· β±οΈ 13.05.2021):
git clone https://github.com/tensorflow/tensorflow
-
PyPi (π₯ 11M / month Β· π¦ 23K Β· β±οΈ 05.05.2021):
pip install tensorflow
-
Conda (π₯ 2.5M Β· β±οΈ 30.04.2021):
conda install -c conda-forge tensorflow
-
Docker Hub (π₯ 52M Β· β 1.9K Β· β±οΈ 13.05.2021):
docker pull tensorflow/tensorflow
scikit-learn (π₯37 Β· β 46K) - scikit-learn: machine learning in Python. BSD-3
-
GitHub (π¨βπ» 2.2K Β· π 21K Β· π₯ 690 Β· π¦ 220K Β· π 9.2K - 25% open Β· β±οΈ 13.05.2021):
git clone https://github.com/scikit-learn/scikit-learn
-
PyPi (π₯ 23M / month Β· π¦ 38K Β· β±οΈ 28.04.2021):
pip install scikit-learn
-
Conda (π₯ 8M Β· β±οΈ 28.04.2021):
conda install -c conda-forge scikit-learn
XGBoost (π₯37 Β· β 21K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
-
GitHub (π¨βπ» 520 Β· π 8K Β· π₯ 2.4K Β· π¦ 17K Β· π 4.1K - 7% open Β· β±οΈ 12.05.2021):
git clone https://github.com/dmlc/xgboost
-
PyPi (π₯ 5.2M / month Β· π¦ 1.6K Β· β±οΈ 13.05.2021):
pip install xgboost
-
Conda (π₯ 1.6M Β· β±οΈ 29.04.2021):
conda install -c conda-forge xgboost
LightGBM (π₯36 Β· β 13K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
-
GitHub (π¨βπ» 220 Β· π 3.3K Β· π₯ 110K Β· π¦ 6.9K Β· π 2.2K - 4% open Β· β±οΈ 13.05.2021):
git clone https://github.com/microsoft/LightGBM
-
PyPi (π₯ 3.9M / month Β· π¦ 560 Β· β±οΈ 22.03.2021):
pip install lightgbm
-
Conda (π₯ 580K Β· β±οΈ 20.04.2021):
conda install -c conda-forge lightgbm
MXNet (π₯34 Β· β 19K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2
-
GitHub (π¨βπ» 960 Β· π 6.8K Β· π₯ 24K Β· π¦ 2K Β· π 9.5K - 19% open Β· β±οΈ 08.05.2021):
git clone https://github.com/apache/incubator-mxnet
-
PyPi (π₯ 230K / month Β· π¦ 440 Β· β±οΈ 31.03.2021):
pip install mxnet
-
Conda (π₯ 6.2K Β· β±οΈ 29.02.2020):
conda install -c anaconda mxnet
jax (π₯34 Β· β 13K Β· π) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
Theano (π₯34 Β· β 9.4K) - Theano is a Python library that allows you to define, optimize, and.. BSD-3
pytorch-lightning (π₯33 Β· β 13K) - The lightweight PyTorch wrapper for high-performance.. Apache-2
-
GitHub (π¨βπ» 450 Β· π 1.6K Β· π₯ 3.3K Β· π¦ 2.9K Β· π 3.3K - 8% open Β· β±οΈ 13.05.2021):
git clone https://github.com/PyTorchLightning/pytorch-lightning
-
PyPi (π₯ 420K / month Β· π¦ 14 Β· β±οΈ 11.05.2021):
pip install pytorch-lightning
-
Conda (π₯ 130K Β· β±οΈ 11.05.2021):
conda install -c conda-forge pytorch-lightning
StatsModels (π₯33 Β· β 6.3K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
-
GitHub (π¨βπ» 310 Β· π 2.2K Β· π₯ 25 Β· π¦ 42K Β· π 4.4K - 47% open Β· β±οΈ 07.05.2021):
git clone https://github.com/statsmodels/statsmodels
-
PyPi (π₯ 4M / month Β· π¦ 6.7K Β· β±οΈ 02.02.2021):
pip install statsmodels
-
Conda (π₯ 4M Β· β±οΈ 15.02.2021):
conda install -c conda-forge statsmodels
Thinc (π₯32 Β· β 2.3K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
PaddlePaddle (π₯31 Β· β 15K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
Catboost (π₯31 Β· β 5.9K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
Vowpal Wabbit (π₯30 Β· β 7.5K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
TFlearn (π₯29 Β· β 9.5K) - Deep learning library featuring a higher-level API for TensorFlow. MIT
Ignite (π₯29 Β· β 3.6K) - High-level library to help with training and evaluating neural.. BSD-3
tensorpack (π₯28 Β· β 6K) - A Neural Net Training Interface on TensorFlow, with focus on.. Apache-2
Flax (π₯28 Β· β 1.7K) - Flax is a neural network library for JAX that is designed for.. Apache-2
jax
Jina (π₯27 Β· β 3.3K) - An easier way to build neural search on the cloud. Apache-2
-
GitHub (π¨βπ» 97 Β· π 430 Β· π¦ 59 Β· π 800 - 9% open Β· β±οΈ 12.05.2021):
git clone https://github.com/jina-ai/jina
-
PyPi (π₯ 10K / month Β· β±οΈ 12.05.2021):
pip install jina
-
Docker Hub (π₯ 480K Β· β 2 Β· β±οΈ 12.05.2021):
docker pull jinaai/jina
Turi Create (π₯25 Β· β 10K) - Turi Create simplifies the development of custom machine learning.. BSD-3
Neural Network Libraries (π₯25 Β· β 2.5K) - Neural Network Libraries. Apache-2
ktrain (π₯25 Β· β 810) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
tensorflow-upstream (π₯25 Β· β 560) - TensorFlow ROCm port. Apache-2
einops (π₯24 Β· β 3K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and others). MIT
SHOGUN (π₯23 Β· β 2.8K) - Unified and efficient Machine Learning. BSD-3
-
GitHub (π¨βπ» 250 Β· π 1K Β· π 1.5K - 30% open Β· β±οΈ 08.12.2020):
git clone https://github.com/shogun-toolbox/shogun
-
Conda (π₯ 99K 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₯22 Β· β 1.4K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
mace (π₯21 Β· β 4.4K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
-
GitHub (π¨βπ» 60 Β· π 760 Β· π₯ 1.3K Β· π 640 - 6% open Β· β±οΈ 11.05.2021):
git clone https://github.com/XiaoMi/mace
Haiku (π₯21 Β· β 1.1K) - JAX-based neural network library. Apache-2
-
GitHub (π¨βπ» 41 Β· π 77 Β· π¦ 86 Β· π 82 - 24% open Β· β±οΈ 12.05.2021):
git clone https://github.com/deepmind/dm-haiku
Torchbearer (π₯21 Β· β 600) - torchbearer: A model fitting library for PyTorch. MIT
Objax (π₯20 Β· β 590) - Objax is a machine learning framework that provides an Object.. Apache-2
jax
ThunderSVM (π₯19 Β· β 1.3K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
elegy (π₯17 Β· β 210) - Elegy is a framework-agnostic Trainer interface for the Jax.. Apache-2
jax
ThunderGBM (π₯16 Β· β 590) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
NeoML (π₯14 Β· β 580) - Machine learning framework for both deep learning and traditional.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 83 Β· π 49 - 73% open Β· β±οΈ 30.04.2021):
git clone https://github.com/neoml-lib/neoml
Show 9 hidden projects...
- dlib (π₯32 Β· β 10K) - A toolkit for making real world machine learning and data analysis..
βοΈBSL-1.0
- CNTK (π₯26 Β· β 17K Β· π) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit.
MIT
- NuPIC (π₯25 Β· β 6.2K 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 2.9K Β· π) - High performance, easy-to-use, and scalable machine learning (ML)..
Apache-2
- NeuPy (π₯23 Β· β 680 Β· π) - NeuPy is a Tensorflow based python library for prototyping and building..
MIT
- neon (π₯22 Β· β 3.9K Β· π) - Intel Nervana reference deep learning framework committed to best..
Apache-2
- MindsDB (π₯20 Β· β 3.7K) - Predictive AI layer for existing databases.
βοΈGPL-3.0
- StarSpace (π₯14 Β· β 3.6K Β· π) - Learning embeddings for classification, retrieval and ranking.
MIT
General-purpose and task-specific data visualization libraries.
Matplotlib (π₯41 Β· β 14K) - matplotlib: plotting with Python. Python-2.0
-
GitHub (π¨βπ» 1.2K Β· π 5.8K Β· π¦ 370K Β· π 7.9K - 21% open Β· β±οΈ 13.05.2021):
git clone https://github.com/matplotlib/matplotlib
-
PyPi (π₯ 20M / month Β· π¦ 79K Β· β±οΈ 08.05.2021):
pip install matplotlib
-
Conda (π₯ 8.8M Β· β±οΈ 10.05.2021):
conda install -c conda-forge matplotlib
Seaborn (π₯37 Β· β 8.4K) - Statistical data visualization using matplotlib. BSD-3
-
GitHub (π¨βπ» 150 Β· π 1.4K Β· π₯ 160 Β· π¦ 95K Β· π 1.9K - 5% open Β· β±οΈ 13.05.2021):
git clone https://github.com/mwaskom/seaborn
-
PyPi (π₯ 5.1M / month Β· π¦ 13K Β· β±οΈ 20.12.2020):
pip install seaborn
-
Conda (π₯ 2.3M Β· β±οΈ 28.01.2021):
conda install -c conda-forge seaborn
Plotly (π₯36 Β· β 9.5K) - The interactive graphing library for Python (includes Plotly Express). MIT
-
GitHub (π¨βπ» 170 Β· π 1.8K Β· π¦ 5 Β· π 2K - 44% open Β· β±οΈ 11.05.2021):
git clone https://github.com/plotly/plotly.py
-
PyPi (π₯ 5.3M / month Β· π¦ 5K Β· β±οΈ 12.01.2021):
pip install plotly
-
Conda (π₯ 1.4M Β· β±οΈ 12.01.2021):
conda install -c conda-forge plotly
-
NPM (π₯ 35K / month Β· π¦ 4 Β· β±οΈ 12.01.2021):
npm install plotlywidget
dash (π₯35 Β· β 14K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
pandas-profiling (π₯31 Β· β 7.3K) - Create HTML profiling reports from pandas DataFrame.. MIT
-
GitHub (π¨βπ» 75 Β· π 1.1K Β· π¦ 4K Β· π 460 - 15% open Β· β±οΈ 10.05.2021):
git clone https://github.com/pandas-profiling/pandas-profiling
-
PyPi (π₯ 370K / month Β· π¦ 160 Β· β±οΈ 11.05.2021):
pip install pandas-profiling
-
Conda (π₯ 120K Β· β±οΈ 12.05.2021):
conda install -c conda-forge pandas-profiling
wordcloud (π₯30 Β· β 8.1K) - A little word cloud generator in Python. MIT
-
GitHub (π¨βπ» 61 Β· π 2.1K Β· π¦ 11K Β· π 450 - 22% open Β· β±οΈ 01.03.2021):
git clone https://github.com/amueller/word_cloud
-
PyPi (π₯ 420K / month Β· π¦ 1.1K Β· β±οΈ 11.11.2020):
pip install wordcloud
-
Conda (π₯ 210K Β· β±οΈ 14.01.2021):
conda install -c conda-forge wordcloud
PyQtGraph (π₯30 Β· β 2.4K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
HoloViews (π₯29 Β· β 1.9K) - With Holoviews, your data visualizes itself. BSD-3
-
GitHub (π¨βπ» 100 Β· π 310 Β· π 2.6K - 27% open Β· β±οΈ 10.05.2021):
git clone https://github.com/holoviz/holoviews
-
PyPi (π₯ 110K / month Β· π¦ 170 Β· β±οΈ 08.04.2021):
pip install holoviews
-
Conda (π₯ 490K Β· β±οΈ 08.04.2021):
conda install -c conda-forge holoviews
-
NPM (π₯ 6K / month Β· β±οΈ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
bqplot (π₯28 Β· β 3.1K) - Plotting library for IPython/Jupyter notebooks. Apache-2
-
GitHub (π¨βπ» 51 Β· π 400 Β· π¦ 26 Β· π 530 - 36% open Β· β±οΈ 11.05.2021):
git clone https://github.com/bqplot/bqplot
-
PyPi (π₯ 37K / month Β· π¦ 110 Β· β±οΈ 08.04.2021):
pip install bqplot
-
Conda (π₯ 600K Β· β±οΈ 21.04.2021):
conda install -c conda-forge bqplot
-
NPM (π₯ 15K / month Β· π¦ 10 Β· β±οΈ 21.04.2021):
npm install bqplot
missingno (π₯28 Β· β 2.8K) - Missing data visualization module for Python. MIT
-
GitHub (π¨βπ» 16 Β· π 350 Β· π¦ 3.7K Β· π 110 - 17% open Β· β±οΈ 27.04.2021):
git clone https://github.com/ResidentMario/missingno
-
PyPi (π₯ 320K / month Β· π¦ 150 Β· β±οΈ 09.07.2019):
pip install missingno
-
Conda (π₯ 91K Β· β±οΈ 15.02.2020):
conda install -c conda-forge missingno
datashader (π₯28 Β· β 2.5K) - Quickly and accurately render even the largest data. BSD-3
-
GitHub (π¨βπ» 43 Β· π 320 Β· π¦ 680 Β· π 470 - 26% open Β· β±οΈ 13.04.2021):
git clone https://github.com/holoviz/datashader
-
PyPi (π₯ 47K / month Β· π¦ 70 Β· β±οΈ 16.03.2021):
pip install datashader
-
Conda (π₯ 180K Β· β±οΈ 13.04.2021):
conda install -c conda-forge datashader
Perspective (π₯27 Β· β 3.4K) - Streaming pivot visualization via WebAssembly. Apache-2
-
GitHub (π¨βπ» 63 Β· π 370 Β· π¦ 190 Β· π 410 - 15% open Β· β±οΈ 12.05.2021):
git clone https://github.com/finos/perspective
-
PyPi (π₯ 2.3K / month Β· π¦ 8 Β· β±οΈ 11.05.2021):
pip install perspective-python
-
NPM (π₯ 2.3K / month Β· β±οΈ 12.05.2021):
npm install @finos/perspective-jupyterlab
PyVista (π₯27 Β· β 800) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT
-
GitHub (π¨βπ» 56 Β· π 160 Β· π₯ 75 Β· π¦ 330 Β· π 460 - 31% open Β· β±οΈ 11.05.2021):
git clone https://github.com/pyvista/pyvista
-
PyPi (π₯ 32K / month Β· π¦ 26 Β· β±οΈ 11.05.2021):
pip install pyvista
-
Conda (π₯ 83K Β· β±οΈ 11.05.2021):
conda install -c conda-forge pyvista
data-validation (π₯27 Β· β 540) - Library for exploring and validating machine learning.. Apache-2
Facets Overview (π₯26 Β· β 6.6K) - Visualizations for machine learning datasets. Apache-2
VisPy (π₯26 Β· β 2.6K) - High-performance interactive 2D/3D data visualization library. BSD-3
-
GitHub (π¨βπ» 150 Β· π 550 Β· π¦ 500 Β· π 1.2K - 30% open Β· β±οΈ 12.05.2021):
git clone https://github.com/vispy/vispy
-
PyPi (π₯ 37K / month Β· π¦ 120 Β· β±οΈ 28.11.2020):
pip install vispy
-
Conda (π₯ 150K Β· β±οΈ 30.04.2021):
conda install -c conda-forge vispy
-
NPM (π₯ 68 / month Β· β±οΈ 15.03.2020):
npm install vispy
pythreejs (π₯26 Β· β 730) - A Jupyter - Three.js bridge. BSD-3
-
GitHub (π¨βπ» 27 Β· π 160 Β· π¦ 15 Β· π 200 - 30% open Β· β±οΈ 26.02.2021):
git clone https://github.com/jupyter-widgets/pythreejs
-
PyPi (π₯ 26K / month Β· π¦ 26 Β· β±οΈ 26.02.2021):
pip install pythreejs
-
Conda (π₯ 300K Β· β±οΈ 02.03.2021):
conda install -c conda-forge pythreejs
-
NPM (π₯ 9.1K / month Β· π¦ 8 Β· β±οΈ 26.02.2021):
npm install jupyter-threejs
HyperTools (π₯25 Β· β 1.6K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT
hvPlot (π₯25 Β· β 390) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
Chartify (π₯24 Β· β 2.9K) - Python library that makes it easy for data scientists to create.. Apache-2
D-Tale (π₯24 Β· β 2.3K) - Visualizer for pandas data structures. βοΈLGPL-2.1
Multicore-TSNE (π₯23 Β· β 1.6K Β· π€) - Parallel t-SNE implementation with Python and Torch.. BSD-3
-
GitHub (π¨βπ» 15 Β· π 200 Β· π¦ 220 Β· π 57 - 64% open Β· β±οΈ 19.08.2020):
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
-
PyPi (π₯ 5.3K / month Β· π¦ 28 Β· β±οΈ 09.01.2019):
pip install MulticoreTSNE
-
Conda (π₯ 7.3K Β· β±οΈ 23.04.2021):
conda install -c conda-forge multicore-tsne
Pandas-Bokeh (π₯23 Β· β 670) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
python-ternary (π₯23 Β· β 410) - Ternary plotting library for python with matplotlib. MIT
-
GitHub (π¨βπ» 25 Β· π 110 Β· π₯ 14 Β· π¦ 65 Β· π 110 - 22% open Β· β±οΈ 06.05.2021):
git clone https://github.com/marcharper/python-ternary
-
PyPi (π₯ 4.2K / month Β· π¦ 20 Β· β±οΈ 17.02.2021):
pip install python-ternary
-
Conda (π₯ 53K Β· β±οΈ 17.02.2021):
conda install -c conda-forge python-ternary
Sweetviz (π₯21 Β· β 1.6K) - Visualize and compare datasets, target values and associations, with one.. MIT
AutoViz (π₯20 Β· β 350) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
animatplot (π₯19 Β· β 360 Β· π€) - A python package for animating plots build on matplotlib. MIT
data-describe (π₯15 Β· β 280) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
Show 4 hidden projects...
- plotnine (π₯28 Β· β 2.7K) - A grammar of graphics for Python.
βοΈGPL-2.0
- pivottablejs (π₯20 Β· β 430 Β· π) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..
MIT
- pdvega (π₯17 Β· β 340 Β· π) - Interactive plotting for Pandas using Vega-Lite.
MIT
- nptsne (π₯14 Β· β 25) - nptsne is a numpy compatible python binary package that offers a number..
Apache-2
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₯36 Β· β 46K) - Transformers: State-of-the-art Natural Language.. Apache-2
-
GitHub (π¨βπ» 880 Β· π 11K Β· π₯ 1.3K Β· π¦ 11K Β· π 6.8K - 6% open Β· β±οΈ 13.05.2021):
git clone https://github.com/huggingface/transformers
-
PyPi (π₯ 2.3M / month Β· π¦ 130 Β· β±οΈ 12.05.2021):
pip install transformers
-
Conda (π₯ 39K Β· β±οΈ 12.05.2021):
conda install -c conda-forge transformers
gensim (π₯36 Β· β 12K) - Topic Modelling for Humans. βοΈLGPL-2.1
-
GitHub (π¨βπ» 400 Β· π 4K Β· π₯ 3.3K Β· π¦ 23K Β· π 1.7K - 21% open Β· β±οΈ 13.05.2021):
git clone https://github.com/RaRe-Technologies/gensim
-
PyPi (π₯ 11M / month Β· π¦ 4.7K Β· β±οΈ 25.03.2021):
pip install gensim
-
Conda (π₯ 650K Β· β±οΈ 02.04.2021):
conda install -c conda-forge gensim
nltk (π₯35 Β· β 9.9K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
fastText (π₯31 Β· β 23K Β· π€) - Library for fast text representation and classification. MIT
-
GitHub (π¨βπ» 58 Β· π 4.4K Β· π¦ 1.7K Β· π 1K - 43% open Β· β±οΈ 18.07.2020):
git clone https://github.com/facebookresearch/fastText
-
PyPi (π₯ 540K / month Β· π¦ 190 Β· β±οΈ 28.04.2020):
pip install fasttext
-
Conda (π₯ 20K Β· β±οΈ 12.10.2020):
conda install -c conda-forge fasttext
fairseq (π₯31 Β· β 12K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
ChatterBot (π₯31 Β· β 11K Β· π€) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
flair (π₯31 Β· β 10K Β· π) - A very simple framework for state-of-the-art Natural Language.. MIT
sentencepiece (π₯31 Β· β 5K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
-
GitHub (π¨βπ» 53 Β· π 690 Β· π₯ 13K Β· π¦ 7.5K Β· π 440 - 7% open Β· β±οΈ 08.05.2021):
git clone https://github.com/google/sentencepiece
-
PyPi (π₯ 2.1M / month Β· π¦ 240 Β· β±οΈ 10.01.2021):
pip install sentencepiece
-
Conda (π₯ 53K Β· β±οΈ 09.02.2021):
conda install -c conda-forge sentencepiece
snowballstemmer (π₯31 Β· β 500) - Snowball compiler and stemming algorithms. BSD-3
-
GitHub (π¨βπ» 26 Β· π 140 Β· π¦ 49K Β· π 62 - 32% open Β· β±οΈ 11.04.2021):
git clone https://github.com/snowballstem/snowball
-
PyPi (π₯ 5.8M / month Β· π¦ 13K Β· β±οΈ 21.01.2021):
pip install snowballstemmer
-
Conda (π₯ 2.5M Β· β±οΈ 21.01.2021):
conda install -c conda-forge snowballstemmer
TextBlob (π₯30 Β· β 7.7K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
-
GitHub (π¨βπ» 34 Β· π 1K Β· π₯ 90 Β· π¦ 12K Β· π 240 - 36% open Β· β±οΈ 10.05.2021):
git clone https://github.com/sloria/TextBlob
-
PyPi (π₯ 500K / month Β· π¦ 2.5K Β· β±οΈ 24.02.2019):
pip install textblob
-
Conda (π₯ 120K Β· β±οΈ 24.02.2019):
conda install -c conda-forge textblob
sentence-transformers (π₯30 Β· β 5K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
ftfy (π₯29 Β· β 3K) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
-
GitHub (π¨βπ» 17 Β· π 100 Β· π¦ 3.2K Β· π 120 - 10% open Β· β±οΈ 04.05.2021):
git clone https://github.com/LuminosoInsight/python-ftfy
-
PyPi (π₯ 990K / month Β· π¦ 760 Β· β±οΈ 16.04.2021):
pip install ftfy
-
Conda (π₯ 100K Β· β±οΈ 19.04.2021):
conda install -c conda-forge ftfy
Rasa (π₯28 Β· β 11K) - Open source machine learning framework to automate text- and voice-.. Apache-2
DeepPavlov (π₯28 Β· β 5.2K) - An open source library for deep learning end-to-end dialog.. Apache-2
phonenumbers (π₯28 Β· β 2.7K) - Python port of Google's libphonenumber. Apache-2
-
GitHub (π¨βπ» 22 Β· π 340 Β· π 120 - 2% open Β· β±οΈ 13.05.2021):
git clone https://github.com/daviddrysdale/python-phonenumbers
-
PyPi (π₯ 1.7M / month Β· π¦ 2.3K Β· β±οΈ 13.05.2021):
pip install phonenumbers
-
Conda (π₯ 420K Β· β±οΈ 04.08.2019):
conda install -c conda-forge phonenumbers
Tokenizers (π₯27 Β· β 4.5K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
ParlAI (π₯26 Β· β 7.2K) - A framework for training and evaluating AI models on a variety of.. MIT
vaderSentiment (π₯26 Β· β 3K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
GluonNLP (π₯26 Β· β 2.3K) - Toolkit that enables easy text preprocessing, datasets loading.. Apache-2
haystack (π₯26 Β· β 1.8K) - End-to-end Python framework for building natural language search.. Apache-2
jellyfish (π₯26 Β· β 1.4K) - a python library for doing approximate and phonetic matching of.. BSD-2
-
GitHub (π¨βπ» 23 Β· π 130 Β· π¦ 2.4K Β· π 100 - 11% open Β· β±οΈ 29.04.2021):
git clone https://github.com/jamesturk/jellyfish
-
PyPi (π₯ 1.5M / month Β· π¦ 650 Β· β±οΈ 21.05.2020):
pip install jellyfish
-
Conda (π₯ 130K Β· β±οΈ 08.01.2021):
conda install -c conda-forge jellyfish
TensorFlow Text (π₯26 Β· β 730) - Making text a first-class citizen in TensorFlow. Apache-2
pyahocorasick (π₯26 Β· β 610) - Python module (C extension and plain python) implementing Aho-.. BSD-3
-
GitHub (π¨βπ» 21 Β· π 88 Β· π¦ 590 Β· π 100 - 32% open Β· β±οΈ 27.03.2021):
git clone https://github.com/WojciechMula/pyahocorasick
-
PyPi (π₯ 220K / month Β· π¦ 100 Β· β±οΈ 27.03.2021):
pip install pyahocorasick
-
Conda (π₯ 120K Β· β±οΈ 13.10.2020):
conda install -c conda-forge pyahocorasick
inflect (π₯26 Β· β 510) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
stanza (π₯25 Β· β 5.4K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
T5 (π₯25 Β· β 3.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
Sumy (π₯25 Β· β 2.6K) - Module for automatic summarization of text documents and HTML pages. Apache-2
TextDistance (π₯25 Β· β 2K Β· π) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
pytorch-nlp (π₯25 Β· β 1.9K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
scattertext (π₯25 Β· β 1.6K) - Beautiful visualizations of how language differs among document.. Apache-2
-
GitHub (π¨βπ» 11 Β· π 220 Β· π¦ 180 Β· π 79 - 21% open Β· β±οΈ 08.03.2021):
git clone https://github.com/JasonKessler/scattertext
-
PyPi (π₯ 3.7K / month Β· π¦ 16 Β· β±οΈ 08.03.2021):
pip install scattertext
-
Conda (π₯ 50K Β· β±οΈ 18.01.2021):
conda install -c conda-forge scattertext
flashtext (π₯24 Β· β 4.7K Β· π€) - Extract Keywords from sentence or Replace keywords in sentences. MIT
textgenrnn (π₯24 Β· β 4.4K Β· π€) - Easily train your own text-generating neural network of any.. MIT
sense2vec (π₯24 Β· β 1.2K) - Contextually-keyed word vectors. MIT
-
GitHub (π¨βπ» 15 Β· π 210 Β· π₯ 16K Β· π¦ 66 Β· π 99 - 16% open Β· β±οΈ 18.04.2021):
git clone https://github.com/explosion/sense2vec
-
PyPi (π₯ 5.6K / month Β· π¦ 12 Β· β±οΈ 19.04.2021):
pip install sense2vec
-
Conda (π₯ 18K Β· β±οΈ 16.03.2020):
conda install -c conda-forge sense2vec
spacy-transformers (π₯24 Β· β 950) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
Ciphey (π₯23 Β· β 6.8K) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
-
GitHub (π¨βπ» 41 Β· π 380 Β· π 230 - 18% open Β· β±οΈ 13.05.2021):
git clone https://github.com/Ciphey/Ciphey
-
PyPi (π₯ 4.9K / month Β· β±οΈ 28.02.2021):
pip install ciphey
-
Docker Hub (π₯ 9.5K Β· β 3 Β· β±οΈ 17.04.2021):
docker pull remnux/ciphey
neuralcoref (π₯23 Β· β 2.3K) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
-
GitHub (π¨βπ» 20 Β· π 400 Β· π₯ 200 Β· π¦ 330 Β· π 270 - 18% open Β· β±οΈ 24.02.2021):
git clone https://github.com/huggingface/neuralcoref
-
PyPi (π₯ 8.4K / month Β· π¦ 18 Β· β±οΈ 08.04.2019):
pip install neuralcoref
-
Conda (π₯ 7.8K Β· β±οΈ 21.02.2020):
conda install -c conda-forge neuralcoref
fastNLP (π₯23 Β· β 2.1K Β· π) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
PyTextRank (π₯23 Β· β 1.5K) - Python implementation of TextRank for phrase extraction and.. MIT
pySBD (π₯23 Β· β 310) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
DeepMatcher (π₯22 Β· β 3.6K) - Python package for performing Entity and Text Matching using Deep.. BSD-3
gpt-2-simple (π₯22 Β· β 2.7K) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
Texar (π₯22 Β· β 2.2K Β· π€) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
anaGo (π₯22 Β· β 1.4K) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition, Part-of-.. MIT
FARM (π₯22 Β· β 1.2K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
SciSpacy (π₯22 Β· β 910) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
NLP Architect (π₯20 Β· β 2.7K) - A model library for exploring state-of-the-art deep learning.. Apache-2
Texthero (π₯20 Β· β 2.2K) - Text preprocessing, representation and visualization from zero to hero. MIT
DELTA (π₯20 Β· β 1.4K) - DELTA is a deep learning based natural language and speech.. Apache-2
-
GitHub (π¨βπ» 41 Β· π 290 Β· π 79 - 11% open Β· β±οΈ 17.12.2020):
git clone https://github.com/Delta-ML/delta
-
PyPi (π₯ 17 / month Β· β±οΈ 27.03.2020):
pip install delta-nlp
-
Docker Hub (π₯ 13K Β· β±οΈ 12.05.2021):
docker pull zh794390558/delta
Sockeye (π₯20 Β· β 1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
YouTokenToMe (π₯20 Β· β 740) - Unsupervised text tokenizer focused on computational efficiency. MIT
Kashgari (π₯18 Β· β 2.1K) - Kashgari is a production-level NLP Transfer learning framework.. Apache-2
VizSeq (π₯16 Β· β 330) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
NeuralQA (π₯15 Β· β 190) - NeuralQA: A Usable Library for Question Answering on Large Datasets with.. MIT
textvec (π₯15 Β· β 170) - Text vectorization tool to outperform TFIDF for classification tasks. MIT
OpenNRE (π₯14 Β· β 3.1K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
-
GitHub (π¨βπ» 9 Β· π 860 Β· π 310 - 8% open Β· β±οΈ 09.03.2021):
git clone https://github.com/thunlp/OpenNRE
TransferNLP (π₯14 Β· β 290 Β· π€) - NLP library designed for reproducible experimentation.. MIT
ONNX-T5 (π₯14 Β· β 150) - Summarization, translation, sentiment-analysis, text-generation and.. Apache-2
Show 8 hidden projects...
- fuzzywuzzy (π₯30 Β· β 8.1K) - Fuzzy String Matching in Python.
βοΈGPL-2.0
- langid (π₯27 Β· β 1.8K Β· π) - Stand-alone language identification system.
BSD-3
- polyglot (π₯26 Β· β 1.8K Β· π€) - Multilingual text (NLP) processing toolkit.
βοΈGPL-3.0
- MatchZoo (π₯22 Β· β 3.4K Β· π) - Facilitating the design, comparison and sharing of deep..
Apache-2
- stop-words (π₯22 Β· β 120 Β· π) - Get list of common stop words in various languages in Python.
BSD-3
- NeuroNER (π₯19 Β· β 1.6K Β· π) - Named-entity recognition using neural networks. Easy-to-use and..
MIT
- pyfasttext (π₯19 Β· β 230 Β· π) - Yet another Python binding for fastText.
βοΈGPL-3.0
- Headliner (π₯16 Β· β 230 Β· π) - Easy training and deployment of seq2seq models.
MIT
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
torchvision (π₯36 Β· β 9K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
-
GitHub (π¨βπ» 380 Β· π 4.7K Β· π¦ 50K Β· π 1.7K - 27% open Β· β±οΈ 13.05.2021):
git clone https://github.com/pytorch/vision
-
PyPi (π₯ 1.5M / month Β· π¦ 4.6K Β· β±οΈ 25.03.2021):
pip install torchvision
-
Conda (π₯ 59K Β· β±οΈ 22.04.2021):
conda install -c conda-forge torchvision
scikit-image (π₯34 Β· β 4.3K) - Image processing in Python. BSD-2
-
GitHub (π¨βπ» 490 Β· π 1.8K Β· π¦ 68K Β· π 2.2K - 31% open Β· β±οΈ 12.05.2021):
git clone https://github.com/scikit-image/scikit-image
-
PyPi (π₯ 5M / month Β· π¦ 15K Β· β±οΈ 06.05.2021):
pip install scikit-image
-
Conda (π₯ 2.5M Β· β±οΈ 21.01.2021):
conda install -c conda-forge scikit-image
opencv-python (π₯31 Β· β 2K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
Face Recognition (π₯29 Β· β 40K Β· π€) - The world's simplest facial recognition api for.. MIT
detectron2 (π₯29 Β· β 16K) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
ImageHash (π₯29 Β· β 2K) - A Python Perceptual Image Hashing Module. BSD-2
-
GitHub (π¨βπ» 17 Β· π 260 Β· π¦ 2.5K Β· π 98 - 22% open Β· β±οΈ 03.01.2021):
git clone https://github.com/JohannesBuchner/imagehash
-
PyPi (π₯ 780K / month Β· π¦ 530 Β· β±οΈ 19.11.2020):
pip install ImageHash
-
Conda (π₯ 120K Β· β±οΈ 19.11.2020):
conda install -c conda-forge imagehash
PyTorch Image Models (π₯28 Β· β 9.6K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
-
GitHub (π¨βπ» 42 Β· π 1.4K Β· π₯ 360K Β· π¦ 540 Β· π 310 - 9% open Β· β±οΈ 11.05.2021):
git clone https://github.com/rwightman/pytorch-image-models
Albumentations (π₯28 Β· β 7.9K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
-
GitHub (π¨βπ» 78 Β· π 1K Β· π¦ 3.6K Β· π 440 - 41% open Β· β±οΈ 11.05.2021):
git clone https://github.com/albumentations-team/albumentations
-
PyPi (π₯ 160K / month Β· π¦ 130 Β· β±οΈ 29.11.2020):
pip install albumentations
-
Conda (π₯ 18K Β· β±οΈ 29.11.2020):
conda install -c conda-forge albumentations
Kornia (π₯28 Β· β 4K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2
imutils (π₯28 Β· β 3.7K) - A series of convenience functions to make basic image processing.. MIT
imageai (π₯27 Β· β 6.1K) - A python library built to empower developers to build applications and.. MIT
MMDetection (π₯26 Β· β 15K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
-
GitHub (π¨βπ» 220 Β· π 5.1K Β· π¦ 47 Β· π 3.8K - 7% open Β· β±οΈ 10.05.2021):
git clone https://github.com/open-mmlab/mmdetection
InsightFace (π₯26 Β· β 9.1K) - Face Analysis Project on MXNet and PyTorch. MIT
facenet-pytorch (π₯26 Β· β 2.1K) - Pretrained Pytorch face detection (MTCNN) and recognition.. MIT
Face Alignment (π₯24 Β· β 4.9K) - 2D and 3D Face alignment library build using pytorch. BSD-3
mtcnn (π₯24 Β· β 1.5K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT
Torch Points 3D (π₯23 Β· β 1.2K) - Pytorch framework for doing deep learning on point clouds. BSD-3
CellProfiler (π₯23 Β· β 560) - An open-source application for biological image analysis. BSD-3
Image Deduplicator (π₯22 Β· β 3.6K) - Finding duplicate images made easy!. Apache-2
Image Super-Resolution (π₯22 Β· β 2.8K) - Super-scale your images and run experiments with.. Apache-2
-
GitHub (π¨βπ» 9 Β· π 520 Β· π¦ 49 Β· π 170 - 40% open Β· β±οΈ 11.11.2020):
git clone https://github.com/idealo/image-super-resolution
-
PyPi (π₯ 4.9K / month Β· π¦ 8 Β· β±οΈ 08.01.2020):
pip install ISR
-
Docker Hub (π₯ 140 Β· β±οΈ 01.04.2019):
docker pull idealo/image-super-resolution-gpu
tensorflow-graphics (π₯22 Β· β 2.5K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
vidgear (π₯22 Β· β 1.8K) - High-performance cross-platform Video Processing Python framework.. Apache-2
MMF (π₯21 Β· β 4.4K) - A modular framework for vision & language multimodal research from.. BSD-3
vit-pytorch (π₯21 Β· β 4.2K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
Caer (π₯21 Β· β 490) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
PaddleDetection (π₯20 Β· β 3.6K) - Object detection and instance segmentation toolkit.. Apache-2
-
GitHub (π¨βπ» 59 Β· π 900 Β· π¦ 5 Β· π 1.6K - 21% open Β· β±οΈ 11.05.2021):
git clone https://github.com/PaddlePaddle/PaddleDetection
Classy Vision (π₯20 Β· β 1.3K) - An end-to-end PyTorch framework for image and video.. MIT
image-match (π₯19 Β· β 2.6K) - Quickly search over billions of images. Apache-2
Norfair (π₯18 Β· β 980) - Lightweight Python library for adding real-time 2D object tracking to.. BSD-3
PySlowFast (π₯15 Β· β 3.7K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
-
GitHub (π¨βπ» 21 Β· π 720 Β· π¦ 2 Β· π 400 - 50% open Β· β±οΈ 10.05.2021):
git clone https://github.com/facebookresearch/SlowFast
pycls (π₯15 Β· β 1.5K) - Codebase for Image Classification Research, written in PyTorch. MIT
-
GitHub (π¨βπ» 11 Β· π 170 Β· π¦ 3 Β· π 59 - 25% open Β· β±οΈ 05.05.2021):
git clone https://github.com/facebookresearch/pycls
DEβ«ΆTR (π₯14 Β· β 6.9K) - End-to-End Object Detection with Transformers. Apache-2
-
GitHub (π¨βπ» 19 Β· π 1.1K Β· π 320 - 25% open Β· β±οΈ 15.11.2020):
git clone https://github.com/facebookresearch/detr
Show 6 hidden projects...
- glfw (π₯30 Β· β 7.6K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
βοΈZlib
- Augmentor (π₯25 Β· β 4.4K Β· π) - Image augmentation library in Python for machine learning.
MIT
- chainercv (π₯25 Β· β 1.4K Β· π) - ChainerCV: a Library for Deep Learning in Computer Vision.
MIT
- segmentation_models (π₯23 Β· β 3.2K Β· π) - Segmentation models with pretrained backbones. Keras..
MIT
- Pillow-SIMD (π₯23 Β· β 1.6K Β· π€) - The friendly PIL fork.
βοΈPIL
- Luminoth (π₯21 Β· β 2.4K Β· π) - Deep Learning toolkit for Computer Vision.
BSD-3
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx (π₯35 Β· β 9.1K) - Network Analysis in Python. BSD-3
-
GitHub (π¨βπ» 510 Β· π 2.3K Β· π₯ 54 Β· π¦ 74K Β· π 2.6K - 10% open Β· β±οΈ 13.05.2021):
git clone https://github.com/networkx/networkx
-
PyPi (π₯ 13M / month Β· π¦ 21K Β· β±οΈ 03.04.2021):
pip install networkx
-
Conda (π₯ 3.6M Β· β±οΈ 04.04.2021):
conda install -c conda-forge networkx
PyTorch Geometric (π₯29 Β· β 11K) - Geometric Deep Learning Extension Library for PyTorch. MIT
dgl (π₯27 Β· β 7.2K) - Python package built to ease deep learning on graph, on top of existing.. Apache-2
StellarGraph (π₯25 Β· β 1.9K) - StellarGraph - Machine Learning on Graphs. Apache-2
ogb (π₯23 Β· β 930) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
AmpliGraph (π₯22 Β· β 1.5K Β· π€) - Python library for Representation Learning on Knowledge.. Apache-2
torch-cluster (π₯22 Β· β 370) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
PyTorch-BigGraph (π₯20 Β· β 2.8K) - Generate embeddings from large-scale graph-structured.. BSD-3
PyKEEN (π₯19 Β· β 410) - A Python library for learning and evaluating knowledge graph embeddings. MIT
graph-nets (π₯18 Β· β 4.9K) - Build Graph Nets in Tensorflow. Apache-2
Paddle Graph Learning (π₯18 Β· β 1K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
pytorch_geometric_temporal (π₯18 Β· β 710) - A Temporal Extension Library for PyTorch Geometric. MIT
DeepGraph (π₯16 Β· β 230 Β· π€) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
GraphEmbedding (π₯15 Β· β 2K Β· π€) - Implementation and experiments of graph embedding.. MIT
-
GitHub (π¨βπ» 8 Β· π 600 Β· π¦ 8 Β· π 42 - 69% open Β· β±οΈ 18.10.2020):
git clone https://github.com/shenweichen/GraphEmbedding
AutoGL (π₯15 Β· β 630 Β· π£) - An autoML framework & toolkit for machine learning on graphs. MIT
OpenKE (π₯14 Β· β 2.6K) - An Open-Source Package for Knowledge Embedding (KE). MIT
-
GitHub (π¨βπ» 10 Β· π 790 Β· π 300 - 22% open Β· β±οΈ 06.04.2021):
git clone https://github.com/thunlp/OpenKE
GraphVite (π₯12 Β· β 910) - GraphVite: A General and High-performance Graph Embedding System. Apache-2
Show 8 hidden projects...
- igraph (π₯28 Β· β 810) - Python interface for igraph.
βοΈGPL-2.0
- pygal (π₯27 Β· β 2.3K) - PYthon svg GrAph plotting Library.
βοΈLGPL-3.0
- Karate Club (π₯22 Β· β 1.2K) - Karate Club: An API Oriented Open-source Python Framework for..
βοΈGPL-3.0
- DeepWalk (π₯20 Β· β 2.2K Β· π) - DeepWalk - Deep Learning for Graphs.
βοΈGPL-3.0
- Sematch (π₯17 Β· β 350 Β· π) - semantic similarity framework for knowledge graph.
Apache-2
- pyRDF2Vec (π₯16 Β· β 110) - Python Implementation and Extension of RDF2Vec.
MIT
- OpenNE (π₯14 Β· β 1.5K Β· π) - An Open-Source Package for Network Embedding (NE).
MIT
- GraphSAGE (π₯13 Β· β 2.3K Β· π) - Representation learning on large graphs using stochastic..
MIT
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
DeepSpeech (π₯31 Β· β 17K Β· π) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
torchaudio (π₯29 Β· β 1.3K) - Data manipulation and transformation for audio signal.. BSD-2
pyAudioAnalysis (π₯27 Β· β 3.9K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
audioread (π₯27 Β· β 360 Β· π€) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT
python-soundfile (π₯25 Β· β 380) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
python_speech_features (π₯24 Β· β 1.9K) - This library provides common speech features for ASR.. MIT
tinytag (π₯22 Β· β 450) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA and.. MIT
TTS (π₯20 Β· β 4.7K) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
-
GitHub (π¨βπ» 55 Β· π 770 Β· π₯ 580 Β· π 500 - 7% open Β· β±οΈ 12.02.2021):
git clone https://github.com/mozilla/TTS
Show 4 hidden projects...
- SpeechRecognition (π₯29 Β· β 5.6K Β· π) - Speech recognition module for Python, supporting..
BSD-3
- aubio (π₯26 Β· β 2.1K) - a library for audio and music analysis.
βοΈGPL-3.0
- Essentia (π₯24 Β· β 1.8K) - C++ library for audio and music analysis, description and..
βοΈAGPL-3.0
- Madmom (π₯22 Β· β 740 Β· π) - Python audio and music signal processing library.
BSD-3
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 8.7K) - WebGL2 powered geospatial visualization layers. MIT
-
GitHub (π¨βπ» 160 Β· π 1.5K Β· π¦ 1.6K Β· π 2.1K - 3% open Β· β±οΈ 11.05.2021):
git clone https://github.com/visgl/deck.gl
-
PyPi (π₯ 250K / month Β· π¦ 2 Β· β±οΈ 13.04.2021):
pip install pydeck
-
Conda (π₯ 30K Β· β±οΈ 13.04.2021):
conda install -c conda-forge pydeck
-
NPM (π₯ 210K / month Β· π¦ 560 Β· β±οΈ 10.05.2021):
npm install deck.gl
folium (π₯32 Β· β 5.3K) - Python Data. Leaflet.js Maps. MIT
-
GitHub (π¨βπ» 120 Β· π 2K Β· π¦ 9.9K Β· π 860 - 19% open Β· β±οΈ 09.03.2021):
git clone https://github.com/python-visualization/folium
-
PyPi (π₯ 430K / month Β· π¦ 970 Β· β±οΈ 18.01.2021):
pip install folium
-
Conda (π₯ 360K Β· β±οΈ 12.03.2021):
conda install -c conda-forge folium
GeoPandas (π₯32 Β· β 2.6K) - Python tools for geographic data. BSD-3
-
GitHub (π¨βπ» 140 Β· π 590 Β· π₯ 1K Β· π¦ 8.4K Β· π 1.1K - 30% open Β· β±οΈ 12.05.2021):
git clone https://github.com/geopandas/geopandas
-
PyPi (π₯ 1M / month Β· π¦ 1.2K Β· β±οΈ 28.02.2021):
pip install geopandas
-
Conda (π₯ 980K Β· β±οΈ 01.03.2021):
conda install -c conda-forge geopandas
Rasterio (π₯32 Β· β 1.5K) - Rasterio reads and writes geospatial raster datasets. BSD-3
-
GitHub (π¨βπ» 110 Β· π 410 Β· π₯ 730 Β· π¦ 3.2K Β· π 1.4K - 10% open Β· β±οΈ 03.05.2021):
git clone https://github.com/mapbox/rasterio
-
PyPi (π₯ 480K / month Β· π¦ 850 Β· β±οΈ 27.04.2021):
pip install rasterio
-
Conda (π₯ 1M Β· β±οΈ 01.05.2021):
conda install -c conda-forge rasterio
pyproj (π₯31 Β· β 610) - Python interface to PROJ (cartographic projections and coordinate.. MIT
ipyleaflet (π₯29 Β· β 1.1K) - A Jupyter - Leaflet.js bridge. MIT
-
GitHub (π¨βπ» 64 Β· π 290 Β· π¦ 840 Β· π 410 - 37% open Β· β±οΈ 12.05.2021):
git clone https://github.com/jupyter-widgets/ipyleaflet
-
PyPi (π₯ 46K / month Β· π¦ 98 Β· β±οΈ 05.01.2021):
pip install ipyleaflet
-
Conda (π₯ 670K Β· β±οΈ 16.01.2021):
conda install -c conda-forge ipyleaflet
-
NPM (π₯ 23K / month Β· π¦ 2 Β· β±οΈ 05.01.2021):
npm install jupyter-leaflet
ArcGIS API (π₯25 Β· β 990) - Documentation and samples for ArcGIS API for Python. Apache-2
Mapbox GL (π₯22 Β· β 570) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
EarthPy (π₯20 Β· β 260) - A package built to support working with spatial data using open source.. BSD-3
pymap3d (π₯19 Β· β 190) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
Show 6 hidden projects...
- Geocoder (π₯30 Β· β 1.4K Β· π) - Python Geocoder.
MIT
- Cartopy (π₯29 Β· β 1.5K) - Rasterio reads and writes geospatial raster datasets.
βοΈLGPL-3.0
- gmaps (π₯22 Β· β 710 Β· π) - Google maps for Jupyter notebooks.
BSD-3
- Satpy (π₯21 Β· β 700 Β· π) - Python package for earth-observing satellite data processing.
βοΈGPL-3.0
- Sentinelsat (π₯21 Β· β 610) - Search and download Copernicus Sentinel satellite images.
βοΈGPL-3.0
- geoplotlib (π₯20 Β· β 910 Β· π) - python toolbox for visualizing geographical data and making maps.
MIT
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
yfinance (π₯29 Β· β 4.9K) - Yahoo! Finance market data downloader (+faster Pandas Datareader). Apache-2
Alpha Vantage (π₯26 Β· β 3.3K) - A python wrapper for Alpha Vantage API for financial data. MIT
TensorTrade (π₯24 Β· β 3.2K Β· π) - An open source reinforcement learning framework for.. Apache-2
empyrical (π₯24 Β· β 780 Β· π€) - Common financial risk and performance metrics. Used by zipline.. Apache-2
Enigma Catalyst (π₯23 Β· β 2.2K) - An Algorithmic Trading Library for Crypto-Assets in Python. Apache-2
stockstats (π₯22 Β· β 780 Β· π€) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
Qlib (π₯21 Β· β 4.9K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT
tf-quant-finance (π₯20 Β· β 2.6K) - High-performance TensorFlow library for quantitative.. Apache-2
finmarketpy (π₯20 Β· β 2.6K) - Python library for backtesting trading strategies & analyzing.. Apache-2
Crypto Signals (π₯19 Β· β 3K Β· π€) - Github.com/CryptoSignal - #1 Quant Trading & Technical.. MIT
-
GitHub (π¨βπ» 25 Β· π 830 Β· π 240 - 18% open Β· β±οΈ 03.09.2020):
git clone https://github.com/CryptoSignal/crypto-signal
-
Docker Hub (π₯ 140K Β· β 8 Β· β±οΈ 03.09.2020):
docker pull shadowreaver/crypto-signal
Show 7 hidden projects...
- backtrader (π₯26 Β· β 6.4K) - Python Backtesting library for trading strategies.
βοΈGPL-3.0
- Alphalens (π₯24 Β· β 1.9K Β· π) - Performance analysis of predictive (alpha) stock factors.
Apache-2
- PyAlgoTrade (π₯23 Β· β 3.3K Β· π) - Python Algorithmic Trading Library.
Apache-2
- arch (π₯23 Β· β 700) - ARCH models in Python.
βοΈNCSA
- FinTA (π₯22 Β· β 1K) - Common financial technical indicators implemented in Pandas.
βοΈLGPL-3.0
- Backtesting.py (π₯18 Β· β 1.3K) - Backtest trading strategies in Python.
βοΈAGPL-3.0
- surpriver (π₯12 Β· β 1.2K Β· π€) - Find big moving stocks before they move using machine..
βοΈGPL-3.0
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
Prophet (π₯29 Β· β 13K) - Tool for producing high quality forecasts for time series data that has.. MIT
pmdarima (π₯27 Β· β 880) - A statistical library designed to fill the void in Python's time series.. MIT
STUMPY (π₯21 Β· β 1.8K) - STUMPY is a powerful and scalable Python library for computing a Matrix.. BSD-3
pytorch-forecasting (π₯20 Β· β 1K) - Time series forecasting with PyTorch. MIT
Darts (π₯20 Β· β 850) - A python library for easy manipulation and forecasting of time series. Apache-2
-
GitHub (π¨βπ» 28 Β· π 110 Β· π¦ 2 Β· π 84 - 22% open Β· β±οΈ 11.05.2021):
git clone https://github.com/unit8co/darts
-
PyPi (π₯ 1.8K / month Β· β±οΈ 14.04.2021):
pip install u8darts
-
Docker Hub (π₯ 110 Β· β±οΈ 14.04.2021):
docker pull unit8/darts
tick (π₯18 Β· β 340 Β· π€) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
Auto TS (π₯18 Β· β 230) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
Show 5 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 920 Β· π) - Anomaly Detection and Correlation library.
Apache-2
- pydlm (π₯20 Β· β 390 Β· π) - A python library for Bayesian time series modeling.
BSD-3
- matrixprofile-ts (π₯19 Β· β 630 Β· π) - A Python library for detecting patterns and anomalies..
Apache-2
- ADTK (π₯17 Β· β 660 Β· π) - A Python toolkit for rule-based/unsupervised anomaly detection in time..
MPL-2.0
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
Lifelines (π₯29 Β· β 1.6K) - Survival analysis in Python. MIT
-
GitHub (π¨βπ» 93 Β· π 420 Β· π¦ 570 Β· π 800 - 25% open Β· β±οΈ 15.04.2021):
git clone https://github.com/CamDavidsonPilon/lifelines
-
PyPi (π₯ 230K / month Β· π¦ 130 Β· β±οΈ 13.04.2021):
pip install lifelines
-
Conda (π₯ 140K Β· β±οΈ 06.04.2021):
conda install -c conda-forge lifelines
NiBabel (π₯29 Β· β 400) - Python package to access a cacophony of neuro-imaging file formats. MIT
DIPY (π₯28 Β· β 430) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
MNE (π₯27 Β· β 1.6K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
DeepVariant (π₯21 Β· β 2.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
Brainiak (π₯20 Β· β 240) - Brain Imaging Analysis Kit. Apache-2
-
GitHub (π¨βπ» 32 Β· π 110 Β· π¦ 12 Β· π 190 - 35% open Β· β±οΈ 19.02.2021):
git clone https://github.com/brainiak/brainiak
-
PyPi (π₯ 300 / month Β· π¦ 1 Β· β±οΈ 15.10.2020):
pip install brainiak
-
Docker Hub (π₯ 560 Β· β 1 Β· β±οΈ 15.10.2020):
docker pull brainiak/brainiak
MedicalTorch (π₯17 Β· β 730) - A medical imaging framework for Pytorch. Apache-2
Medical Detection Toolkit (π₯13 Β· β 960) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
-
GitHub (π¨βπ» 3 Β· π 240 Β· π 110 - 25% open Β· β±οΈ 30.03.2021):
git clone https://github.com/MIC-DKFZ/medicaldetectiontoolkit
MedicalNet (π₯12 Β· β 1.1K Β· π€) - Many studies have shown that the performance on deep learning is.. MIT
-
GitHub (π¨βπ» 1 Β· π 300 Β· π 59 - 76% open Β· β±οΈ 27.08.2020):
git clone https://github.com/Tencent/MedicalNet
Show 4 hidden projects...
- NiftyNet (π₯22 Β· β 1.3K Β· π) - [unmaintained] An open-source convolutional neural..
Apache-2
- DLTK (π₯20 Β· β 1.3K Β· π) - Deep Learning Toolkit for Medical Image Analysis.
Apache-2
- MedPy (π₯20 Β· β 350 Β· π€) - Medical image processing in Python.
βοΈGPL-3.0
- DeepNeuro (π₯14 Β· β 100 Β· π€) - A deep learning python package for neuroimaging data. Made by:.
MIT
Libraries for optical character recognition (OCR) and text extraction from images or videos.
Tesseract (π₯30 Β· β 3.6K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
EasyOCR (π₯29 Β· β 11K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
OCRmyPDF (π₯27 Β· β 4.2K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
attention-ocr (π₯20 Β· β 860 Β· π€) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
keras-ocr (π₯20 Β· β 840) - A packaged and flexible version of the CRAFT text detector and.. MIT
doc2text (π₯18 Β· β 1.2K) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python module.. MIT
Mozart (π₯10 Β· β 260 Β· π£) - An optical music recognition (OMR) system. Converts sheet.. Apache-2
-
GitHub (π¨βπ» 5 Β· π 40 Β· π 3 - 33% open Β· β±οΈ 05.05.2021):
git clone https://github.com/aashrafh/Mozart
Show 1 hidden projects...
- pdftabextract (π₯19 Β· β 1.9K Β· π) - A set of tools for extracting tables from PDF files..
Apache-2
General-purpose data containers & structures as well as utilities & extensions for pandas.
pandas (π₯43 Β· β 30K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
-
GitHub (π¨βπ» 2.7K Β· π 12K Β· π₯ 110K Β· π¦ 440K Β· π 21K - 17% open Β· β±οΈ 13.05.2021):
git clone https://github.com/pandas-dev/pandas
-
PyPi (π₯ 48M / month Β· π¦ 77K Β· β±οΈ 12.04.2021):
pip install pandas
-
Conda (π₯ 16M Β· β±οΈ 13.04.2021):
conda install -c conda-forge pandas
numpy (π₯38 Β· β 17K) - The fundamental package for scientific computing with Python. BSD-3
-
GitHub (π¨βπ» 1.3K Β· π 5.5K Β· π₯ 340K Β· π¦ 710K Β· π 9.8K - 23% open Β· β±οΈ 13.05.2021):
git clone https://github.com/numpy/numpy
-
PyPi (π₯ 73M / month Β· π¦ 170K Β· β±οΈ 10.05.2021):
pip install numpy
-
Conda (π₯ 19M Β· β±οΈ 28.03.2021):
conda install -c conda-forge numpy
Arrow (π₯36 Β· β 7.9K) - Apache Arrow is a cross-language development platform for in-memory.. Apache-2
h5py (π₯36 Β· β 1.5K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
numexpr (π₯31 Β· β 1.6K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
Modin (π₯29 Β· β 6K) - Modin: Speed up your Pandas workflows by changing a single line of.. Apache-2
TinyDB (π₯29 Β· β 4.2K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
Koalas (π₯29 Β· β 2.8K) - Koalas: pandas API on Apache Spark. Apache-2
-
GitHub (π¨βπ» 50 Β· π 310 Β· π₯ 1K Β· π¦ 92 Β· π 560 - 20% open Β· β±οΈ 03.05.2021):
git clone https://github.com/databricks/koalas
-
PyPi (π₯ 2.9M / month Β· π¦ 2 Β· β±οΈ 03.05.2021):
pip install koalas
-
Conda (π₯ 87K Β· β±οΈ 03.05.2021):
conda install -c conda-forge koalas
Bottleneck (π₯29 Β· β 610) - Fast NumPy array functions written in C. BSD-2
-
GitHub (π¨βπ» 21 Β· π 65 Β· π¦ 22K Β· π 210 - 14% open Β· β±οΈ 24.01.2021):
git clone https://github.com/pydata/bottleneck
-
PyPi (π₯ 400K / month Β· π¦ 2.9K Β· β±οΈ 21.02.2020):
pip install Bottleneck
-
Conda (π₯ 1.5M Β· β±οΈ 21.01.2021):
conda install -c conda-forge bottleneck
datasketch (π₯27 Β· β 1.5K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
zarr (π₯27 Β· β 700) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
Vaex (π₯25 Β· β 6.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualize and.. MIT
PandaralΒ·lel (π₯25 Β· β 1.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3
Arctic (π₯24 Β· β 2.3K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
-
GitHub (π¨βπ» 71 Β· π 460 Β· π₯ 120 Β· π¦ 120 Β· π 520 - 16% open Β· β±οΈ 16.04.2021):
git clone https://github.com/man-group/arctic
-
PyPi (π₯ 3.8K / month Β· π¦ 42 Β· β±οΈ 01.12.2020):
pip install arctic
-
Conda (π₯ 14K Β· β±οΈ 16.12.2019):
conda install -c conda-forge arctic
datatable (π₯21 Β· β 1.2K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
StaticFrame (π₯21 Β· β 220) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
-
GitHub (π¨βπ» 16 Β· π 22 Β· π¦ 6 Β· π 300 - 8% open Β· β±οΈ 13.05.2021):
git clone https://github.com/InvestmentSystems/static-frame
-
PyPi (π₯ 950 / month Β· β±οΈ 13.05.2021):
pip install static-frame
-
Conda (π₯ 84K Β· β±οΈ 13.05.2021):
conda install -c conda-forge static-frame
Bounter (π₯18 Β· β 900 Β· π€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
PandaPy (π₯13 Β· β 470) - PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x.. MIT
Show 5 hidden projects...
- Blaze (π₯28 Β· β 3K Β· π) - NumPy and Pandas interface to Big Data.
BSD-3
- sklearn-pandas (π₯28 Β· β 2.4K) - Pandas integration with sklearn.
βοΈZlib
- pandasql (π₯22 Β· β 980 Β· π) - sqldf for pandas.
MIT
- pickleDB (π₯22 Β· β 560 Β· π) - pickleDB is an open source key-value store using Python's json..
BSD-3
- Pandas Summary (π₯21 Β· β 360 Β· π) - An extension to pandas dataframes describe function.
MIT
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
TensorFlow Datasets (π₯33 Β· β 2.8K) - TFDS is a collection of datasets ready to use with.. Apache-2
python-magic (π₯32 Β· β 1.9K) - A python wrapper for libmagic. MIT
-
GitHub (π¨βπ» 51 Β· π 220 Β· π¦ 14K Β· π 160 - 17% open Β· β±οΈ 10.05.2021):
git clone https://github.com/ahupp/python-magic
-
PyPi (π₯ 2.6M / month Β· π¦ 5.1K Β· β±οΈ 17.02.2021):
pip install python-magic
-
Conda (π₯ 88K Β· β±οΈ 05.03.2021):
conda install -c conda-forge python-magic
Datasets (π₯31 Β· β 8.2K) - The largest hub of ready-to-use NLP datasets for ML models with.. Apache-2
smart-open (π₯30 Β· β 2K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
pandas-datareader (π₯29 Β· β 2K) - Extract data from a wide range of Internet sources into.. BSD-3
-
GitHub (π¨βπ» 77 Β· π 520 Β· π¦ 9.3K Β· π 460 - 18% open Β· β±οΈ 31.12.2020):
git clone https://github.com/pydata/pandas-datareader
-
PyPi (π₯ 230K / month Β· π¦ 1.4K Β· β±οΈ 10.07.2020):
pip install pandas-datareader
-
Conda (π₯ 120K Β· β±οΈ 16.03.2021):
conda install -c conda-forge pandas-datareader
snorkel (π₯28 Β· β 4.6K) - A system for quickly generating training data with weak supervision. Apache-2
-
GitHub (π¨βπ» 64 Β· π 740 Β· π₯ 680 Β· π¦ 84 Β· π 950 - 2% open Β· β±οΈ 13.03.2021):
git clone https://github.com/snorkel-team/snorkel
-
PyPi (π₯ 99K / month Β· π¦ 8 Β· β±οΈ 09.03.2021):
pip install snorkel
-
Conda (π₯ 18K Β· β±οΈ 30.04.2021):
conda install -c conda-forge snorkel
csvkit (π₯28 Β· β 4.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
Intake (π₯26 Β· β 560) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
tabulator-py (π₯26 Β· β 210) - Python library for reading and writing tabular data via streams. MIT
-
GitHub (π¨βπ» 25 Β· π 42 Β· π¦ 540 Β· π 180 - 0% open Β· β±οΈ 22.03.2021):
git clone https://github.com/frictionlessdata/tabulator-py
-
PyPi (π₯ 240K / month Β· π¦ 100 Β· β±οΈ 21.03.2021):
pip install tabulator
-
Conda (π₯ 41K Β· β±οΈ 24.07.2018):
conda install -c conda-forge tabulator-py
SDV (π₯22 Β· β 410) - Synthetic Data Generation for tabular, relational and time series data. MIT
Show 9 hidden projects...
- xmltodict (π₯31 Β· β 4.4K Β· π) - Python module that makes working with XML feel like you are..
MIT
- PDFMiner (π₯26 Β· β 4.6K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six.
MIT
- textract (π₯26 Β· β 3K Β· π) - extract text from any document. no muss. no fuss.
MIT
- Singer (π₯25 Β· β 770) - Standard for moving data between databases, web APIs, files, queues,..
βοΈAGPL-3.0
- Camelot (π₯23 Β· β 3K Β· π) - Camelot: PDF Table Extraction for Humans.
MIT
- messytables (π₯23 Β· β 360 Β· π) - Tools for parsing messy tabular data. This is now superseded by..
MIT
- pyexcel-xlsx (π₯22 Β· β 88) - A wrapper library to read, manipulate and write data in xlsx and..
BSD-3
- openpyxl (π₯22 Β· β 19) - A Python library to read/write Excel 2010 xlsx/xlsm files.
MIT
- rows (π₯21 Β· β 750) - A common, beautiful interface to tabular data, no matter the format.
βοΈLGPL-3.0
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
π best-of-web-python - Web Scraping ( β 1.2K Β· π£) - Collection of web-scraping and crawling libraries.
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
Celery (π₯39 Β· β 17K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
Airflow (π₯36 Β· β 22K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-
GitHub (π¨βπ» 1.9K Β· π 8.4K Β· π₯ 130K Β· π 3.4K - 27% open Β· β±οΈ 13.05.2021):
git clone https://github.com/apache/airflow
-
PyPi (π₯ 1.7M / month Β· π¦ 290 Β· β±οΈ 19.04.2021):
pip install apache-airflow
-
Conda (π₯ 320K Β· β±οΈ 20.04.2021):
conda install -c conda-forge airflow
-
Docker Hub (π₯ 21M Β· β 240 Β· β±οΈ 08.05.2021):
docker pull apache/airflow
luigi (π₯34 Β· β 15K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
Beam (π₯32 Β· β 4.8K) - Unified programming model to define and execute data processing.. Apache-2
dbt (π₯30 Β· β 2.9K) - dbt (data build tool) enables data analysts and engineers to transform.. Apache-2
Kedro (π₯29 Β· β 3.8K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
Dagster (π₯28 Β· β 3.2K) - A data orchestrator for machine learning, analytics, and ETL. Apache-2
PyFunctional (π₯27 Β· β 1.9K) - Python library for creating data pipelines with chain functional.. MIT
Hub (π₯26 Β· β 3.2K) - Fastest unstructured dataset management for TensorFlow/PyTorch... MPL-2.0
TFX (π₯26 Β· β 1.4K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
Great Expectations (π₯25 Β· β 4.4K) - Always know what to expect from your data. Apache-2
pysparkling (π₯24 Β· β 230) - A pure Python implementation of Apache Spark's RDD and DStream.. MIT
streamparse (π₯23 Β· β 1.4K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
Optimus (π₯23 Β· β 1K) - Agile Data Preparation Workflows madeeasy with pandas, dask,.. Apache-2
ploomber (π₯21 Β· β 280) - Lean Data Science workflows: develop and test locally. Deploy to.. Apache-2
Databolt Flow (π₯20 Β· β 910) - Python library for building highly effective data science workflows. MIT
mrq (π₯20 Β· β 840) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
Mara Pipelines (π₯19 Β· β 1.7K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
riko (π₯18 Β· β 1.6K Β· π€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
BatchFlow (π₯18 Β· β 160) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
spark-deep-learning (π₯17 Β· β 1.8K) - Deep Learning Pipelines for Apache Spark. Apache-2
-
GitHub (π¨βπ» 15 Β· π 440 Β· π¦ 17 Β· π 100 - 73% open Β· β±οΈ 20.01.2021):
git clone https://github.com/databricks/spark-deep-learning
zenml (π₯17 Β· β 1.1K Β· π£) - ZenML : MLOps framework to create reproducible ML pipelines for.. Apache-2
Show 2 hidden projects...
- Botflow (π₯16 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(..
BSD-3
- bodywork-core (π₯11 Β· β 210 Β· π£) - MLOps tool for deploying machine learning projects to..
βοΈAGPL-3.0
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (π₯32 Β· β 16K) - An open source framework that provides a simple, universal API for.. Apache-2
dask.distributed (π₯31 Β· β 1.2K) - A distributed task scheduler for Dask. BSD-3
-
GitHub (π¨βπ» 240 Β· π 520 Β· π¦ 18K Β· π 2.1K - 36% open Β· β±οΈ 12.05.2021):
git clone https://github.com/dask/distributed
-
PyPi (π₯ 2.9M / month Β· π¦ 1.8K Β· β±οΈ 23.04.2021):
pip install distributed
-
Conda (π₯ 4.3M Β· β±οΈ 23.04.2021):
conda install -c conda-forge distributed
horovod (π₯29 Β· β 11K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
ipyparallel (π₯26 Β· β 2K) - Interactive Parallel Computing in Python. BSD-3
-
GitHub (π¨βπ» 98 Β· π 770 Β· π¦ 1.5K Β· π 260 - 57% open Β· β±οΈ 07.05.2021):
git clone https://github.com/ipython/ipyparallel
-
PyPi (π₯ 110K / month Β· π¦ 490 Β· β±οΈ 05.05.2020):
pip install ipyparallel
-
Conda (π₯ 440K Β· β±οΈ 22.01.2021):
conda install -c conda-forge ipyparallel
petastorm (π₯26 Β· β 1.1K) - Petastorm library enables single machine or distributed training.. Apache-2
DeepSpeed (π₯25 Β· β 4.9K) - DeepSpeed is a deep learning optimization library that makes.. MIT
-
GitHub (π¨βπ» 52 Β· π 470 Β· π¦ 33 Β· π 480 - 48% open Β· β±οΈ 12.05.2021):
git clone https://github.com/microsoft/DeepSpeed
-
PyPi (π₯ 35K / month Β· β±οΈ 30.04.2021):
pip install deepspeed
-
Docker Hub (π₯ 8.3K Β· β 2 Β· β±οΈ 05.05.2021):
docker pull deepspeed/deepspeed
BigDL (π₯25 Β· β 3.7K) - BigDL: Distributed Deep Learning Framework for Apache Spark. Apache-2
-
GitHub (π¨βπ» 72 Β· π 910 Β· π¦ 25 Β· π 910 - 20% open Β· β±οΈ 21.04.2021):
git clone https://github.com/intel-analytics/BigDL
-
PyPi (π₯ 1.7K / month Β· π¦ 6 Β· β±οΈ 07.04.2021):
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₯25 Β· β 3.7K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
analytics-zoo (π₯23 Β· β 2.3K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
FairScale (π₯23 Β· β 1K) - PyTorch extensions for high performance and large scale training. BSD-3
BytePS (π₯19 Β· β 2.8K) - A high performance and generic framework for distributed DNN training. Apache-2
-
GitHub (π¨βπ» 19 Β· π 380 Β· π 240 - 37% open Β· β±οΈ 21.04.2021):
git clone https://github.com/bytedance/byteps
-
PyPi (π₯ 180 / month Β· β±οΈ 04.11.2020):
pip install byteps
-
Docker Hub (π₯ 1.1K Β· β±οΈ 03.03.2020):
docker pull bytepsimage/tensorflow
Apache Singa (π₯19 Β· β 2.2K) - a distributed deep learning platform. Apache-2
-
GitHub (π¨βπ» 70 Β· π 610 Β· π¦ 1 Β· π 75 - 53% open Β· β±οΈ 15.01.2021):
git clone https://github.com/apache/singa
-
Conda (π₯ 270 Β· β±οΈ 20.01.2021):
conda install -c nusdbsystem singa
-
Docker Hub (π₯ 160 Β· β 2 Β· β±οΈ 04.06.2019):
docker pull apache/singa
Hivemind (π₯19 Β· β 690) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
somoclu (π₯18 Β· β 230 Β· π€) - Massively parallel self-organizing maps: accelerate training on.. MIT
Show 3 hidden projects...
- DEAP (π₯28 Β· β 4.2K) - Distributed Evolutionary Algorithms in Python.
βοΈLGPL-3.0
- TensorFrames (π₯19 Β· β 770 Β· π) - [DEPRECATED] Tensorflow wrapper for DataFrames on..
Apache-2
- LazyCluster (π₯14 Β· β 38) - Distributed machine learning made simple.
Apache-2
Libraries for hyperparameter optimization, automl and neural architecture search.
Hyperopt (π₯30 Β· β 5.6K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
scikit-optimize (π₯30 Β· β 2.1K) - Sequential model-based optimization with a `scipy.optimize`.. BSD-3
-
GitHub (π¨βπ» 73 Β· π 400 Β· π¦ 1.6K Β· π 580 - 35% open Β· β±οΈ 11.05.2021):
git clone https://github.com/scikit-optimize/scikit-optimize
-
PyPi (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 04.09.2020):
pip install scikit-optimize
-
Conda (π₯ 290K Β· β±οΈ 04.09.2020):
conda install -c conda-forge scikit-optimize
Bayesian Optimization (π₯28 Β· β 5.1K) - A Python implementation of global optimization with.. MIT
NNI (π₯27 Β· β 9.6K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
auto-sklearn (π₯27 Β· β 5.4K) - Automated Machine Learning with scikit-learn. BSD-3
Keras Tuner (π₯27 Β· β 2.3K) - Hyperparameter tuning for humans. Apache-2
featuretools (π₯26 Β· β 5.6K) - An open source python library for automated feature engineering. BSD-3
-
GitHub (π¨βπ» 50 Β· π 720 Β· π¦ 740 Β· π 540 - 20% open Β· β±οΈ 12.05.2021):
git clone https://github.com/alteryx/featuretools
-
PyPi (π₯ 200K / month Β· π¦ 70 Β· β±οΈ 30.04.2021):
pip install featuretools
-
Conda (π₯ 52K Β· β±οΈ 01.05.2021):
conda install -c conda-forge featuretools
nevergrad (π₯26 Β· β 2.9K) - A Python toolbox for performing gradient-free optimization. MIT
-
GitHub (π¨βπ» 42 Β· π 280 Β· π¦ 170 Β· π 210 - 39% open Β· β±οΈ 12.05.2021):
git clone https://github.com/facebookresearch/nevergrad
-
PyPi (π₯ 24K / month Β· π¦ 14 Β· β±οΈ 19.04.2021):
pip install nevergrad
-
Conda (π₯ 8.6K Β· β±οΈ 14.12.2020):
conda install -c conda-forge nevergrad
mljar-supervised (π₯23 Β· β 1.3K) - Automated Machine Learning Pipeline with Feature Engineering.. MIT
lazypredict (π₯22 Β· β 380) - Lazy Predict help build a lot of basic models without much code.. MIT
Neuraxle (π₯21 Β· β 410) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML in.. Apache-2
Auto ViML (π₯21 Β· β 250) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
Dragonfly (π₯18 Β· β 580 Β· π€) - An open source python library for scalable Bayesian optimisation. MIT
HyperparameterHunter (π₯15 Β· β 650) - Easy hyperparameter optimization and automatic result.. MIT
AlphaPy (π₯15 Β· β 590 Β· π) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2
ENAS (π₯13 Β· β 2.4K Β· π€) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
-
GitHub (π¨βπ» 6 Β· π 450 Β· π 44 - 84% open Β· β±οΈ 16.06.2020):
git clone https://github.com/carpedm20/ENAS-pytorch
Devol (π₯11 Β· β 930 Β· π€) - Genetic neural architecture search with Keras. MIT
-
GitHub (π¨βπ» 18 Β· π 110 Β· π 27 - 25% open Β· β±οΈ 05.07.2020):
git clone https://github.com/joeddav/devol
Show 16 hidden projects...
- TPOT (π₯29 Β· β 8K) - A Python Automated Machine Learning tool that optimizes machine..
βοΈLGPL-3.0
- MLBox (π₯22 Β· β 1.2K Β· π€) - MLBox is a powerful Automated Machine Learning python library.
βοΈBSD-1-Clause
- auto_ml (π₯20 Β· β 1.5K Β· π) - [UNMAINTAINED] Automated machine learning for analytics & production.
MIT
- HpBandSter (π₯20 Β· β 460 Β· π) - a distributed Hyperband implementation on Steroids.
BSD-3
- Test Tube (π₯19 Β· β 680 Β· π) - Python library to easily log experiments and parallelize..
MIT
- Sherpa (π₯18 Β· β 290 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
- sklearn-deap (π₯17 Β· β 640 Β· π) - Use evolutionary algorithms instead of gridsearch in..
MIT
- automl-gs (π₯16 Β· β 1.7K Β· π) - Provide an input CSV and a target field to predict, generate a..
MIT
- 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
- Auptimizer (π₯14 Β· β 170) - An automatic ML model optimization tool.
βοΈGPL-3.0
- Hypermax (π₯14 Β· β 96 Β· π€) - Better, faster hyper-parameter optimization.
BSD-3
- featurewiz (π₯13 Β· β 56 Β· π£) - Use advanced feature engineering strategies and select the..
Apache-2
- Hypertunity (π₯10 Β· β 120 Β· π) - A toolset for black-box hyperparameter optimisation.
Apache-2
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (π₯36 Β· β 24K) - A toolkit for developing and comparing reinforcement learning.. MIT
Dopamine (π₯30 Β· β 9.4K Β· π) - Dopamine is a research framework for fast prototyping of.. Apache-2
TF-Agents (π₯28 Β· β 1.9K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
TensorLayer (π₯27 Β· β 6.6K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
Stable Baselines (π₯26 Β· β 3.1K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
TensorForce (π₯26 Β· β 2.9K) - Tensorforce: a TensorFlow library for applied.. Apache-2
ViZDoom (π₯25 Β· β 1.2K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
ChainerRL (π₯23 Β· β 950) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
PARL (π₯21 Β· β 2K) - A high-performance distributed training framework for Reinforcement.. Apache-2
ReAgent (π₯17 Β· β 2.9K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3
-
GitHub (π¨βπ» 96 Β· π 400 Β· π 95 - 21% open Β· β±οΈ 13.05.2021):
git clone https://github.com/facebookresearch/ReAgent
Show 4 hidden projects...
- baselines (π₯27 Β· β 11K Β· π) - OpenAI Baselines: high-quality implementations of reinforcement..
MIT
- keras-rl (π₯25 Β· β 5K Β· π) - Deep Reinforcement Learning for Keras.
MIT
- TRFL (π₯21 Β· β 3.1K Β· π) - TensorFlow Reinforcement Learning.
Apache-2
- DeepMind Lab (π₯17 Β· β 6.4K) - A customisable 3D platform for agent-based AI research.
βοΈGPL-2.0
Libraries for building and evaluating recommendation systems.
implicit (π₯27 Β· β 2.3K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
scikit-surprise (π₯26 Β· β 4.8K Β· π€) - A Python scikit for building and analyzing recommender.. BSD-3
-
GitHub (π¨βπ» 38 Β· π 860 Β· π¦ 1.1K Β· π 340 - 15% open Β· β±οΈ 05.08.2020):
git clone https://github.com/NicolasHug/Surprise
-
PyPi (π₯ 46K / month Β· π¦ 48 Β· β±οΈ 19.07.2020):
pip install scikit-surprise
-
Conda (π₯ 170K Β· β±οΈ 13.10.2020):
conda install -c conda-forge scikit-surprise
lightfm (π₯26 Β· β 3.6K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
TF Ranking (π₯23 Β· β 2.1K) - Learning to Rank in TensorFlow. Apache-2
Recommenders (π₯22 Β· β 9.7K) - Best Practices on Recommendation Systems. MIT
-
GitHub (π¨βπ» 93 Β· π 1.7K Β· π¦ 2 Β· π 580 - 22% open Β· β±οΈ 11.05.2021):
git clone https://github.com/microsoft/recommenders
TF Recommenders (π₯21 Β· β 820) - TensorFlow Recommenders is a library for building.. Apache-2
recmetrics (π₯18 Β· β 260) - A library of metrics for evaluating recommender systems. MIT
Case Recommender (π₯16 Β· β 330 Β· π€) - Case Recommender: A Flexible and Extensible Python.. MIT
Show 3 hidden projects...
- tensorrec (π₯21 Β· β 1.1K Β· π) - A TensorFlow recommendation algorithm and framework in..
Apache-2
- Spotlight (π₯17 Β· β 2.5K Β· π) - Deep recommender models using PyTorch.
MIT
- OpenRec (π₯15 Β· β 370 Β· π) - OpenRec is an open-source and modular library for neural network-..
Apache-2
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
TensorFlow Privacy (π₯21 Β· β 1.4K) - Library for training machine learning models with.. Apache-2
TFEncrypted (π₯21 Β· β 860 Β· π€) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
FATE (π₯20 Β· β 3.1K) - An Industrial Grade Federated Learning Framework. Apache-2
-
GitHub (π¨βπ» 56 Β· π 890 Β· π 850 - 34% open Β· β±οΈ 30.04.2021):
git clone https://github.com/FederatedAI/FATE
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (π₯36 Β· β 5.5K) - TensorFlow's Visualization Toolkit. Apache-2
-
GitHub (π¨βπ» 260 Β· π 1.4K Β· π¦ 64K Β· π 1.5K - 36% open Β· β±οΈ 13.05.2021):
git clone https://github.com/tensorflow/tensorboard
-
PyPi (π₯ 10M / month Β· π¦ 3.6K Β· β±οΈ 14.01.2021):
pip install tensorboard
-
Conda (π₯ 2M Β· β±οΈ 15.01.2021):
conda install -c conda-forge tensorboard
SageMaker SDK (π₯31 Β· β 1.4K) - A library for training and deploying machine learning.. Apache-2
tensorboardX (π₯30 Β· β 6.9K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
-
GitHub (π¨βπ» 65 Β· π 800 Β· π₯ 330 Β· π¦ 12K Β· π 420 - 15% open Β· β±οΈ 03.04.2021):
git clone https://github.com/lanpa/tensorboardX
-
PyPi (π₯ 870K / month Β· π¦ 1.3K Β· β±οΈ 05.07.2020):
pip install tensorboardX
-
Conda (π₯ 360K Β· β±οΈ 06.04.2021):
conda install -c conda-forge tensorboardx
wandb client (π₯30 Β· β 2.9K) - A tool for visualizing and tracking your machine learning.. MIT
AzureML SDK (π₯30 Β· β 2.3K) - Python notebooks with ML and deep learning examples with Azure.. MIT
sacred (π₯29 Β· β 3.4K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
snakemake (π₯29 Β· β 960) - This is the development home of the workflow management system.. MIT
Metaflow (π₯26 Β· β 4.3K) - Build and manage real-life data science projects with ease. Apache-2
ClearML (π₯26 Β· β 2.4K) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
-
GitHub (π¨βπ» 30 Β· π 350 Β· π₯ 300 Β· π¦ 35 Β· π 300 - 28% open Β· β±οΈ 13.05.2021):
git clone https://github.com/allegroai/clearml
-
PyPi (π₯ 19K / month Β· β±οΈ 05.05.2021):
pip install clearml
-
Docker Hub (π₯ 30K Β· β±οΈ 05.10.2020):
docker pull allegroai/trains
ml-metadata (π₯24 Β· β 320) - For recording and retrieving metadata associated with ML.. Apache-2
livelossplot (π₯23 Β· β 1.1K) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
TensorWatch (π₯22 Β· β 3.1K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
lore (π₯20 Β· β 1.5K Β· π€) - Lore makes machine learning approachable for Software Engineers and.. MIT
Labml (π₯20 Β· β 560) - Monitor deep learning model training and hardware usage from your mobile.. MIT
gokart (π₯19 Β· β 180) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
aim (π₯17 Β· β 1.1K) - Aim a super-easy way to record, search and compare 1000s of ML training.. Apache-2
Show 9 hidden projects...
- TensorBoard Logger (π₯22 Β· β 610 Β· π) - Log TensorBoard events without touching TensorFlow.
MIT
- knockknock (π₯21 Β· β 2.1K Β· π) - Knock Knock: Get notified when your training ends with only two..
MIT
- hiddenlayer (π₯20 Β· β 1.4K Β· π) - Neural network graphs and training metrics for..
MIT
- MXBoard (π₯19 Β· β 330 Β· π) - Logging MXNet data for visualization in TensorBoard.
Apache-2
- SKLL (π₯18 Β· β 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine..
βοΈBSD-1-Clause
- datmo (π₯16 Β· β 330 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₯11 Β· β 9) - Train off-the-shelf machine learning models in one..
Apache-2
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
TorchServe (π₯27 Β· β 1.8K) - Model Serving on PyTorch. Apache-2
-
GitHub (π¨βπ» 68 Β· π 280 Β· π₯ 230 Β· π¦ 46 Β· π 600 - 26% open Β· β±οΈ 10.05.2021):
git clone https://github.com/pytorch/serve
-
PyPi (π₯ 8.1K / month Β· β±οΈ 15.03.2021):
pip install torchserve
-
Conda (π₯ 8.2K Β· β±οΈ 18.03.2021):
conda install -c pytorch torchserve
-
Docker Hub (π₯ 59K Β· β 3 Β· β±οΈ 18.12.2020):
docker pull pytorch/torchserve
mmdnn (π₯24 Β· β 5.3K Β· π€) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
Core ML Tools (π₯24 Β· β 2.2K Β· π) - Core ML tools contain supporting tools for Core ML model.. BSD-3
m2cgen (π₯22 Β· β 1.8K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
Hummingbird (π₯21 Β· β 2.4K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
pytorch2keras (π₯19 Β· β 700) - PyTorch to Keras model convertor. MIT
Show 2 hidden projects...
- Larq Compute Engine (π₯18 Β· β 140) - Highly optimized inference engine for Binarized..
Apache-2
- sklearn-porter (π₯16 Β· β 1K Β· π) - Transpile trained scikit-learn estimators to C, Java,..
MIT
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (π₯34 Β· β 13K) - A game theoretic approach to explain the output of any machine learning model. MIT
Lime (π₯29 Β· β 8.7K) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
pyLDAvis (π₯29 Β· β 1.4K) - Python library for interactive topic model visualization. Port of.. BSD-3
InterpretML (π₯27 Β· β 3.7K) - Fit interpretable models. Explain blackbox machine learning. MIT
Model Analysis (π₯27 Β· β 1.1K) - Model analysis tools for TensorFlow. Apache-2
Lucid (π₯26 Β· β 4.2K) - A collection of infrastructure and tools for research in neural.. Apache-2
yellowbrick (π₯26 Β· β 3.2K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
Fairness 360 (π₯26 Β· β 1.4K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
arviz (π₯26 Β· β 1K) - Exploratory analysis of Bayesian models with Python. Apache-2
-
GitHub (π¨βπ» 79 Β· π 210 Β· π₯ 98 Β· π¦ 880 Β· π 590 - 20% open Β· β±οΈ 06.05.2021):
git clone https://github.com/arviz-devs/arviz
-
PyPi (π₯ 220K / month Β· π¦ 36 Β· β±οΈ 21.02.2021):
pip install arviz
-
Conda (π₯ 270K Β· β±οΈ 20.04.2021):
conda install -c conda-forge arviz
DoWhy (π₯24 Β· β 2.9K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
dtreeviz (π₯24 Β· β 1.5K) - A python library for decision tree visualization and model interpretation. MIT
Alibi (π₯23 Β· β 990) - Algorithms for monitoring and explaining machine learning models. Apache-2
Explainability 360 (π₯22 Β· β 830 Β· π) - Interpretability and explainability of data and.. Apache-2
tf-explain (π₯22 Β· β 810) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
TreeInterpreter (π₯22 Β· β 660) - Package for interpreting scikit-learn's decision tree.. BSD-3
explainerdashboard (π₯22 Β· β 510) - Quickly build Explainable AI dashboards that show the inner.. MIT
random-forest-importances (π₯22 Β· β 440) - Code to compute permutation and drop-column.. MIT
iNNvestigate (π₯21 Β· β 810 Β· π€) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
checklist (π₯20 Β· β 1.4K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
fairlearn (π₯20 Β· β 790 Β· π) - A Python package to assess and improve fairness of machine.. MIT
What-If Tool (π₯20 Β· β 510) - Source code/webpage/demos for the What-If Tool. Apache-2
sklearn-evaluation (π₯20 Β· β 300) - Machine learning model evaluation made easy: plots,.. MIT
LIT (π₯18 Β· β 2.5K) - The Language Interpretability Tool: Interactively analyze NLP models for.. Apache-2
imodels (π₯18 Β· β 210) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
fairness-indicators (π₯18 Β· β 200) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2
model-card-toolkit (π₯17 Β· β 190) - a tool that leverages rich metadata and lineage.. Apache-2
FlashTorch (π₯16 Β· β 590) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
ExplainX.ai (π₯16 Β· β 200) - Explainable AI framework for data scientists. Explain & debug any.. MIT
Show 8 hidden projects...
- eli5 (π₯27 Β· β 2.4K Β· π) - A library for debugging/inspecting machine learning classifiers and..
MIT
- scikit-plot (π₯25 Β· β 2.1K Β· π) - An intuitive library to add plotting functionality to..
MIT
- keras-vis (π₯24 Β· β 2.8K Β· π) - Neural network visualization toolkit for keras.
MIT
- DALEX (π₯20 Β· β 820) - moDel Agnostic Language for Exploration and eXplanation.
βοΈGPL-3.0
- Skater (π₯19 Β· β 970 Β· π€) - Python Library for Model Interpretation/Explanations.
βοΈUPL-1.0
- contextual-ai (π₯16 Β· β 68) - Contextual AI adds explainability to different stages of..
Apache-2
- Attribution Priors (π₯14 Β· β 74) - Tools for training explainable models using..
MIT
- bias-detector (π₯13 Β· β 21 Β· π£) - Bias Detector is a python package for detecting bias in machine..
MIT
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
π ANN Benchmarks ( β 2.2K) - Benchmarks of approximate nearest neighbor libraries in Python.
Annoy (π₯30 Β· β 8.5K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
Faiss (π₯29 Β· β 13K) - A library for efficient similarity search and clustering of dense vectors. MIT
NMSLIB (π₯29 Β· β 2.4K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
hnswlib (π₯26 Β· β 1.5K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
Milvus (π₯25 Β· β 6.1K) - An open source embedding vector similarity search engine powered by.. Apache-2
-
GitHub (π¨βπ» 140 Β· π 890 Β· π 2.3K - 7% open Β· β±οΈ 13.05.2021):
git clone https://github.com/milvus-io/milvus
-
PyPi (π₯ 17K / month Β· π¦ 6 Β· β±οΈ 29.04.2021):
pip install pymilvus
-
Docker Hub (π₯ 330K Β· β 11 Β· β±οΈ 07.05.2021):
docker pull milvusdb/milvus
PyNNDescent (π₯25 Β· β 390) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
-
GitHub (π¨βπ» 13 Β· π 50 Β· π¦ 450 Β· π 64 - 43% open Β· β±οΈ 12.03.2021):
git clone https://github.com/lmcinnes/pynndescent
-
PyPi (π₯ 380K / month Β· π¦ 6 Β· β±οΈ 08.02.2021):
pip install pynndescent
-
Conda (π₯ 120K Β· β±οΈ 09.02.2021):
conda install -c conda-forge pynndescent
Magnitude (π₯23 Β· β 1.4K Β· π€) - A fast, efficient universal vector embedding utility package. MIT
NGT (π₯20 Β· β 710) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
N2 (π₯19 Β· β 470 Β· π€) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
Show 2 hidden projects...
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 (π₯32 Β· β 5.7K) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
-
GitHub (π¨βπ» 310 Β· π 1.4K Β· π₯ 160 Β· π¦ 2.5K Β· π 2.2K - 8% open Β· β±οΈ 05.04.2021):
git clone https://github.com/pymc-devs/pymc3
-
PyPi (π₯ 210K / month Β· π¦ 290 Β· β±οΈ 14.03.2021):
pip install pymc3
-
Conda (π₯ 280K Β· β±οΈ 15.03.2021):
conda install -c conda-forge pymc3
tensorflow-probability (π₯32 Β· β 3.3K) - Probabilistic reasoning and statistical analysis in.. Apache-2
-
GitHub (π¨βπ» 410 Β· π 880 Β· π¦ 2 Β· π 1K - 44% open Β· β±οΈ 13.05.2021):
git clone https://github.com/tensorflow/probability
-
PyPi (π₯ 1.2M / month Β· π¦ 250 Β· β±οΈ 29.12.2020):
pip install tensorflow-probability
-
Conda (π₯ 35K Β· β±οΈ 30.04.2021):
conda install -c conda-forge tensorflow-probability
GPyTorch (π₯29 Β· β 2.4K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
Pyro (π₯28 Β· β 6.9K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
filterpy (π₯28 Β· β 1.8K) - Python Kalman filtering and optimal estimation library. Implements.. MIT
pomegranate (π₯27 Β· β 2.7K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
-
GitHub (π¨βπ» 62 Β· π 480 Β· π¦ 450 Β· π 610 - 8% open Β· β±οΈ 04.05.2021):
git clone https://github.com/jmschrei/pomegranate
-
PyPi (π₯ 41K / month Β· π¦ 56 Β· β±οΈ 29.03.2021):
pip install pomegranate
-
Conda (π₯ 57K Β· β±οΈ 01.11.2020):
conda install -c conda-forge pomegranate
pgmpy (π₯25 Β· β 1.8K) - Python Library for learning (Structure and Parameter) and inference.. MIT
SALib (π₯24 Β· β 460) - Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris,.. MIT
scikit-posthocs (π₯21 Β· β 200) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
Orbit (π₯19 Β· β 400) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
Baal (π₯18 Β· β 350) - Using approximate bayesian posteriors in deep nets for active learning. Apache-2
Show 5 hidden projects...
- patsy (π₯28 Β· β 750 Β· π) - Describing statistical models in Python using symbolic formulas.
BSD-2
- Edward (π₯25 Β· β 4.6K Β· π) - A probabilistic programming language in TensorFlow. Deep..
Apache-2
- pingouin (π₯23 Β· β 720) - Statistical package in Python based on Pandas.
βοΈGPL-3.0
- PyStan (π₯22 Β· β 71) - PyStan, a Python interface to Stan, a platform for statistical modeling...
ISC
- ZhuSuan (π₯14 Β· β 2K Β· π) - A probabilistic programming library for Bayesian deep learning,..
MIT
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
CleverHans (π₯27 Β· β 5.1K) - An adversarial example library for constructing attacks,.. MIT
Foolbox (π₯27 Β· β 1.9K) - A Python toolbox to create adversarial examples that fool neural networks.. MIT
TextAttack (π₯25 Β· β 1.4K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
ART (π₯23 Β· β 2.2K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
robustness (π₯19 Β· β 530) - A library for experimenting with, training and evaluating neural.. MIT
AdvBox (π₯17 Β· β 1.1K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2
Show 2 hidden projects...
- advertorch (π₯19 Β· β 860 Β· π€) - A Toolbox for Adversarial Robustness Research.
βοΈGPL-3.0
- Adversary (π₯14 Β· β 350 Β· π) - Tool to generate adversarial text examples and test machine..
MIT
Libraries that require and make use of CUDA/GPU system capabilities to optimize data handling and machine learning tasks.
CuPy (π₯32 Β· β 5.1K) - A NumPy-compatible array library accelerated by CUDA. MIT
-
GitHub (π¨βπ» 260 Β· π 470 Β· π₯ 16K Β· π¦ 730 Β· π 1.4K - 25% open Β· β±οΈ 12.05.2021):
git clone https://github.com/cupy/cupy
-
PyPi (π₯ 85K / month Β· π¦ 190 Β· β±οΈ 22.04.2021):
pip install cupy
-
Conda (π₯ 580K Β· β±οΈ 30.04.2021):
conda install -c conda-forge cupy
-
Docker Hub (π₯ 50K Β· β 6 Β· β±οΈ 12.05.2021):
docker pull cupy/cupy
gpustat (π₯27 Β· β 2.4K) - A simple command-line utility for querying and monitoring GPU status. MIT
Apex (π₯23 Β· β 5.3K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
scikit-cuda (π₯23 Β· β 820) - Python interface to GPU-powered libraries. BSD-3
DALI (π₯20 Β· β 3.3K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
-
GitHub (π¨βπ» 57 Β· π 390 Β· π 980 - 17% open Β· β±οΈ 13.05.2021):
git clone https://github.com/NVIDIA/DALI
BlazingSQL (π₯17 Β· β 1.5K) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
Vulkan Kompute (π₯17 Β· β 390) - General purpose GPU compute framework for cross vendor.. Apache-2
cuSignal (π₯15 Β· β 480) - GPU accelerated signal processing. Apache-2
-
GitHub (π¨βπ» 30 Β· π 63 Β· π 110 - 13% open Β· β±οΈ 06.05.2021):
git clone https://github.com/rapidsai/cusignal
Show 5 hidden projects...
- GPUtil (π₯23 Β· β 720 Β· π) - A Python module for getting the GPU status from NVIDA GPUs using..
MIT
- py3nvml (π₯22 Β· β 180 Β· π) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside..
BSD-3
- nvidia-ml-py3 (π₯19 Β· β 66 Β· π) - Python 3 Bindings for the NVIDIA Management Library.
BSD-3
- SpeedTorch (π₯16 Β· β 620 Β· π) - Library for faster pinned CPU - GPU transfer in Pytorch.
MIT
- ipyexperiments (π₯16 Β· β 130) - jupyter/ipython experiment containers for GPU and..
Apache-2
Libraries that extend TensorFlow with additional capabilities.
tensor2tensor (π₯33 Β· β 11K Β· π) - Library of deep learning models and datasets designed.. Apache-2
tensorflow-hub (π₯32 Β· β 2.8K) - A library for transfer learning by reusing parts of.. Apache-2
-
GitHub (π¨βπ» 69 Β· π 1.5K Β· π¦ 6.6K Β· π 580 - 5% open Β· β±οΈ 30.04.2021):
git clone https://github.com/tensorflow/hub
-
PyPi (π₯ 2.1M / month Β· π¦ 310 Β· β±οΈ 14.04.2021):
pip install tensorflow-hub
-
Conda (π₯ 52K Β· β±οΈ 18.04.2021):
conda install -c conda-forge tensorflow-hub
TF Addons (π₯32 Β· β 1.3K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
TensorFlow Transform (π₯29 Β· β 870) - Input pipeline framework. Apache-2
TF Model Optimization (π₯26 Β· β 1K) - A toolkit to optimize ML models for deployment for.. Apache-2
efficientnet (π₯25 Β· β 1.8K Β· π€) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorFlow I/O (π₯24 Β· β 450) - Dataset, streaming, and file system extensions.. Apache-2
TensorFlow Cloud (π₯24 Β· β 240) - The TensorFlow Cloud repository provides APIs that.. Apache-2
Neural Structured Learning (π₯22 Β· β 810) - Training neural models with structured signals. Apache-2
Saliency (π₯20 Β· β 660) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2
TensorNets (π₯19 Β· β 980) - High level network definitions with pre-trained weights in.. MIT
tffm (π₯19 Β· β 760 Β· π€) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT
TF Compression (π₯18 Β· β 480) - Data compression in TensorFlow. Apache-2
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn (π₯31 Β· β 5.2K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
-
GitHub (π¨βπ» 56 Β· π 1.1K Β· π¦ 5.3K Β· π 460 - 7% open Β· β±οΈ 25.04.2021):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
-
PyPi (π₯ 1.3M / month Β· π¦ 280 Β· β±οΈ 18.02.2021):
pip install imbalanced-learn
-
Conda (π₯ 130K Β· β±οΈ 18.02.2021):
conda install -c conda-forge imbalanced-learn
fancyimpute (π₯26 Β· β 960) - Multivariate imputation and matrix completion algorithms.. Apache-2
category_encoders (π₯25 Β· β 1.6K Β· π€) - A library of sklearn compatible categorical variable.. BSD-3
-
GitHub (π¨βπ» 37 Β· π 300 Β· π 210 - 34% open Β· β±οΈ 31.07.2020):
git clone https://github.com/scikit-learn-contrib/category_encoders
-
PyPi (π₯ 340K / month Β· π¦ 23 Β· β±οΈ 14.10.2018):
pip install category_encoders
-
Conda (π₯ 100K Β· β±οΈ 29.04.2020):
conda install -c conda-forge category_encoders
sklearn-contrib-lightning (π₯24 Β· β 1.4K) - Large-scale linear classification, regression and.. BSD-3
-
GitHub (π¨βπ» 17 Β· π 190 Β· π¦ 82 Β· π 85 - 55% open Β· β±οΈ 10.05.2021):
git clone https://github.com/scikit-learn-contrib/lightning
-
PyPi (π₯ 470 / month Β· π¦ 10 Β· β±οΈ 16.12.2020):
pip install sklearn-contrib-lightning
-
Conda (π₯ 140K Β· β±οΈ 20.12.2020):
conda install -c conda-forge sklearn-contrib-lightning
scikit-opt (π₯23 Β· β 2.2K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
scikit-lego (π₯20 Β· β 500) - Extra blocks for scikit-learn pipelines. MIT
iterative-stratification (π₯19 Β· β 550 Β· π€) - scikit-learn cross validators for iterative.. BSD-3
scikit-tda (π₯18 Β· β 280) - Topological Data Analysis for Python. MIT
Show 5 hidden projects...
- sklearn-crfsuite (π₯24 Β· β 370 Β· π) - scikit-learn inspired API for CRFsuite.
MIT
- scikit-multilearn (π₯23 Β· β 660 Β· π) - A scikit-learn based module for multi-label et. al...
BSD-2
- skope-rules (π₯21 Β· β 390 Β· π€) - machine learning with logical rules in Python.
βοΈBSD-1-Clause
- celer (π₯16 Β· β 110) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,..
BSD-3
- dabl (π₯16 Β· β 74 Β· π€) - Data Analysis Baseline Library.
BSD-3
Libraries that extend Pytorch with additional capabilities.
EfficientNet-PyTorch (π₯27 Β· β 6K) - A PyTorch implementation of EfficientNet and.. Apache-2
pytorch-summary (π₯26 Β· β 3.1K) - Model summary in PyTorch similar to `model.summary()` in.. MIT
pytorch-optimizer (π₯26 Β· β 1.9K) - torch-optimizer -- collection of optimizers for.. Apache-2
PML (π₯25 Β· β 3.2K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
-
GitHub (π¨βπ» 19 Β· π 410 Β· π¦ 83 Β· π 260 - 14% open Β· β±οΈ 10.05.2021):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
-
PyPi (π₯ 17K / month Β· β±οΈ 27.12.2019):
pip install pytorch-metric-learning
-
Conda (π₯ 2.3K Β· β±οΈ 10.05.2021):
conda install -c metric-learning pytorch-metric-learning
torchdiffeq (π₯24 Β· β 3.5K) - Differentiable ODE solvers with full GPU support and.. MIT
SRU (π₯23 Β· β 1.9K) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
EfficientNets (π₯22 Β· β 1.3K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
Torchmeta (π₯22 Β· β 1.3K) - A collection of extensions and data-loaders for few-shot learning.. MIT
Higher (π₯22 Β· β 1.1K) - higher is a pytorch library allowing users to obtain higher.. Apache-2
torch-scatter (π₯22 Β· β 660) - PyTorch Extension Library of Optimized Scatter Operations. MIT
PyTorch Sparse (π₯22 Β· β 400) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
reformer-pytorch (π₯21 Β· β 1.5K) - Reformer, the efficient Transformer, in Pytorch. MIT
Pytorch Toolbelt (π₯20 Β· β 1K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
Performer Pytorch (π₯19 Β· β 600) - An implementation of Performer, a linear attention-based.. MIT
Lambda Networks (π₯18 Β· β 1.5K) - Implementation of LambdaNetworks, a new approach to image.. MIT
Tensor Sensor (π₯17 Β· β 550) - The goal of this library is to generate more helpful.. MIT
Pywick (π₯17 Β· β 320) - High-level batteries-included neural network training library for.. MIT
tinygrad (π₯16 Β· β 4.3K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
-
GitHub (π¨βπ» 44 Β· π 490 Β· π¦ 1 Β· π 82 - 23% open Β· β±οΈ 13.05.2021):
git clone https://github.com/geohot/tinygrad
torchsde (π₯16 Β· β 720) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
-
GitHub (π¨βπ» 4 Β· π 65 Β· π 36 - 13% open Β· β±οΈ 12.05.2021):
git clone https://github.com/google-research/torchsde
Tez (π₯16 Β· β 600 Β· π£) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
Torch-Struct (π₯15 Β· β 930) - Fast, general, and tested differentiable structured prediction.. MIT
-
GitHub (π¨βπ» 13 Β· π 71 Β· π 43 - 41% open Β· β±οΈ 09.05.2021):
git clone https://github.com/harvardnlp/pytorch-struct
Show 5 hidden projects...
- pretrainedmodels (π₯28 Β· β 8K Β· π) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,..
BSD-3
- Poutyne (π₯20 Β· β 470) - A simplified framework and utilities for PyTorch.
βοΈLGPL-3.0
- AdaBound (π₯19 Β· β 2.8K Β· π) - An optimizer that trains as fast as Adam and as good as SGD.
Apache-2
- Antialiased CNNs (π₯18 Β· β 1.4K Β· π€) - pip install antialiased-cnns to improve stability and..
βοΈCC BY-NC-SA 4.0
- micrograd (π₯13 Β· β 1.7K Β· π) - A tiny scalar-valued autograd engine and a neural net library..
MIT
Libraries for connecting to, operating, and querying databases.
π best-of-python - DB Clients ( β 1.6K Β· π£) - Collection of database clients for python.
scipy (π₯42 Β· β 8.2K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
-
GitHub (π¨βπ» 1.2K Β· π 3.7K Β· π₯ 320K Β· π¦ 340K Β· π 7.5K - 21% open Β· β±οΈ 13.05.2021):
git clone https://github.com/scipy/scipy
-
PyPi (π₯ 30M / month Β· π¦ 87K Β· β±οΈ 26.04.2021):
pip install scipy
-
Conda (π₯ 14M Β· β±οΈ 27.04.2021):
conda install -c conda-forge scipy
SymPy (π₯35 Β· β 8.1K) - A computer algebra system written in pure Python. BSD-3
-
GitHub (π¨βπ» 1.1K Β· π 3.4K Β· π₯ 420K Β· π¦ 32K Β· π 11K - 36% open Β· β±οΈ 13.05.2021):
git clone https://github.com/sympy/sympy
-
PyPi (π₯ 1.5M / month Β· π¦ 6.4K Β· β±οΈ 09.04.2021):
pip install sympy
-
Conda (π₯ 1.5M Β· β±οΈ 10.04.2021):
conda install -c conda-forge sympy
hdbscan (π₯29 Β· β 1.9K) - A high performance implementation of HDBSCAN clustering. BSD-3
-
GitHub (π¨βπ» 69 Β· π 340 Β· π¦ 830 Β· π 370 - 60% open Β· β±οΈ 07.04.2021):
git clone https://github.com/scikit-learn-contrib/hdbscan
-
PyPi (π₯ 190K / month Β· π¦ 120 Β· β±οΈ 03.02.2021):
pip install hdbscan
-
Conda (π₯ 660K Β· β±οΈ 14.02.2021):
conda install -c conda-forge hdbscan
PyOD (π₯28 Β· β 4.5K) - (JMLR'19) A Python Toolbox for Scalable Outlier Detection (Anomaly.. BSD-2
Keras-Preprocessing (π₯28 Β· β 940) - Utilities for working with image data, text data, and.. MIT
-
GitHub (π¨βπ» 50 Β· π 420 Β· π 190 - 48% open Β· β±οΈ 04.02.2021):
git clone https://github.com/keras-team/keras-preprocessing
-
PyPi (π₯ 6.3M / month Β· π¦ 2.7K Β· β±οΈ 14.05.2020):
pip install keras-preprocessing
-
Conda (π₯ 930K Β· β±οΈ 15.01.2021):
conda install -c conda-forge keras-preprocessing
Cython BLIS (π₯28 Β· β 170) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
Datasette (π₯27 Β· β 5.1K) - An open source multi-tool for exploring and publishing data. Apache-2
DeepChem (π₯27 Β· β 2.9K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
agate (π₯27 Β· β 1K) - A Python data analysis library that is optimized for humans instead of machines. MIT
Pythran (π₯26 Β· β 1.5K) - Ahead of Time compiler for numeric kernels. BSD-3
-
GitHub (π¨βπ» 55 Β· π 140 Β· π¦ 52 Β· π 670 - 15% open Β· β±οΈ 09.05.2021):
git clone https://github.com/serge-sans-paille/pythran
-
PyPi (π₯ 11K / month Β· π¦ 26 Β· β±οΈ 09.05.2021):
pip install pythran
-
Conda (π₯ 150K Β· β±οΈ 10.05.2021):
conda install -c conda-forge pythran
kmodes (π₯26 Β· β 850) - Python implementations of the k-modes and k-prototypes clustering.. MIT
causalml (π₯25 Β· β 1.9K) - Uplift modeling and causal inference with machine learning.. Apache-2
pyjanitor (π₯25 Β· β 660) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
PaddleHub (π₯24 Β· β 5K) - Awesome pre-trained models toolkit based on PaddlePaddle.(300+.. Apache-2
PennyLane (π₯24 Β· β 850) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
pyclustering (π₯24 Β· β 830 Β· π) - pyclustring is a Python, C++ data mining library. BSD-3
-
GitHub (π¨βπ» 26 Β· π 190 Β· π₯ 330 Β· π¦ 200 Β· π 640 - 8% open Β· β±οΈ 12.02.2021):
git clone https://github.com/annoviko/pyclustering
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PyPi (π₯ 36K / month Β· π¦ 36 Β· β±οΈ 25.11.2020):
pip install pyclustering
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Conda (π₯ 21K Β· β±οΈ 25.01.2021):
conda install -c conda-forge pyclustering
metric-learn (π₯23 Β· β 1.1K) - Metric learning algorithms in Python. MIT
TabPy (π₯23 Β· β 1.1K Β· π) - Execute Python code on the fly and display results in Tableau.. MIT
alibi-detect (π₯22 Β· β 680) - Algorithms for outlier and adversarial instance detection,.. Apache-2
scikit-rebate (π₯22 Β· β 320) - A scikit-learn-compatible Python implementation of ReBATE, a.. MIT
Mars (π₯21 Β· β 2.1K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
AstroML (π₯20 Β· β 740) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
Feature Engine (π₯20 Β· β 530) - Feature engineering package with sklearn like functionality. BSD-3
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GitHub (π¨βπ» 23 Β· π 140 Β· π 110 - 26% open Β· β±οΈ 01.05.2021):
git clone https://github.com/solegalli/feature_engine
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PyPi (π₯ 23K / month Β· π¦ 2 Β· β±οΈ 23.01.2021):
pip install feature_engine
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Conda (π₯ 2.9K Β· β±οΈ 25.01.2021):
conda install -c conda-forge feature_engine
StreamAlert (π₯19 Β· β 2.5K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2
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GitHub (π¨βπ» 31 Β· π 290 Β· π 340 - 26% open Β· β±οΈ 10.02.2021):
git clone https://github.com/airbnb/streamalert
River (π₯19 Β· β 1.6K) - Online machine learning in Python. BSD-3
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GitHub (π¨βπ» 64 Β· π 210 Β· π¦ 12 Β· π 310 - 10% open Β· β±οΈ 13.05.2021):
git clone https://github.com/online-ml/river
baikal (π₯19 Β· β 580) - A graph-based functional API for building complex scikit-learn pipelines. BSD-3
rrcf (π₯19 Β· β 300 Β· π€) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
apricot (π₯18 Β· β 310) - apricot implements submodular optimization for the purpose of selecting.. MIT
opyrator (π₯17 Β· β 2.1K Β· π£) - Turns your machine learning code into microservices with web API,.. MIT
traingenerator (π₯10 Β· β 1K Β· π£) - A web app to generate template code for machine learning. MIT
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GitHub (π¨βπ» 3 Β· π 130 Β· π 12 - 75% open Β· β±οΈ 29.04.2021):
git clone https://github.com/jrieke/traingenerator
Show 8 hidden projects...
- pysc2 (π₯25 Β· β 7.3K Β· π) - StarCraft II Learning Environment.
Apache-2
- minisom (π₯22 Β· β 830) - MiniSom is a minimalistic implementation of the Self Organizing..
βοΈCC-BY-3.0
- cleanlab (π₯21 Β· β 1.9K) - The standard package for machine learning with noisy labels and..
βοΈGPL-3.0
- mlens (π₯21 Β· β 690 Β· π) - ML-Ensemble high performance ensemble learning.
MIT
- gplearn (π₯20 Β· β 930 Β· π) - Genetic Programming in Python, with a scikit-learn inspired API.
BSD-3
- impyute (π₯20 Β· β 280 Β· π) - Data imputations library to preprocess datasets with missing data.
MIT
- vecstack (π₯19 Β· β 600 Β· π) - Python package for stacking (machine learning technique).
MIT
- pandas-ml (π₯19 Β· β 270 Β· π) - pandas, scikit-learn, xgboost and seaborn integration.
BSD-3
- 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.
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.