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Best-of Machine Learning with Python

πŸ†Β  A ranked list of awesome machine learning Python libraries. Updated weekly.

This curated list contains 920 awesome open-source projects with a total of 4.1M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!


πŸ§™β€β™‚οΈΒ  Discover other best-of lists or create your own.
πŸ“«Β  Subscribe to our newsletter for updates and trending projects.


Contents

Explanation

  • πŸ₯‡πŸ₯ˆπŸ₯‰Β  Combined project-quality score
  • ⭐️  Star count from GitHub
  • 🐣  New project (less than 6 months old)
  • πŸ’€Β  Inactive project (6 months no activity)
  • πŸ’€Β  Dead project (12 months no activity)
  • πŸ“ˆπŸ“‰Β  Project is trending up or down
  • βž•Β  Project was recently added
  • ❗️  Warning (e.g. missing/risky license)
  • πŸ‘¨β€πŸ’»Β  Contributors count from GitHub
  • πŸ”€Β  Fork count from GitHub
  • πŸ“‹Β  Issue count from GitHub
  • ⏱️  Last update timestamp on package manager
  • πŸ“₯Β  Download count from package manager
  • πŸ“¦Β  Number of dependent projects
  • Β  Tensorflow related project
  • Β  Sklearn related project
  • Β  PyTorch related project
  • Β  MxNet related project
  • Β  Apache Spark related project
  • Β  Jupyter related project
  • Β  PaddlePaddle related project
  • Β  Pandas related project
  • Β  Jax related project

Machine Learning Frameworks

Back to top

General-purpose machine learning and deep learning frameworks.

Tensorflow (πŸ₯‡55 Β· ⭐ 180K) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 4.4K Β· πŸ”€ 89K Β· πŸ“¦ 310K Β· πŸ“‹ 38K - 5% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/tensorflow/tensorflow
    
  • PyPi (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 01.09.2023):

     pip install tensorflow
    
  • Conda (πŸ“₯ 4.3M Β· ⏱️ 21.07.2023):

     conda install -c conda-forge tensorflow
    
  • Docker Hub (πŸ“₯ 74M Β· ⭐ 2.2K Β· ⏱️ 21.09.2023):

     docker pull tensorflow/tensorflow
    
PyTorch (πŸ₯‡53 Β· ⭐ 71K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 4.4K Β· πŸ”€ 19K Β· πŸ“₯ 24K Β· πŸ“¦ 320K Β· πŸ“‹ 37K - 33% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/pytorch/pytorch
    
  • PyPi (πŸ“₯ 12M / month Β· πŸ“¦ 11K Β· ⏱️ 08.05.2023):

     pip install torch
    
  • Conda (πŸ“₯ 18M Β· ⏱️ 16.06.2023):

     conda install -c pytorch pytorch
    
scikit-learn (πŸ₯‡52 Β· ⭐ 56K) - scikit-learn: machine learning in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 24K Β· πŸ“₯ 900 Β· πŸ“¦ 600K Β· πŸ“‹ 10K - 15% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/scikit-learn/scikit-learn
    
  • PyPi (πŸ“₯ 42M / month):

     pip install scikit-learn
    
  • Conda (πŸ“₯ 24M Β· ⏱️ 21.09.2023):

     conda install -c conda-forge scikit-learn
    
Keras (πŸ₯‡45 Β· ⭐ 59K Β· πŸ“‰) - Deep Learning for humans. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 19K Β· πŸ“¦ 13 Β· πŸ“‹ 12K - 3% open Β· ⏱️ 11.09.2023):

     git clone https://github.com/keras-team/keras
    
  • PyPi (πŸ“₯ 12M / month Β· πŸ“¦ 640 Β· ⏱️ 11.09.2023):

     pip install keras
    
  • Conda (πŸ“₯ 3.2M Β· ⏱️ 28.07.2023):

     conda install -c conda-forge keras
    
pytorch-lightning (πŸ₯‡45 Β· ⭐ 25K) - Deep learning framework to train, deploy, and ship AI.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 900 Β· πŸ”€ 2.9K Β· πŸ“₯ 13K Β· πŸ“¦ 24K Β· πŸ“‹ 6.5K - 9% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/Lightning-AI/lightning
    
  • PyPi (πŸ“₯ 4.1M / month):

     pip install pytorch-lightning
    
  • Conda (πŸ“₯ 950K Β· ⏱️ 15.09.2023):

     conda install -c conda-forge pytorch-lightning
    
PaddlePaddle (πŸ₯‡45 Β· ⭐ 21K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 5.3K Β· πŸ“₯ 15K Β· πŸ“¦ 4K Β· πŸ“‹ 18K - 11% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/PaddlePaddle/Paddle
    
  • PyPi (πŸ“₯ 170K / month Β· πŸ“¦ 76 Β· ⏱️ 27.07.2023):

     pip install paddlepaddle
    
jax (πŸ₯‡44 Β· ⭐ 25K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.2K Β· πŸ“¦ 18K Β· πŸ“‹ 4.5K - 27% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/google/jax
    
  • PyPi (πŸ“₯ 3.2M / month):

     pip install jax
    
  • Conda (πŸ“₯ 920K Β· ⏱️ 15.09.2023):

     conda install -c conda-forge jaxlib
    
StatsModels (πŸ₯‡44 Β· ⭐ 8.9K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.6K Β· πŸ“₯ 29 Β· πŸ“¦ 100K Β· πŸ“‹ 5.2K - 47% open Β· ⏱️ 01.09.2023):

     git clone https://github.com/statsmodels/statsmodels
    
  • PyPi (πŸ“₯ 11M / month):

     pip install statsmodels
    
  • Conda (πŸ“₯ 11M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge statsmodels
    
XGBoost (πŸ₯ˆ43 Β· ⭐ 25K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 8.1K Β· πŸ“₯ 7.1K Β· πŸ“¦ 67K Β· πŸ“‹ 4.9K - 6% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/dmlc/xgboost
    
  • PyPi (πŸ“₯ 10M / month):

     pip install xgboost
    
  • Conda (πŸ“₯ 4.2M Β· ⏱️ 26.08.2023):

     conda install -c conda-forge xgboost
    
LightGBM (πŸ₯ˆ43 Β· ⭐ 15K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 3.6K Β· πŸ“₯ 200K Β· πŸ“¦ 25K Β· πŸ“‹ 3.1K - 9% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/microsoft/LightGBM
    
  • PyPi (πŸ“₯ 6.6M / month):

     pip install lightgbm
    
  • Conda (πŸ“₯ 2M Β· ⏱️ 12.09.2023):

     conda install -c conda-forge lightgbm
    
Jina (πŸ₯ˆ40 Β· ⭐ 19K) - Build multimodal AI applications with cloud-native stack. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 2.1K Β· πŸ“¦ 1.1K Β· πŸ“‹ 1.9K - 0% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/jina-ai/jina
    
  • PyPi (πŸ“₯ 74K / month):

     pip install jina
    
  • Conda (πŸ“₯ 55K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge jina-core
    
  • Docker Hub (πŸ“₯ 1.3M Β· ⭐ 8 Β· ⏱️ 21.09.2023):

     docker pull jinaai/jina
    
Theano (πŸ₯ˆ39 Β· ⭐ 9.8K Β· πŸ’€) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.5K Β· πŸ“¦ 14K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 20.12.2022):

     git clone https://github.com/Theano/Theano
    
  • PyPi (πŸ“₯ 500K / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.07.2020):

     pip install theano
    
  • Conda (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge theano
    
PySpark (πŸ₯ˆ38 Β· ⭐ 37K Β· πŸ“‰) - Apache Spark Python API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 28K Β· ⏱️ 21.09.2023):

     git clone https://github.com/apache/spark
    
  • PyPi (πŸ“₯ 25M / month):

     pip install pyspark
    
  • Conda (πŸ“₯ 2.8M Β· ⏱️ 27.06.2023):

     conda install -c conda-forge pyspark
    
Fastai (πŸ₯ˆ38 Β· ⭐ 25K) - The fastai deep learning library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 7.2K Β· πŸ“¦ 15K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/fastai/fastai
    
  • PyPi (πŸ“₯ 320K / month):

     pip install fastai
    
MXNet (πŸ₯ˆ38 Β· ⭐ 21K Β· πŸ’€) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 980 Β· πŸ”€ 6.5K Β· πŸ“₯ 26K Β· πŸ“¦ 6.7K Β· πŸ“‹ 9.6K - 18% open Β· ⏱️ 26.01.2023):

     git clone https://github.com/apache/incubator-mxnet
    
  • PyPi (πŸ“₯ 370K / month):

     pip install mxnet
    
  • Conda (πŸ“₯ 10K Β· ⏱️ 16.06.2023):

     conda install -c anaconda mxnet
    
Catboost (πŸ₯ˆ38 Β· ⭐ 7.3K Β· πŸ“‰) - A fast, scalable, high performance Gradient Boosting on.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 1.1K Β· πŸ“₯ 180K Β· πŸ“¦ 9 Β· πŸ“‹ 2.1K - 23% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/catboost/catboost
    
  • PyPi (πŸ“₯ 2.1M / month):

     pip install catboost
    
  • Conda (πŸ“₯ 1.4M Β· ⏱️ 19.09.2023):

     conda install -c conda-forge catboost
    
Flax (πŸ₯ˆ37 Β· ⭐ 4.7K) - Flax is a neural network library for JAX that is designed for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“₯ 49 Β· πŸ“¦ 4.3K Β· πŸ“‹ 810 - 21% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/google/flax
    
  • PyPi (πŸ“₯ 2.3M / month Β· πŸ“¦ 170 Β· ⏱️ 13.09.2023):

     pip install flax
    
  • Conda (πŸ“₯ 34K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge flax
    
Thinc (πŸ₯ˆ36 Β· ⭐ 2.8K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 270 Β· πŸ“¦ 37K Β· πŸ“‹ 140 - 12% open Β· ⏱️ 11.09.2023):

     git clone https://github.com/explosion/thinc
    
  • PyPi (πŸ“₯ 5.4M / month):

     pip install thinc
    
  • Conda (πŸ“₯ 2.6M Β· ⏱️ 11.08.2023):

     conda install -c conda-forge thinc
    
ivy (πŸ₯ˆ35 Β· ⭐ 13K) - The Unified AI Framework. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 5.6K Β· πŸ“‹ 17K - 26% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/unifyai/ivy
    
  • PyPi (πŸ“₯ 1.1K / month Β· πŸ“¦ 8 Β· ⏱️ 04.09.2023):

     pip install ivy
    
Vowpal Wabbit (πŸ₯ˆ35 Β· ⭐ 8.3K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 2K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 08.09.2023):

     git clone https://github.com/VowpalWabbit/vowpal_wabbit
    
  • PyPi (πŸ“₯ 120K / month Β· πŸ“¦ 33 Β· ⏱️ 19.07.2023):

     pip install vowpalwabbit
    
  • Conda (πŸ“₯ 130K Β· ⏱️ 17.08.2023):

     conda install -c conda-forge vowpalwabbit
    
einops (πŸ₯ˆ35 Β· ⭐ 7.2K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 310 Β· πŸ“¦ 17K Β· πŸ“‹ 150 - 19% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/arogozhnikov/einops
    
  • PyPi (πŸ“₯ 4.5M / month Β· πŸ“¦ 620 Β· ⏱️ 14.08.2023):

     pip install einops
    
  • Conda (πŸ“₯ 140K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge einops
    
Ignite (πŸ₯ˆ35 Β· ⭐ 4.3K) - High-level library to help with training and evaluating neural.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 590 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/pytorch/ignite
    
  • PyPi (πŸ“₯ 210K / month):

     pip install pytorch-ignite
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 16.06.2023):

     conda install -c pytorch ignite
    
PyFlink (πŸ₯ˆ34 Β· ⭐ 22K) - Apache Flink Python API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 1.8K Β· πŸ”€ 12K Β· πŸ“¦ 13 Β· ⏱️ 21.09.2023):

     git clone https://github.com/apache/flink
    
  • PyPi (πŸ“₯ 89K / month):

     pip install apache-flink
    
Chainer (πŸ₯ˆ34 Β· ⭐ 5.8K Β· πŸ’€) - A flexible framework of neural networks for deep learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“¦ 3.1K Β· πŸ“‹ 2K - 0% open Β· ⏱️ 17.10.2022):

     git clone https://github.com/chainer/chainer
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 400 Β· ⏱️ 05.01.2022):

     pip install chainer
    
  • Conda (πŸ“₯ 16K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge chainer
    
Ludwig (πŸ₯‰33 Β· ⭐ 9.8K) - Low-code framework for building custom LLMs, neural networks,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.1K Β· πŸ“¦ 190 Β· πŸ“‹ 1K - 30% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/ludwig-ai/ludwig
    
  • PyPi (πŸ“₯ 5.8K / month Β· πŸ“¦ 9 Β· ⏱️ 19.09.2023):

     pip install ludwig
    
skorch (πŸ₯‰32 Β· ⭐ 5.3K) - A scikit-learn compatible neural network library that wraps.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 350 Β· πŸ“¦ 950 Β· πŸ“‹ 490 - 9% open Β· ⏱️ 07.09.2023):

     git clone https://github.com/skorch-dev/skorch
    
  • PyPi (πŸ“₯ 86K / month):

     pip install skorch
    
  • Conda (πŸ“₯ 780K Β· ⏱️ 06.09.2023):

     conda install -c conda-forge skorch
    
mlpack (πŸ₯‰32 Β· ⭐ 4.5K) - mlpack: a fast, header-only C++ machine learning library. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.6K - 1% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/mlpack/mlpack
    
  • PyPi (πŸ“₯ 1.6K / month Β· πŸ“¦ 1 Β· ⏱️ 07.09.2023):

     pip install mlpack
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 17.06.2023):

     conda install -c conda-forge mlpack
    
Haiku (πŸ₯‰32 Β· ⭐ 2.6K) - JAX-based neural network library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“¦ 1.5K Β· πŸ“‹ 280 - 38% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/deepmind/dm-haiku
    
  • PyPi (πŸ“₯ 260K / month Β· πŸ“¦ 67 Β· ⏱️ 14.07.2023):

     pip install dm-haiku
    
  • Conda (πŸ“₯ 13K Β· ⏱️ 14.07.2023):

     conda install -c conda-forge dm-haiku
    
tensorflow-upstream (πŸ₯‰32 Β· ⭐ 660) - TensorFlow ROCm port. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 4.5K Β· πŸ”€ 79 Β· πŸ“₯ 21 Β· πŸ“‹ 370 - 25% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
    
  • PyPi (πŸ“₯ 2.6K / month Β· πŸ“¦ 5 Β· ⏱️ 09.07.2023):

     pip install tensorflow-rocm
    
Sonnet (πŸ₯‰31 Β· ⭐ 9.6K) - TensorFlow-based neural network library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 1.4K Β· πŸ“¦ 1.1K Β· πŸ“‹ 190 - 17% open Β· ⏱️ 21.07.2023):

     git clone https://github.com/deepmind/sonnet
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 52 Β· ⏱️ 27.03.2020):

     pip install dm-sonnet
    
  • Conda (πŸ“₯ 26K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge sonnet
    
tensorpack (πŸ₯‰31 Β· ⭐ 6.3K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 1.8K Β· πŸ“₯ 160 Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.4K - 0% open Β· ⏱️ 06.08.2023):

     git clone https://github.com/tensorpack/tensorpack
    
  • PyPi (πŸ“₯ 14K / month):

     pip install tensorpack
    
  • Conda (πŸ“₯ 9.9K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tensorpack
    
EvaDB (πŸ₯‰31 Β· ⭐ 2.3K) - Bring AI inside your database system. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“₯ 410K Β· πŸ“¦ 30 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/georgia-tech-db/eva
    
  • PyPi (πŸ“₯ 1.5K / month):

     pip install evadb
    
ktrain (πŸ₯‰30 Β· ⭐ 1.2K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 260 Β· πŸ“¦ 460 Β· πŸ“‹ 470 - 0% open Β· ⏱️ 05.09.2023):

     git clone https://github.com/amaiya/ktrain
    
  • PyPi (πŸ“₯ 20K / month):

     pip install ktrain
    
Geomstats (πŸ₯‰30 Β· ⭐ 990) - Computations and statistics on manifolds with geometric structures. MIT
  • GitHub (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 220 Β· πŸ“¦ 80 Β· πŸ“‹ 540 - 38% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/geomstats/geomstats
    
  • PyPi (πŸ“₯ 3.2K / month Β· πŸ“¦ 3 Β· ⏱️ 30.08.2023):

     pip install geomstats
    
  • Conda (πŸ“₯ 1.7K Β· ⏱️ 30.08.2023):

     conda install -c conda-forge geomstats
    
Determined (πŸ₯‰29 Β· ⭐ 2.5K) - Determined is a deep-learning platform that simplifies.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 310 Β· πŸ“₯ 7.2K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/determined-ai/determined
    
  • PyPi (πŸ“₯ 16K / month):

     pip install determined
    
Towhee (πŸ₯‰27 Β· ⭐ 2.7K) - Towhee is a framework that is dedicated to making neural data.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 230 Β· πŸ“₯ 1.7K Β· πŸ“‹ 640 - 1% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/towhee-io/towhee
    
  • PyPi (πŸ“₯ 3.1K / month Β· ⏱️ 14.09.2023):

     pip install towhee
    
Neural Network Libraries (πŸ₯‰27 Β· ⭐ 2.6K) - Neural Network Libraries. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 330 Β· πŸ“₯ 710 Β· πŸ“‹ 79 - 26% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/sony/nnabla
    
  • PyPi (πŸ“₯ 3K / month):

     pip install nnabla
    
pyRiemann (πŸ₯‰27 Β· ⭐ 520) - Machine learning for multivariate data analysis through the.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 150 Β· πŸ“¦ 280 Β· πŸ“‹ 100 - 7% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/pyRiemann/pyRiemann
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 17 Β· ⏱️ 17.07.2022):

     pip install pyriemann
    
  • Conda (πŸ“₯ 4.1K Β· ⏱️ 20.06.2023):

     conda install -c conda-forge pyriemann
    
fklearn (πŸ₯‰25 Β· ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 160 Β· πŸ“¦ 13 Β· πŸ“‹ 63 - 61% open Β· ⏱️ 11.04.2023):

     git clone https://github.com/nubank/fklearn
    
  • PyPi (πŸ“₯ 2K / month Β· ⏱️ 16.08.2023):

     pip install fklearn
    
Neural Tangents (πŸ₯‰24 Β· ⭐ 2.1K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“₯ 320 Β· πŸ“¦ 79 Β· πŸ“‹ 140 - 37% open Β· ⏱️ 29.08.2023):

     git clone https://github.com/google/neural-tangents
    
  • PyPi:

     pip install neural-tangents
    
NeuPy (πŸ₯‰24 Β· ⭐ 740 Β· πŸ’€) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 160 Β· πŸ“¦ 150 Β· πŸ“‹ 270 - 12% open Β· ⏱️ 03.01.2023):

     git clone https://github.com/itdxer/neupy
    
  • PyPi (πŸ“₯ 2K / month Β· πŸ“¦ 12 Β· ⏱️ 04.04.2019):

     pip install neupy
    
Objax (πŸ₯‰23 Β· ⭐ 740) - Objax is a machine learning framework that provides an Object.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 74 Β· πŸ“¦ 39 Β· πŸ“‹ 110 - 44% open Β· ⏱️ 12.06.2023):

     git clone https://github.com/google/objax
    
  • PyPi (πŸ“₯ 800 / month Β· πŸ“¦ 5 Β· ⏱️ 31.01.2022):

     pip install objax
    
ThunderSVM (πŸ₯‰20 Β· ⭐ 1.5K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 200 Β· πŸ“₯ 2.7K Β· πŸ“‹ 220 - 31% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/Xtra-Computing/thundersvm
    
  • PyPi (πŸ“₯ 280 / month Β· ⏱️ 13.03.2020):

     pip install thundersvm
    
NeoML (πŸ₯‰20 Β· ⭐ 740) - Machine learning framework for both deep learning and traditional.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/neoml-lib/neoml
    
  • PyPi (πŸ“₯ 700 / month):

     pip install neoml
    
chefboost (πŸ₯‰19 Β· ⭐ 410) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 94 Β· πŸ“¦ 48 Β· πŸ“‹ 32 - 15% open Β· ⏱️ 30.03.2023):

     git clone https://github.com/serengil/chefboost
    
  • PyPi (πŸ“₯ 490 / month Β· ⏱️ 16.02.2022):

     pip install chefboost
    
ThunderGBM (πŸ₯‰16 Β· ⭐ 670) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 82 Β· πŸ“¦ 2 Β· πŸ“‹ 78 - 46% open Β· ⏱️ 10.09.2023):

     git clone https://github.com/Xtra-Computing/thundergbm
    
  • PyPi (πŸ“₯ 30 / month):

     pip install thundergbm
    
Show 15 hidden projects...
  • dlib (πŸ₯ˆ40 Β· ⭐ 12K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
  • MindsDB (πŸ₯‰33 Β· ⭐ 18K) - MindsDB connects AI models to databases. ❗️GPL-3.0
  • Turi Create (πŸ₯‰32 Β· ⭐ 11K Β· πŸ’€) - Turi Create simplifies the development of custom machine.. BSD-3
  • TFlearn (πŸ₯‰32 Β· ⭐ 9.6K Β· πŸ’€) - Deep learning library featuring a higher-level API for TensorFlow. MIT
  • dyNET (πŸ₯‰31 Β· ⭐ 3.4K Β· πŸ’€) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
  • NuPIC (πŸ₯‰28 Β· ⭐ 6.3K) - Numenta Platform for Intelligent Computing is an implementation of.. ❗️AGPL-3.0
  • Lasagne (πŸ₯‰28 Β· ⭐ 3.8K Β· πŸ’€) - Lightweight library to build and train neural networks in Theano. MIT
  • CNTK (πŸ₯‰26 Β· ⭐ 17K Β· πŸ’€) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning.. ❗Unlicensed
  • xLearn (πŸ₯‰26 Β· ⭐ 3.1K Β· πŸ’€) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
  • SHOGUN (πŸ₯‰26 Β· ⭐ 3K Β· πŸ’€) - Unified and efficient Machine Learning. BSD-3
  • mace (πŸ₯‰22 Β· ⭐ 4.8K Β· πŸ’€) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
  • neon (πŸ₯‰22 Β· ⭐ 3.9K Β· πŸ’€) - Intel Nervana reference deep learning framework committed to best.. Apache-2
  • Torchbearer (πŸ₯‰21 Β· ⭐ 630 Β· πŸ’€) - torchbearer: A model fitting library for PyTorch. MIT
  • elegy (πŸ₯‰18 Β· ⭐ 450 Β· πŸ’€) - A High Level API for Deep Learning in JAX. MIT
  • StarSpace (πŸ₯‰16 Β· ⭐ 3.9K Β· πŸ’€) - Learning embeddings for classification, retrieval and ranking. MIT

Data Visualization

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General-purpose and task-specific data visualization libraries.

Matplotlib (πŸ₯‡48 Β· ⭐ 18K) - matplotlib: plotting with Python. ❗Unlicensed
  • GitHub (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 6.9K Β· πŸ“¦ 950K Β· πŸ“‹ 9.8K - 12% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/matplotlib/matplotlib
    
  • PyPi (πŸ“₯ 38M / month):

     pip install matplotlib
    
  • Conda (πŸ“₯ 21M Β· ⏱️ 19.09.2023):

     conda install -c conda-forge matplotlib
    
Bokeh (πŸ₯‡45 Β· ⭐ 18K Β· πŸ“ˆ) - Interactive Data Visualization in the browser, from Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 4.1K Β· πŸ“¦ 76K Β· πŸ“‹ 7.4K - 10% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/bokeh/bokeh
    
  • PyPi (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023):

     pip install bokeh
    
  • Conda (πŸ“₯ 13M Β· ⏱️ 14.08.2023):

     conda install -c conda-forge bokeh
    
Plotly (πŸ₯‡44 Β· ⭐ 14K) - The interactive graphing library for Python This project now includes.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 2.4K Β· πŸ“¦ 200K Β· πŸ“‹ 2.8K - 51% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/plotly/plotly.py
    
  • PyPi (πŸ“₯ 12M / month Β· πŸ“¦ 5.2K Β· ⏱️ 15.09.2023):

     pip install plotly
    
  • Conda (πŸ“₯ 4.8M Β· ⏱️ 15.09.2023):

     conda install -c conda-forge plotly
    
  • npm (πŸ“₯ 31K / month Β· πŸ“¦ 6 Β· ⏱️ 12.01.2021):

     npm install plotlywidget
    
Seaborn (πŸ₯‡42 Β· ⭐ 11K) - Statistical data visualization in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.7K Β· πŸ“₯ 270 Β· πŸ“¦ 300K Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/mwaskom/seaborn
    
  • PyPi (πŸ“₯ 9.9M / month):

     pip install seaborn
    
  • Conda (πŸ“₯ 7.5M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge seaborn
    
Altair (πŸ₯‡42 Β· ⭐ 8.5K) - Declarative statistical visualization library for Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 750 Β· πŸ“₯ 88 Β· πŸ“¦ 75K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/altair-viz/altair
    
  • PyPi (πŸ“₯ 15M / month Β· πŸ“¦ 590 Β· ⏱️ 30.08.2023):

     pip install altair
    
  • Conda (πŸ“₯ 2M Β· ⏱️ 30.08.2023):

     conda install -c conda-forge altair
    
dash (πŸ₯‡40 Β· ⭐ 19K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 52K Β· πŸ“‹ 1.6K - 47% open Β· ⏱️ 29.08.2023):

     git clone https://github.com/plotly/dash
    
  • PyPi (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 28.08.2023):

     pip install dash
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 29.08.2023):

     conda install -c conda-forge dash
    
pandas-profiling (πŸ₯ˆ37 Β· ⭐ 11K) - 1 Line of code data quality profiling & exploratory.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.5K Β· πŸ“¦ 1.4K Β· πŸ“‹ 720 - 24% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/ydataai/pandas-profiling
    
  • PyPi (πŸ“₯ 840K / month Β· πŸ“¦ 190 Β· ⏱️ 03.02.2023):

     pip install pandas-profiling
    
  • Conda (πŸ“₯ 400K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pandas-profiling
    
PyQtGraph (πŸ₯ˆ37 Β· ⭐ 3.4K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“¦ 7.9K Β· πŸ“‹ 1.2K - 29% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/pyqtgraph/pyqtgraph
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 930 Β· ⏱️ 29.09.2022):

     pip install pyqtgraph
    
  • Conda (πŸ“₯ 460K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pyqtgraph
    
pyecharts (πŸ₯ˆ36 Β· ⭐ 14K) - Python Echarts Plotting Library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 2.8K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.8K - 0% open Β· ⏱️ 21.08.2023):

     git clone https://github.com/pyecharts/pyecharts
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 250 Β· ⏱️ 21.08.2023):

     pip install pyecharts
    
UMAP (πŸ₯ˆ36 Β· ⭐ 6.5K) - Uniform Manifold Approximation and Projection. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 740 Β· πŸ“¦ 10K Β· πŸ“‹ 750 - 56% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/lmcinnes/umap
    
  • PyPi (πŸ“₯ 890K / month Β· πŸ“¦ 490 Β· ⏱️ 15.09.2023):

     pip install umap-learn
    
  • Conda (πŸ“₯ 2.2M Β· ⏱️ 16.09.2023):

     conda install -c conda-forge umap-learn
    
plotnine (πŸ₯ˆ35 Β· ⭐ 3.6K) - A Grammar of Graphics for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 5.8K Β· πŸ“‹ 580 - 13% open Β· ⏱️ 08.08.2023):

     git clone https://github.com/has2k1/plotnine
    
  • PyPi (πŸ“₯ 1.4M / month Β· πŸ“¦ 250 Β· ⏱️ 01.09.2023):

     pip install plotnine
    
  • Conda (πŸ“₯ 300K Β· ⏱️ 01.09.2023):

     conda install -c conda-forge plotnine
    
HoloViews (πŸ₯ˆ35 Β· ⭐ 2.5K Β· πŸ“ˆ) - With Holoviews, your data visualizes itself. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 380 Β· πŸ“‹ 3.1K - 32% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/holoviz/holoviews
    
  • PyPi (πŸ“₯ 290K / month Β· πŸ“¦ 250 Β· ⏱️ 18.09.2023):

     pip install holoviews
    
  • Conda (πŸ“₯ 1.4M Β· ⏱️ 17.08.2023):

     conda install -c conda-forge holoviews
    
  • npm (πŸ“₯ 480 / month Β· πŸ“¦ 2 Β· ⏱️ 16.08.2023):

     npm install @pyviz/jupyterlab_pyviz
    
Graphviz (πŸ₯ˆ35 Β· ⭐ 1.5K) - Simple Python interface for Graphviz. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 200 Β· πŸ“¦ 53K Β· πŸ“‹ 160 - 5% open Β· ⏱️ 22.07.2023):

     git clone https://github.com/xflr6/graphviz
    
  • PyPi (πŸ“₯ 8.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 23.07.2022):

     pip install graphviz
    
  • Conda (πŸ“₯ 40K Β· ⏱️ 16.06.2023):

     conda install -c anaconda python-graphviz
    
wordcloud (πŸ₯ˆ34 Β· ⭐ 9.6K Β· πŸ“ˆ) - A little word cloud generator in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 2.3K Β· πŸ“¦ 13 Β· πŸ“‹ 520 - 20% open Β· ⏱️ 18.05.2023):

     git clone https://github.com/amueller/word_cloud
    
  • PyPi (πŸ“₯ 1.5M / month Β· πŸ“¦ 810 Β· ⏱️ 18.05.2023):

     pip install wordcloud
    
  • Conda (πŸ“₯ 430K Β· ⏱️ 07.07.2023):

     conda install -c conda-forge wordcloud
    
FiftyOne (πŸ₯ˆ34 Β· ⭐ 4.3K) - Visualize, create, and debug image and video datasets.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 410 Β· πŸ“¦ 400 Β· πŸ“‹ 1.4K - 36% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/voxel51/fiftyone
    
  • PyPi (πŸ“₯ 40K / month Β· πŸ“¦ 9 Β· ⏱️ 20.09.2023):

     pip install fiftyone
    
PyVista (πŸ₯ˆ34 Β· ⭐ 2K) - 3D plotting and mesh analysis through a streamlined interface for the.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 370 Β· πŸ“₯ 780 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.3K - 27% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/pyvista/pyvista
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 220 Β· ⏱️ 16.09.2023):

     pip install pyvista
    
  • Conda (πŸ“₯ 400K Β· ⏱️ 16.09.2023):

     conda install -c conda-forge pyvista
    
datashader (πŸ₯ˆ33 Β· ⭐ 3.1K) - Quickly and accurately render even the largest data. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 360 Β· πŸ“¦ 2.9K Β· πŸ“‹ 570 - 23% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/holoviz/datashader
    
  • PyPi (πŸ“₯ 74K / month Β· πŸ“¦ 120 Β· ⏱️ 17.08.2023):

     pip install datashader
    
  • Conda (πŸ“₯ 670K Β· ⏱️ 17.08.2023):

     conda install -c conda-forge datashader
    
Perspective (πŸ₯ˆ32 Β· ⭐ 6.6K) - A data visualization and analytics component, especially.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 820 Β· πŸ“₯ 1.3K Β· πŸ“¦ 590 Β· πŸ“‹ 660 - 14% open Β· ⏱️ 31.08.2023):

     git clone https://github.com/finos/perspective
    
  • PyPi (πŸ“₯ 5K / month Β· πŸ“¦ 12 Β· ⏱️ 01.09.2023):

     pip install perspective-python
    
  • Conda (πŸ“₯ 450K Β· ⏱️ 01.09.2023):

     conda install -c conda-forge perspective
    
  • npm (πŸ“₯ 770 / month Β· πŸ“¦ 3 Β· ⏱️ 01.09.2023):

     npm install @finos/perspective-jupyterlab
    
D-Tale (πŸ₯ˆ31 Β· ⭐ 4.3K) - Visualizer for pandas data structures. ❗️LGPL-2.1
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 350 Β· πŸ“¦ 860 Β· πŸ“‹ 540 - 9% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/man-group/dtale
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 19 Β· ⏱️ 14.09.2023):

     pip install dtale
    
  • Conda (πŸ“₯ 250K Β· ⏱️ 14.09.2023):

     conda install -c conda-forge dtale
    
bqplot (πŸ₯ˆ31 Β· ⭐ 3.5K) - Plotting library for IPython/Jupyter notebooks. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 470 Β· πŸ“¦ 47 Β· πŸ“‹ 610 - 40% open Β· ⏱️ 27.07.2023):

     git clone https://github.com/bqplot/bqplot
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 100 Β· ⏱️ 17.07.2023):

     pip install bqplot
    
  • Conda (πŸ“₯ 1.2M Β· ⏱️ 12.07.2023):

     conda install -c conda-forge bqplot
    
  • npm (πŸ“₯ 4.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.08.2023):

     npm install bqplot
    
lets-plot (πŸ₯ˆ31 Β· ⭐ 1.2K) - Multiplatform plotting library based on Grammar of Graphics. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 48 Β· πŸ“₯ 540 Β· πŸ“¦ 45 Β· πŸ“‹ 420 - 25% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/JetBrains/lets-plot
    
  • PyPi (πŸ“₯ 23K / month Β· πŸ“¦ 1 Β· ⏱️ 13.09.2023):

     pip install lets-plot
    
hvPlot (πŸ₯‰30 Β· ⭐ 800) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 88 Β· πŸ“¦ 3.6K Β· πŸ“‹ 680 - 45% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/holoviz/hvplot
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 91 Β· ⏱️ 20.09.2023):

     pip install hvplot
    
  • Conda (πŸ“₯ 460K Β· ⏱️ 20.06.2023):

     conda install -c conda-forge hvplot
    
Facets Overview (πŸ₯‰29 Β· ⭐ 7.2K) - Visualizations for machine learning datasets. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 910 Β· πŸ“¦ 200 Β· πŸ“‹ 160 - 50% open Β· ⏱️ 24.05.2023):

     git clone https://github.com/pair-code/facets
    
  • PyPi (πŸ“₯ 170K / month Β· πŸ“¦ 8 Β· ⏱️ 24.05.2023):

     pip install facets-overview
    
Sweetviz (πŸ₯‰29 Β· ⭐ 2.6K) - Visualize and compare datasets, target values and associations, with one.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 260 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 35% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/fbdesignpro/sweetviz
    
  • PyPi (πŸ“₯ 73K / month Β· πŸ“¦ 12 Β· ⏱️ 26.08.2023):

     pip install sweetviz
    
  • Conda (πŸ“₯ 25K Β· ⏱️ 28.08.2023):

     conda install -c conda-forge sweetviz
    
mpld3 (πŸ₯‰29 Β· ⭐ 2.3K Β· πŸ’€) - D3 Renderings of Matplotlib Graphics. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“¦ 5K Β· πŸ“‹ 350 - 58% open Β· ⏱️ 10.12.2022):

     git clone https://github.com/mpld3/mpld3
    
  • PyPi (πŸ“₯ 300K / month):

     pip install mpld3
    
  • Conda (πŸ“₯ 190K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge mpld3
    
  • npm (πŸ“₯ 470 / month):

     npm install mpld3
    
data-validation (πŸ₯‰29 Β· ⭐ 730) - Library for exploring and validating machine learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 150 Β· πŸ“₯ 470 Β· πŸ“¦ 740 Β· πŸ“‹ 180 - 21% open Β· ⏱️ 21.08.2023):

     git clone https://github.com/tensorflow/data-validation
    
  • PyPi (πŸ“₯ 210K / month Β· πŸ“¦ 30 Β· ⏱️ 14.08.2023):

     pip install tensorflow-data-validation
    
missingno (πŸ₯‰28 Β· ⭐ 3.6K Β· πŸ’€) - Missing data visualization module for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 460 Β· πŸ“¦ 13K Β· πŸ“‹ 130 - 6% open Β· ⏱️ 26.02.2023):

     git clone https://github.com/ResidentMario/missingno
    
  • PyPi (πŸ“₯ 430K / month Β· πŸ“¦ 140 Β· ⏱️ 27.02.2022):

     pip install missingno
    
  • Conda (πŸ“₯ 300K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge missingno
    
pythreejs (πŸ₯‰27 Β· ⭐ 890 Β· πŸ’€) - A Jupyter - Three.js bridge. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 180 Β· πŸ“¦ 26 Β· πŸ“‹ 240 - 25% open Β· ⏱️ 20.02.2023):

     git clone https://github.com/jupyter-widgets/pythreejs
    
  • PyPi (πŸ“₯ 71K / month Β· πŸ“¦ 54 Β· ⏱️ 20.02.2023):

     pip install pythreejs
    
  • Conda (πŸ“₯ 510K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pythreejs
    
  • npm (πŸ“₯ 3.3K / month Β· πŸ“¦ 11 Β· ⏱️ 20.02.2023):

     npm install jupyter-threejs
    
AutoViz (πŸ₯‰26 Β· ⭐ 1.4K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 180 Β· πŸ“¦ 540 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 04.07.2023):

     git clone https://github.com/AutoViML/AutoViz
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 7 Β· ⏱️ 03.10.2022):

     pip install autoviz
    
  • Conda (πŸ“₯ 42K Β· ⏱️ 21.07.2023):

     conda install -c conda-forge autoviz
    
openTSNE (πŸ₯‰26 Β· ⭐ 1.3K) - Extensible, parallel implementations of t-SNE. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 150 Β· πŸ“¦ 650 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 21.08.2023):

     git clone https://github.com/pavlin-policar/openTSNE
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 15 Β· ⏱️ 18.03.2022):

     pip install opentsne
    
  • Conda (πŸ“₯ 220K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge opentsne
    
Plotly-Resampler (πŸ₯‰26 Β· ⭐ 800) - Visualize large time series data with plotly.py. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 53 Β· πŸ“¦ 550 Β· πŸ“‹ 140 - 29% open Β· ⏱️ 28.08.2023):

     git clone https://github.com/predict-idlab/plotly-resampler
    
  • PyPi (πŸ“₯ 300K / month Β· πŸ“¦ 5 Β· ⏱️ 29.06.2022):

     pip install plotly-resampler
    
  • Conda (πŸ“₯ 28K Β· ⏱️ 11.08.2023):

     conda install -c conda-forge plotly-resampler
    
Chartify (πŸ₯‰25 Β· ⭐ 3.4K) - Python library that makes it easy for data scientists to create.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 300 Β· πŸ“¦ 73 Β· πŸ“‹ 74 - 58% open Β· ⏱️ 23.08.2023):

     git clone https://github.com/spotify/chartify
    
  • PyPi (πŸ“₯ 2.2K / month):

     pip install chartify
    
  • Conda (πŸ“₯ 28K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge chartify
    
HiPlot (πŸ₯‰25 Β· ⭐ 2.6K) - HiPlot makes understanding high dimensional data easy. MIT
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 130 Β· πŸ“¦ 300 Β· πŸ“‹ 92 - 20% open Β· ⏱️ 19.07.2023):

     git clone https://github.com/facebookresearch/hiplot
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 15 Β· ⏱️ 05.07.2022):

     pip install hiplot
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge hiplot
    
Multicore-TSNE (πŸ₯‰24 Β· ⭐ 1.8K) - Parallel t-SNE implementation with Python and Torch.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 230 Β· πŸ“¦ 400 Β· πŸ“‹ 66 - 68% open Β· ⏱️ 26.05.2023):

     git clone https://github.com/DmitryUlyanov/Multicore-TSNE
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 22 Β· ⏱️ 09.01.2019):

     pip install MulticoreTSNE
    
  • Conda (πŸ“₯ 27K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge multicore-tsne
    
Pandas-Bokeh (πŸ₯‰24 Β· ⭐ 860) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 110 Β· πŸ“¦ 520 Β· πŸ“‹ 100 - 33% open Β· ⏱️ 06.03.2023):

     git clone https://github.com/PatrikHlobil/Pandas-Bokeh
    
  • PyPi (πŸ“₯ 31K / month):

     pip install pandas-bokeh
    
vega (πŸ₯‰24 Β· ⭐ 360) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 2 Β· πŸ“‹ 100 - 12% open Β· ⏱️ 28.08.2023):

     git clone https://github.com/vega/ipyvega
    
  • PyPi (πŸ“₯ 9.7K / month Β· πŸ“¦ 83 Β· ⏱️ 10.02.2022):

     pip install vega
    
  • Conda (πŸ“₯ 570K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge vega
    
python-ternary (πŸ₯‰23 Β· ⭐ 650) - Ternary plotting library for python with matplotlib. MIT
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 160 Β· πŸ“₯ 25 Β· πŸ“¦ 150 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 10.07.2023):

     git clone https://github.com/marcharper/python-ternary
    
  • PyPi (πŸ“₯ 36K / month Β· πŸ“¦ 24 Β· ⏱️ 17.02.2021):

     pip install python-ternary
    
  • Conda (πŸ“₯ 78K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge python-ternary
    
Popmon (πŸ₯‰22 Β· ⭐ 470) - Monitor the stability of a Pandas or Spark dataframe. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 34 Β· πŸ“₯ 120 Β· πŸ“¦ 20 Β· πŸ“‹ 53 - 24% open Β· ⏱️ 18.07.2023):

     git clone https://github.com/ing-bank/popmon
    
  • PyPi (πŸ“₯ 7.4K / month):

     pip install popmon
    
PDPbox (πŸ₯‰21 Β· ⭐ 770) - python partial dependence plot toolbox. MIT
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 120 Β· πŸ“‹ 65 - 40% open Β· ⏱️ 05.06.2023):

     git clone https://github.com/SauceCat/PDPbox
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 26 Β· ⏱️ 14.03.2021):

     pip install pdpbox
    
  • Conda (πŸ“₯ 19K Β· ⏱️ 10.06.2023):

     conda install -c conda-forge pdpbox
    
ivis (πŸ₯‰18 Β· ⭐ 300 Β· πŸ’€) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 30 Β· πŸ“‹ 59 - 5% open Β· ⏱️ 11.01.2023):

     git clone https://github.com/beringresearch/ivis
    
  • PyPi (πŸ“₯ 290 / month Β· πŸ“¦ 2 Β· ⏱️ 10.03.2022):

     pip install ivis
    
Show 14 hidden projects...
  • cartopy (πŸ₯ˆ34 Β· ⭐ 1.3K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
  • VisPy (πŸ₯ˆ33 Β· ⭐ 3.1K) - High-performance interactive 2D/3D data visualization library. ❗Unlicensed
  • Cufflinks (πŸ₯‰29 Β· ⭐ 2.9K Β· πŸ’€) - Productivity Tools for Plotly + Pandas. MIT
  • HyperTools (πŸ₯‰26 Β· ⭐ 1.8K Β· πŸ’€) - A Python toolbox for gaining geometric insights into high-.. MIT
  • PandasGUI (πŸ₯‰24 Β· ⭐ 3K Β· πŸ’€) - A GUI for Pandas DataFrames. ❗️MIT-0
  • pivottablejs (πŸ₯‰23 Β· ⭐ 600 Β· πŸ’€) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
  • joypy (πŸ₯‰21 Β· ⭐ 500 Β· πŸ’€) - Joyplots in Python with matplotlib & pandas. MIT
  • vegafusion (πŸ₯‰21 Β· ⭐ 260) - Serverside scaling for Vega and Altair visualizations. BSD-3
  • PyWaffle (πŸ₯‰20 Β· ⭐ 560 Β· πŸ’€) - Make Waffle Charts in Python. MIT
  • animatplot (πŸ₯‰18 Β· ⭐ 400 Β· πŸ’€) - A python package for animating plots build on matplotlib. MIT
  • data-describe (πŸ₯‰17 Β· ⭐ 300 Β· πŸ’€) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
  • pdvega (πŸ₯‰16 Β· ⭐ 350 Β· πŸ’€) - Interactive plotting for Pandas using Vega-Lite. MIT
  • nx-altair (πŸ₯‰15 Β· ⭐ 220 Β· πŸ’€) - Draw interactive NetworkX graphs with Altair. MIT
  • nptsne (πŸ₯‰12 Β· ⭐ 31 Β· πŸ’€) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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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 (πŸ₯‡50 Β· ⭐ 110K) - Transformers: State-of-the-art Machine Learning for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 2.1K Β· πŸ”€ 21K Β· πŸ“₯ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 13K - 4% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/huggingface/transformers
    
  • PyPi (πŸ“₯ 18M / month):

     pip install transformers
    
  • Conda (πŸ“₯ 1.3M Β· ⏱️ 16.09.2023):

     conda install -c conda-forge transformers
    
spaCy (πŸ₯‡44 Β· ⭐ 27K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 740 Β· πŸ”€ 4.1K Β· πŸ“¦ 70K Β· πŸ“‹ 5.5K - 1% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/explosion/spaCy
    
  • PyPi (πŸ“₯ 6.3M / month):

     pip install spacy
    
  • Conda (πŸ“₯ 3.2M Β· ⏱️ 09.08.2023):

     conda install -c conda-forge spacy
    
Rasa (πŸ₯‡41 Β· ⭐ 17K) - Open source machine learning framework to automate text- and voice-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 4.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 6.6K - 0% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/RasaHQ/rasa
    
  • PyPi (πŸ“₯ 120K / month):

     pip install rasa
    
gensim (πŸ₯‡41 Β· ⭐ 15K) - Topic Modelling for Humans. ❗️LGPL-2.1
  • GitHub (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 4.1K Β· πŸ“₯ 4.4K Β· πŸ“¦ 50K Β· πŸ“‹ 1.8K - 20% open Β· ⏱️ 27.08.2023):

     git clone https://github.com/RaRe-Technologies/gensim
    
  • PyPi (πŸ“₯ 4.1M / month):

     pip install gensim
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 24.08.2023):

     conda install -c conda-forge gensim
    
nltk (πŸ₯‡41 Β· ⭐ 12K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.6K Β· πŸ“¦ 220K Β· πŸ“‹ 1.7K - 14% open Β· ⏱️ 02.06.2023):

     git clone https://github.com/nltk/nltk
    
  • PyPi (πŸ“₯ 12M / month):

     pip install nltk
    
  • Conda (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge nltk
    
flair (πŸ₯‡38 Β· ⭐ 13K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 2K Β· πŸ“¦ 2.7K Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/flairNLP/flair
    
  • PyPi (πŸ“₯ 88K / month Β· πŸ“¦ 87 Β· ⏱️ 20.05.2022):

     pip install flair
    
  • Conda (πŸ“₯ 21K Β· ⏱️ 23.07.2023):

     conda install -c conda-forge python-flair
    
Tokenizers (πŸ₯‡38 Β· ⭐ 7.6K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 620 Β· πŸ“₯ 32 Β· πŸ“¦ 42K Β· πŸ“‹ 810 - 30% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/huggingface/tokenizers
    
  • PyPi (πŸ“₯ 13M / month):

     pip install tokenizers
    
  • Conda (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tokenizers
    
fairseq (πŸ₯‡37 Β· ⭐ 28K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 5.8K Β· πŸ“₯ 320 Β· πŸ“¦ 2K Β· πŸ“‹ 4K - 24% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/facebookresearch/fairseq
    
  • PyPi (πŸ“₯ 590K / month):

     pip install fairseq
    
  • Conda (πŸ“₯ 48K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge fairseq
    
haystack (πŸ₯‡37 Β· ⭐ 11K) - LLM orchestration framework to build customizable, production-ready.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.4K Β· πŸ“₯ 23 Β· πŸ“¦ 900 Β· πŸ“‹ 2.5K - 16% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/deepset-ai/haystack
    
  • PyPi (πŸ“₯ 2.1K / month Β· πŸ“¦ 87 Β· ⏱️ 03.07.2017):

     pip install haystack
    
sentence-transformers (πŸ₯‡35 Β· ⭐ 12K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 2.1K Β· πŸ“¦ 16K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/UKPLab/sentence-transformers
    
  • PyPi (πŸ“₯ 2.8M / month Β· πŸ“¦ 420 Β· ⏱️ 26.06.2022):

     pip install sentence-transformers
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge sentence-transformers
    
ParlAI (πŸ₯‡35 Β· ⭐ 10K) - A framework for training and evaluating AI models on a variety of.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 2K Β· πŸ“¦ 210 Β· πŸ“‹ 1.5K - 3% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/facebookresearch/ParlAI
    
  • PyPi (πŸ“₯ 1.3K / month):

     pip install parlai
    
TextBlob (πŸ₯‡35 Β· ⭐ 8.7K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 1.1K Β· πŸ“₯ 110 Β· πŸ“¦ 33K Β· πŸ“‹ 270 - 42% open Β· ⏱️ 11.03.2023):

     git clone https://github.com/sloria/TextBlob
    
  • PyPi (πŸ“₯ 580K / month Β· πŸ“¦ 1.4K Β· ⏱️ 22.10.2021):

     pip install textblob
    
  • Conda (πŸ“₯ 230K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge textblob
    
sentencepiece (πŸ₯‡35 Β· ⭐ 8.2K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 1K Β· πŸ“₯ 31K Β· πŸ“¦ 41K Β· πŸ“‹ 660 - 4% open Β· ⏱️ 05.08.2023):

     git clone https://github.com/google/sentencepiece
    
  • PyPi (πŸ“₯ 10M / month Β· πŸ“¦ 760 Β· ⏱️ 02.05.2023):

     pip install sentencepiece
    
  • Conda (πŸ“₯ 610K Β· ⏱️ 11.09.2023):

     conda install -c conda-forge sentencepiece
    
NeMo (πŸ₯‡35 Β· ⭐ 7.9K) - NeMo: a toolkit for conversational AI. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1.8K Β· πŸ“₯ 71K Β· πŸ“¦ 13 Β· πŸ“‹ 1.8K - 5% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/NVIDIA/NeMo
    
  • PyPi (πŸ“₯ 44K / month Β· πŸ“¦ 10 Β· ⏱️ 04.08.2023):

     pip install nemo-toolkit
    
spark-nlp (πŸ₯‡35 Β· ⭐ 3.4K) - State of the Art Natural Language Processing. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 670 Β· πŸ“¦ 340 Β· πŸ“‹ 820 - 4% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/JohnSnowLabs/spark-nlp
    
  • PyPi (πŸ“₯ 2.7M / month Β· πŸ“¦ 29 Β· ⏱️ 11.09.2023):

     pip install spark-nlp
    
fastText (πŸ₯ˆ34 Β· ⭐ 25K) - Library for fast text representation and classification. MIT
  • GitHub (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 4.5K Β· πŸ“¦ 5K Β· πŸ“‹ 1.1K - 42% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/facebookresearch/fastText
    
  • PyPi (πŸ“₯ 1.1M / month):

     pip install fasttext
    
  • Conda (πŸ“₯ 64K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge fasttext
    
AllenNLP (πŸ₯ˆ34 Β· ⭐ 12K Β· πŸ’€) - An open-source NLP research library, built on PyTorch. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 2.2K Β· πŸ“₯ 61 Β· πŸ“¦ 3.7K Β· πŸ“‹ 2.6K - 3% open Β· ⏱️ 22.11.2022):

     git clone https://github.com/allenai/allennlp
    
  • PyPi (πŸ“₯ 41K / month):

     pip install allennlp
    
  • Conda (πŸ“₯ 120K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge allennlp
    
OpenNMT (πŸ₯ˆ34 Β· ⭐ 6.3K) - Open Source Neural Machine Translation and (Large) Language Models.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2.2K Β· πŸ“¦ 220 Β· πŸ“‹ 1.4K - 1% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/OpenNMT/OpenNMT-py
    
  • PyPi (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 06.09.2023):

     pip install OpenNMT-py
    
rubrix (πŸ₯ˆ34 Β· ⭐ 2.5K) - Argilla: the open-source data curation platform for LLMs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 240 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 14% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/recognai/rubrix
    
  • PyPi (πŸ“₯ 220 / month Β· ⏱️ 24.10.2022):

     pip install rubrix
    
  • Conda (πŸ“₯ 26K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge rubrix
    
TensorFlow Text (πŸ₯ˆ34 Β· ⭐ 1.1K) - Making text a first-class citizen in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 290 Β· πŸ“¦ 5.8K Β· πŸ“‹ 220 - 28% open Β· ⏱️ 11.09.2023):

     git clone https://github.com/tensorflow/text
    
  • PyPi (πŸ“₯ 3.2M / month):

     pip install tensorflow-text
    
snowballstemmer (πŸ₯ˆ33 Β· ⭐ 680) - Snowball compiler and stemming algorithms. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 170 Β· πŸ“¦ 4 Β· πŸ“‹ 85 - 36% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/snowballstem/snowball
    
  • PyPi (πŸ“₯ 9.9M / month Β· πŸ“¦ 6.8K Β· ⏱️ 16.11.2021):

     pip install snowballstemmer
    
  • Conda (πŸ“₯ 7.2M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge snowballstemmer
    
DeepPavlov (πŸ₯ˆ31 Β· ⭐ 6.3K) - An open source library for deep learning end-to-end dialog.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 1.1K Β· πŸ“¦ 360 Β· πŸ“‹ 630 - 2% open Β· ⏱️ 17.08.2023):

     git clone https://github.com/deepmipt/DeepPavlov
    
  • PyPi (πŸ“₯ 7.7K / month Β· πŸ“¦ 6 Β· ⏱️ 17.08.2023):

     pip install deeppavlov
    
jellyfish (πŸ₯ˆ31 Β· ⭐ 1.9K) - a python library for doing approximate and phonetic matching of strings. MIT
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 160 Β· πŸ“¦ 6.9K Β· πŸ“‹ 130 - 4% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/jamesturk/jellyfish
    
  • PyPi (πŸ“₯ 2.2M / month):

     pip install jellyfish
    
  • Conda (πŸ“₯ 690K Β· ⏱️ 20.09.2023):

     conda install -c conda-forge jellyfish
    
spacy-transformers (πŸ₯ˆ31 Β· ⭐ 1.3K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 150 Β· πŸ“¦ 1.2K Β· ⏱️ 18.09.2023):

     git clone https://github.com/explosion/spacy-transformers
    
  • PyPi (πŸ“₯ 370K / month):

     pip install spacy-transformers
    
  • Conda (πŸ“₯ 22K Β· ⏱️ 09.08.2023):

     conda install -c conda-forge spacy-transformers
    
litellm (πŸ₯ˆ31 Β· ⭐ 1.3K Β· 🐣) - Use any LLM as a drop in replacement for GPT. Use.. MIT o t h e r s
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 79 Β· πŸ“¦ 110 Β· πŸ“‹ 360 - 27% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/BerriAI/litellm
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 13 Β· ⏱️ 21.09.2023):

     pip install litellm
    
ftfy (πŸ₯ˆ30 Β· ⭐ 3.6K Β· πŸ’€) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 120 Β· πŸ“¦ 13K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.10.2022):

     git clone https://github.com/rspeer/python-ftfy
    
  • PyPi (πŸ“₯ 3.5M / month):

     pip install ftfy
    
  • Conda (πŸ“₯ 270K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge ftfy
    
GluonNLP (πŸ₯ˆ30 Β· ⭐ 2.5K Β· πŸ’€) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 520 Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 25.12.2022):

     git clone https://github.com/dmlc/gluon-nlp
    
  • PyPi (πŸ“₯ 79K / month Β· πŸ“¦ 22 Β· ⏱️ 13.08.2020):

     pip install gluonnlp
    
SciSpacy (πŸ₯ˆ29 Β· ⭐ 1.5K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 200 Β· πŸ“¦ 750 Β· πŸ“‹ 300 - 10% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/allenai/scispacy
    
  • PyPi (πŸ“₯ 58K / month):

     pip install scispacy
    
english-words (πŸ₯ˆ28 Β· ⭐ 9.3K Β· πŸ’€) - A text file containing 479k English words for all your.. Unlicense
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 1.7K Β· πŸ“¦ 1 Β· πŸ“‹ 130 - 73% open Β· ⏱️ 08.11.2022):

     git clone https://github.com/dwyl/english-words
    
  • PyPi (πŸ“₯ 650K / month Β· πŸ“¦ 8 Β· ⏱️ 06.01.2023):

     pip install english-words
    
Dedupe (πŸ₯ˆ28 Β· ⭐ 3.8K Β· πŸ’€) - A python library for accurate and scalable fuzzy matching, record.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 510 Β· πŸ“¦ 290 Β· πŸ“‹ 790 - 8% open Β· ⏱️ 17.02.2023):

     git clone https://github.com/dedupeio/dedupe
    
  • PyPi (πŸ“₯ 64K / month):

     pip install dedupe
    
  • Conda (πŸ“₯ 39K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge dedupe
    
torchtext (πŸ₯ˆ28 Β· ⭐ 3.4K Β· πŸ“‰) - Models, data loaders and abstractions for language.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 770 Β· πŸ“‹ 770 - 33% open Β· ⏱️ 01.09.2023):

     git clone https://github.com/pytorch/text
    
  • PyPi (πŸ“₯ 420K / month):

     pip install torchtext
    
Sumy (πŸ₯ˆ28 Β· ⭐ 3.2K) - Module for automatic summarization of text documents and HTML pages. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 500 Β· πŸ“¦ 2.2K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 11.08.2023):

     git clone https://github.com/miso-belica/sumy
    
  • PyPi (πŸ“₯ 24K / month):

     pip install sumy
    
  • Conda (πŸ“₯ 6.5K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge sumy
    
DeepKE (πŸ₯ˆ28 Β· ⭐ 2.3K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 560 Β· πŸ“¦ 19 Β· πŸ“‹ 310 - 0% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/zjunlp/deepke
    
  • PyPi (πŸ“₯ 450 / month Β· ⏱️ 21.09.2023):

     pip install deepke
    
PyTextRank (πŸ₯ˆ28 Β· ⭐ 2K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 310 Β· πŸ“¦ 460 Β· πŸ“‹ 97 - 6% open Β· ⏱️ 22.08.2023):

     git clone https://github.com/DerwenAI/pytextrank
    
  • PyPi (πŸ“₯ 46K / month):

     pip install pytextrank
    
Ciphey (πŸ₯ˆ27 Β· ⭐ 14K Β· πŸ’€) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 850 Β· πŸ“‹ 320 - 18% open Β· ⏱️ 05.12.2022):

     git clone https://github.com/Ciphey/Ciphey
    
  • PyPi (πŸ“₯ 40K / month Β· ⏱️ 06.06.2021):

     pip install ciphey
    
  • Docker Hub (πŸ“₯ 20K Β· ⭐ 14 Β· ⏱️ 11.08.2023):

     docker pull remnux/ciphey
    
qdrant (πŸ₯ˆ27 Β· ⭐ 13K) - Qdrant - Vector Database for the next generation of AI applications... Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 700 Β· πŸ“₯ 1.3K Β· πŸ“‹ 720 - 19% open Β· ⏱️ 12.09.2023):

     git clone https://github.com/qdrant/qdrant
    
TextDistance (πŸ₯ˆ27 Β· ⭐ 3.2K Β· πŸ’€) - Compute distance between sequences. 30+ algorithms, pure.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 240 Β· πŸ“₯ 910 Β· πŸ“¦ 4.9K Β· ⏱️ 18.09.2022):

     git clone https://github.com/life4/textdistance
    
  • PyPi (πŸ“₯ 320K / month Β· πŸ“¦ 56 Β· ⏱️ 20.09.2022):

     pip install textdistance
    
  • Conda (πŸ“₯ 460K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge textdistance
    
fastNLP (πŸ₯ˆ27 Β· ⭐ 3K Β· πŸ’€) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 460 Β· πŸ“₯ 74 Β· πŸ“¦ 160 Β· πŸ“‹ 220 - 28% open Β· ⏱️ 13.12.2022):

     git clone https://github.com/fastnlp/fastNLP
    
  • PyPi (πŸ“₯ 23K / month Β· πŸ“¦ 2 Β· ⏱️ 31.10.2022):

     pip install fastnlp
    
happy-transformer (πŸ₯ˆ27 Β· ⭐ 470) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 60 Β· πŸ“¦ 200 Β· πŸ“‹ 130 - 14% open Β· ⏱️ 10.08.2023):

     git clone https://github.com/EricFillion/happy-transformer
    
  • PyPi (πŸ“₯ 4.2K / month Β· πŸ“¦ 5 Β· ⏱️ 05.08.2023):

     pip install happytransformer
    
scattertext (πŸ₯‰26 Β· ⭐ 2.1K) - Beautiful visualizations of how language differs among document.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 280 Β· πŸ“¦ 430 Β· πŸ“‹ 99 - 21% open Β· ⏱️ 05.09.2023):

     git clone https://github.com/JasonKessler/scattertext
    
  • PyPi (πŸ“₯ 8.8K / month Β· πŸ“¦ 10 Β· ⏱️ 26.03.2022):

     pip install scattertext
    
  • Conda (πŸ“₯ 84K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge scattertext
    
CLTK (πŸ₯‰26 Β· ⭐ 800) - The Classical Language Toolkit. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 42 Β· πŸ“¦ 240 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 06.03.2023):

     git clone https://github.com/cltk/cltk
    
  • PyPi (πŸ“₯ 390 / month):

     pip install cltk
    
OpenPrompt (πŸ₯‰25 Β· ⭐ 3.8K) - An Open-Source Framework for Prompt-Learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 400 Β· πŸ“¦ 75 Β· πŸ“‹ 240 - 29% open Β· ⏱️ 06.05.2023):

     git clone https://github.com/thunlp/OpenPrompt
    
  • PyPi (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 06.07.2022):

     pip install openprompt
    
pytorch-nlp (πŸ₯‰25 Β· ⭐ 2.2K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 260 Β· πŸ“¦ 560 Β· πŸ“‹ 69 - 27% open Β· ⏱️ 04.07.2023):

     git clone https://github.com/PetrochukM/PyTorch-NLP
    
  • PyPi (πŸ“₯ 5.9K / month):

     pip install pytorch-nlp
    
sense2vec (πŸ₯‰25 Β· ⭐ 1.5K) - Contextually-keyed word vectors. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 240 Β· πŸ“₯ 58K Β· πŸ“¦ 280 Β· πŸ“‹ 110 - 18% open Β· ⏱️ 20.04.2023):

     git clone https://github.com/explosion/sense2vec
    
  • PyPi (πŸ“₯ 1.8K / month Β· πŸ“¦ 13 Β· ⏱️ 19.04.2021):

     pip install sense2vec
    
  • Conda (πŸ“₯ 34K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge sense2vec
    
PyText (πŸ₯‰24 Β· ⭐ 6.4K Β· πŸ’€) - A natural language modeling framework based on PyTorch. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 820 Β· πŸ“₯ 350 Β· πŸ“¦ 13 Β· πŸ“‹ 220 - 66% open Β· ⏱️ 17.10.2022):

     git clone https://github.com/facebookresearch/pytext
    
  • PyPi (πŸ“₯ 75 / month Β· πŸ“¦ 1 Β· ⏱️ 08.06.2020):

     pip install pytext-nlp
    
promptsource (πŸ₯‰24 Β· ⭐ 2.1K) - Toolkit for creating, sharing and using natural language.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 280 Β· πŸ“¦ 57 Β· πŸ“‹ 190 - 25% open Β· ⏱️ 27.07.2023):

     git clone https://github.com/bigscience-workshop/promptsource
    
  • PyPi (πŸ“₯ 4.2K / month Β· πŸ“¦ 1 Β· ⏱️ 18.04.2022):

     pip install promptsource
    
Texthero (πŸ₯‰23 Β· ⭐ 2.8K) - Text preprocessing, representation and visualization from zero to hero. MIT
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 230 Β· πŸ“₯ 120 Β· πŸ“‹ 120 - 46% open Β· ⏱️ 29.08.2023):

     git clone https://github.com/jbesomi/texthero
    
  • PyPi (πŸ“₯ 13K / month):

     pip install texthero
    
jiant (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - jiant is an nlp toolkit. MIT
  • GitHub (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 290 Β· πŸ“¦ 3 Β· πŸ“‹ 550 - 12% open Β· ⏱️ 17.10.2022):

     git clone https://github.com/nyu-mll/jiant
    
  • PyPi (πŸ“₯ 54 / month Β· ⏱️ 10.05.2021):

     pip install jiant
    
detoxify (πŸ₯‰23 Β· ⭐ 710) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 91 Β· πŸ“₯ 280K Β· πŸ“¦ 400 Β· πŸ“‹ 55 - 56% open Β· ⏱️ 23.08.2023):

     git clone https://github.com/unitaryai/detoxify
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 10 Β· ⏱️ 19.12.2022):

     pip install detoxify
    
T5 (πŸ₯‰22 Β· ⭐ 5.5K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 710 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 15.08.2023):

     git clone https://github.com/google-research/text-to-text-transfer-transformer
    
  • PyPi (πŸ“₯ 54K / month):

     pip install t5
    
Sockeye (πŸ₯‰22 Β· ⭐ 1.2K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 330 Β· πŸ“₯ 17 Β· πŸ“‹ 300 - 0% open Β· ⏱️ 07.09.2023):

     git clone https://github.com/awslabs/sockeye
    
  • PyPi (πŸ“₯ 830 / month Β· πŸ“¦ 2 Β· ⏱️ 12.06.2017):

     pip install sockeye
    
YouTokenToMe (πŸ₯‰22 Β· ⭐ 910) - Unsupervised text tokenizer focused on computational efficiency. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 77 Β· πŸ“¦ 520 Β· πŸ“‹ 58 - 53% open Β· ⏱️ 29.03.2023):

     git clone https://github.com/vkcom/youtokentome
    
  • PyPi (πŸ“₯ 39K / month):

     pip install youtokentome
    
  • Conda (πŸ“₯ 36K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge youtokentome
    
small-text (πŸ₯‰22 Β· ⭐ 490) - Active Learning for Text Classification in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 51 Β· πŸ“¦ 21 Β· πŸ“‹ 40 - 25% open Β· ⏱️ 19.08.2023):

     git clone https://github.com/webis-de/small-text
    
  • PyPi (πŸ“₯ 410 / month Β· ⏱️ 19.08.2023):

     pip install small-text
    
  • Conda (πŸ“₯ 4.3K Β· ⏱️ 19.08.2023):

     conda install -c conda-forge small-text
    
lightseq (πŸ₯‰21 Β· ⭐ 2.9K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“₯ 670 Β· πŸ“‹ 280 - 60% open Β· ⏱️ 10.05.2023):

     git clone https://github.com/bytedance/lightseq
    
  • PyPi (πŸ“₯ 8.8K / month Β· πŸ“¦ 2 Β· ⏱️ 03.11.2022):

     pip install lightseq
    
fast-bert (πŸ₯‰21 Β· ⭐ 1.8K) - Super easy library for BERT based NLP models. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 330 Β· πŸ“‹ 250 - 61% open Β· ⏱️ 27.07.2023):

     git clone https://github.com/utterworks/fast-bert
    
  • PyPi (πŸ“₯ 920 / month):

     pip install fast-bert
    
finetune (πŸ₯‰21 Β· ⭐ 690) - Scikit-learn style model finetuning for NLP. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 77 Β· πŸ“¦ 11 Β· πŸ“‹ 140 - 15% open Β· ⏱️ 18.05.2023):

     git clone https://github.com/IndicoDataSolutions/finetune
    
  • PyPi (πŸ“₯ 150 / month):

     pip install finetune
    
NLP Architect (πŸ₯‰20 Β· ⭐ 2.9K Β· πŸ’€) - A model library for exploring state-of-the-art deep.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 440 Β· πŸ“¦ 9 Β· πŸ“‹ 130 - 11% open Β· ⏱️ 07.11.2022):

     git clone https://github.com/IntelLabs/nlp-architect
    
  • PyPi (πŸ“₯ 110 / month):

     pip install nlp-architect
    
textaugment (πŸ₯‰19 Β· ⭐ 340) - TextAugment: Text Augmentation Library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 56 Β· πŸ“₯ 61 Β· πŸ“¦ 63 Β· πŸ“‹ 22 - 40% open Β· ⏱️ 12.09.2023):

     git clone https://github.com/dsfsi/textaugment
    
  • PyPi (πŸ“₯ 3.5K / month Β· πŸ“¦ 4 Β· ⏱️ 05.11.2020):

     pip install textaugment
    
UForm (πŸ₯‰18 Β· ⭐ 410) - Multi-Modal AI library for Multi-Lingual Text, Image, and Video.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 6 Β· ⏱️ 20.09.2023):

     git clone https://github.com/unum-cloud/uform
    
  • PyPi (πŸ“₯ 790 / month Β· ⏱️ 20.09.2023):

     pip install uform
    
OpenNRE (πŸ₯‰17 Β· ⭐ 4.1K Β· πŸ’€) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 1K Β· πŸ“‹ 360 - 2% open Β· ⏱️ 03.01.2023):

     git clone https://github.com/thunlp/OpenNRE
    
TextBox (πŸ₯‰16 Β· ⭐ 1K) - TextBox 2.0 is a text generation library with pre-trained language models. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 120 Β· πŸ“¦ 5 Β· πŸ“‹ 66 - 6% open Β· ⏱️ 18.05.2023):

     git clone https://github.com/RUCAIBox/TextBox
    
  • PyPi (πŸ“₯ 2 / month Β· ⏱️ 15.04.2021):

     pip install textbox
    
VizSeq (πŸ₯‰14 Β· ⭐ 440) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 57 Β· πŸ“¦ 7 Β· πŸ“‹ 16 - 43% open Β· ⏱️ 11.07.2023):

     git clone https://github.com/facebookresearch/vizseq
    
  • PyPi (πŸ“₯ 36 / month Β· ⏱️ 07.08.2020):

     pip install vizseq
    
Show 40 hidden projects...
  • ChatterBot (πŸ₯‡35 Β· ⭐ 14K Β· πŸ’€) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
  • fuzzywuzzy (πŸ₯ˆ33 Β· ⭐ 9K Β· πŸ’€) - Fuzzy String Matching in Python. ❗️GPL-2.0
  • stanza (πŸ₯ˆ32 Β· ⭐ 6.8K) - Stanford NLP Python library for tokenization, sentence.. ❗Unlicensed
  • textacy (πŸ₯ˆ30 Β· ⭐ 2.1K) - NLP, before and after spaCy. ❗Unlicensed
  • nlpaug (πŸ₯ˆ29 Β· ⭐ 4.1K Β· πŸ’€) - Data augmentation for NLP. MIT
  • langid (πŸ₯ˆ28 Β· ⭐ 2.1K Β· πŸ’€) - Stand-alone language identification system. BSD-3
  • flashtext (πŸ₯ˆ27 Β· ⭐ 5.4K Β· πŸ’€) - Extract Keywords from sentence or Replace keywords in sentences. MIT
  • vaderSentiment (πŸ₯ˆ27 Β· ⭐ 4.1K Β· πŸ’€) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
  • FARM (πŸ₯ˆ27 Β· ⭐ 1.7K Β· πŸ’€) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
  • underthesea (πŸ₯ˆ27 Β· ⭐ 1.2K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
  • Snips NLU (πŸ₯‰25 Β· ⭐ 3.8K Β· πŸ’€) - Snips Python library to extract meaning from text. Apache-2
  • neuralcoref (πŸ₯‰25 Β· ⭐ 2.7K Β· πŸ’€) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
  • whoosh (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - Pure-Python full-text search library. ❗️BSD-1-Clause
  • textgenrnn (πŸ₯‰24 Β· ⭐ 4.9K Β· πŸ’€) - Easily train your own text-generating neural network of any.. MIT
  • MatchZoo (πŸ₯‰23 Β· ⭐ 3.8K Β· πŸ’€) - Facilitating the design, comparison and sharing of deep.. Apache-2
  • Kashgari (πŸ₯‰23 Β· ⭐ 2.4K Β· πŸ’€) - Kashgari is a production-level NLP Transfer learning.. Apache-2
  • DeepMatcher (πŸ₯‰22 Β· ⭐ 4.8K Β· πŸ’€) - Python package for performing Entity and Text Matching using.. BSD-3
  • gpt-2-simple (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
  • Texar (πŸ₯‰22 Β· ⭐ 2.4K Β· πŸ’€) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
  • pySBD (πŸ₯‰22 Β· ⭐ 650 Β· πŸ’€) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
  • stop-words (πŸ₯‰22 Β· ⭐ 150 Β· πŸ’€) - Get list of common stop words in various languages in Python. BSD-3
  • DELTA (πŸ₯‰21 Β· ⭐ 1.6K Β· πŸ’€) - DELTA is a deep learning based natural language and speech.. Apache-2
  • anaGo (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
  • pyfasttext (πŸ₯‰20 Β· ⭐ 230 Β· πŸ’€) - Yet another Python binding for fastText. ❗️GPL-3.0
  • numerizer (πŸ₯‰20 Β· ⭐ 210) - A Python module to convert natural language numerics into ints and.. MIT
  • polyglot (πŸ₯‰19 Β· ⭐ 2.2K Β· πŸ’€) - Multilingual text (NLP) processing toolkit. ❗Unlicensed
  • fastT5 (πŸ₯‰18 Β· ⭐ 500 Β· πŸ’€) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
  • textpipe (πŸ₯‰18 Β· ⭐ 300 Β· πŸ’€) - Textpipe: clean and extract metadata from text. MIT
  • Camphr (πŸ₯‰17 Β· ⭐ 340 Β· πŸ’€) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
  • skift (πŸ₯‰17 Β· ⭐ 230 Β· πŸ’€) - scikit-learn wrappers for Python fastText. MIT
  • nboost (πŸ₯‰16 Β· ⭐ 670 Β· πŸ’€) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
  • NeuroNER (πŸ₯‰15 Β· ⭐ 1.7K Β· πŸ’€) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
  • Translate (πŸ₯‰15 Β· ⭐ 800 Β· πŸ’€) - Translate - a PyTorch Language Library. BSD-3
  • BLINK (πŸ₯‰14 Β· ⭐ 1.1K Β· πŸ’€) - Entity Linker solution. MIT
  • NeuralQA (πŸ₯‰14 Β· ⭐ 220 Β· πŸ’€) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
  • textvec (πŸ₯‰14 Β· ⭐ 190 Β· πŸ’€) - Text vectorization tool to outperform TFIDF for classification.. MIT
  • TransferNLP (πŸ₯‰13 Β· ⭐ 290 Β· πŸ’€) - NLP library designed for reproducible experimentation.. MIT
  • ONNX-T5 (πŸ₯‰13 Β· ⭐ 240 Β· πŸ’€) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
  • spacy-dbpedia-spotlight (πŸ₯‰12 Β· ⭐ 91) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
  • Headliner (πŸ₯‰10 Β· ⭐ 230 Β· πŸ’€) - Easy training and deployment of seq2seq models. ❗Unlicensed

Image Data

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

Pillow (πŸ₯‡47 Β· ⭐ 11K) - Python Imaging Library (Fork). ❗️PIL
  • GitHub (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.9K Β· πŸ“¦ 1.3M Β· πŸ“‹ 2.9K - 2% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/python-pillow/Pillow
    
  • PyPi (πŸ“₯ 64M / month):

     pip install Pillow
    
  • Conda (πŸ“₯ 33M Β· ⏱️ 20.09.2023):

     conda install -c conda-forge pillow
    
torchvision (πŸ₯‡42 Β· ⭐ 15K Β· πŸ“ˆ) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 6.8K Β· πŸ“₯ 31K Β· πŸ“¦ 13 Β· πŸ“‹ 3.1K - 29% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/pytorch/vision
    
  • PyPi (πŸ“₯ 7.1M / month Β· πŸ“¦ 4.5K Β· ⏱️ 08.05.2023):

     pip install torchvision
    
  • Conda (πŸ“₯ 850K Β· ⏱️ 22.06.2023):

     conda install -c conda-forge torchvision
    
PyTorch Image Models (πŸ₯‡40 Β· ⭐ 27K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 4.3K Β· πŸ“₯ 5.4M Β· πŸ“¦ 16K Β· πŸ“‹ 800 - 8% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/rwightman/pytorch-image-models
    
  • PyPi (πŸ“₯ 4.1M / month Β· πŸ“¦ 290 Β· ⏱️ 02.09.2023):

     pip install timm
    
  • Conda (πŸ“₯ 95K Β· ⏱️ 05.09.2023):

     conda install -c conda-forge timm
    
MMDetection (πŸ₯‡38 Β· ⭐ 26K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 9K Β· πŸ“¦ 1.7K Β· πŸ“‹ 7.5K - 13% open Β· ⏱️ 30.06.2023):

     git clone https://github.com/open-mmlab/mmdetection
    
  • PyPi (πŸ“₯ 160K / month Β· πŸ“¦ 27 Β· ⏱️ 01.06.2022):

     pip install mmdet
    
Kornia (πŸ₯‡38 Β· ⭐ 8.6K) - Computer Vision and Robotics Library for AI. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“₯ 830 Β· πŸ“¦ 6.3K Β· πŸ“‹ 830 - 30% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/kornia/kornia
    
  • PyPi (πŸ“₯ 2.4M / month Β· πŸ“¦ 110 Β· ⏱️ 02.08.2023):

     pip install kornia
    
  • Conda (πŸ“₯ 100K Β· ⏱️ 04.08.2023):

     conda install -c conda-forge kornia
    
imageio (πŸ₯‡38 Β· ⭐ 1.3K) - Python library for reading and writing image data. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 850 Β· πŸ“¦ 100K Β· πŸ“‹ 560 - 15% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/imageio/imageio
    
  • PyPi (πŸ“₯ 16M / month):

     pip install imageio
    
  • Conda (πŸ“₯ 5.6M Β· ⏱️ 12.06.2023):

     conda install -c conda-forge imageio
    
Albumentations (πŸ₯ˆ36 Β· ⭐ 13K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.5K Β· πŸ“¦ 18K Β· πŸ“‹ 800 - 46% open Β· ⏱️ 10.06.2023):

     git clone https://github.com/albumentations-team/albumentations
    
  • PyPi (πŸ“₯ 1M / month Β· πŸ“¦ 300 Β· ⏱️ 10.06.2023):

     pip install albumentations
    
  • Conda (πŸ“₯ 130K Β· ⏱️ 12.06.2023):

     conda install -c conda-forge albumentations
    
MoviePy (πŸ₯ˆ36 Β· ⭐ 11K) - Video editing with Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· πŸ“‹ 1.4K - 25% open Β· ⏱️ 11.07.2023):

     git clone https://github.com/Zulko/moviepy
    
  • PyPi (πŸ“₯ 670K / month):

     pip install moviepy
    
  • Conda (πŸ“₯ 200K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge moviepy
    
detectron2 (πŸ₯ˆ34 Β· ⭐ 26K) - Detectron2 is a platform for object detection, segmentation.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 6.7K Β· πŸ“¦ 1.4K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/facebookresearch/detectron2
    
  • PyPi (πŸ“¦ 6 Β· ⏱️ 06.02.2020):

     pip install detectron2
    
  • Conda (πŸ“₯ 200K Β· ⏱️ 23.06.2023):

     conda install -c conda-forge detectron2
    
Wand (πŸ₯ˆ34 Β· ⭐ 1.3K) - The ctypes-based simple ImageMagick binding for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“₯ 24K Β· πŸ“¦ 17K Β· πŸ“‹ 410 - 5% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/emcconville/wand
    
  • PyPi (πŸ“₯ 700K / month Β· πŸ“¦ 710 Β· ⏱️ 05.01.2023):

     pip install wand
    
  • Conda (πŸ“₯ 29K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge wand
    
PaddleSeg (πŸ₯ˆ33 Β· ⭐ 7.6K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 1K Β· πŸ“‹ 1.9K - 16% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/PaddlePaddle/PaddleSeg
    
  • PyPi (πŸ“₯ 2.2K / month Β· πŸ“¦ 4 Β· ⏱️ 30.11.2022):

     pip install paddleseg
    
deepface (πŸ₯ˆ31 Β· ⭐ 7.4K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 1.5K Β· πŸ“¦ 1.9K Β· πŸ“‹ 760 - 1% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/serengil/deepface
    
  • PyPi (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 24.01.2023):

     pip install deepface
    
ImageHash (πŸ₯ˆ31 Β· ⭐ 2.8K) - A Python Perceptual Image Hashing Module. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 320 Β· πŸ“¦ 11K Β· πŸ“‹ 120 - 7% open Β· ⏱️ 05.08.2023):

     git clone https://github.com/JohannesBuchner/imagehash
    
  • PyPi (πŸ“₯ 1.5M / month):

     pip install ImageHash
    
  • Conda (πŸ“₯ 340K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge imagehash
    
lightly (πŸ₯ˆ31 Β· ⭐ 2.5K) - A python library for self-supervised learning on images. MIT
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 210 Β· πŸ“¦ 170 Β· πŸ“‹ 470 - 19% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/lightly-ai/lightly
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 4 Β· ⏱️ 19.09.2023):

     pip install lightly
    
doctr (πŸ₯ˆ31 Β· ⭐ 2.1K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 280 Β· πŸ“₯ 1.9M Β· πŸ“¦ 190 Β· πŸ“‹ 270 - 14% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/mindee/doctr
    
  • PyPi (πŸ“₯ 9.3K / month Β· πŸ“¦ 3 Β· ⏱️ 09.09.2023):

     pip install python-doctr
    
vit-pytorch (πŸ₯ˆ30 Β· ⭐ 15K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 2.5K Β· πŸ“¦ 310 Β· πŸ“‹ 240 - 47% open Β· ⏱️ 10.09.2023):

     git clone https://github.com/lucidrains/vit-pytorch
    
  • PyPi (πŸ“₯ 18K / month Β· πŸ“¦ 6 Β· ⏱️ 10.09.2023):

     pip install vit-pytorch
    
PaddleDetection (πŸ₯ˆ30 Β· ⭐ 11K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.7K Β· πŸ“¦ 110 Β· πŸ“‹ 5.1K - 24% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/PaddlePaddle/PaddleDetection
    
  • PyPi (πŸ“₯ 660 / month):

     pip install paddledet
    
vidgear (πŸ₯ˆ30 Β· ⭐ 2.9K) - A High-performance cross-platform Video Processing Python framework.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 230 Β· πŸ“₯ 920 Β· πŸ“¦ 450 Β· πŸ“‹ 270 - 1% open Β· ⏱️ 10.09.2023):

     git clone https://github.com/abhiTronix/vidgear
    
  • PyPi (πŸ“₯ 29K / month Β· πŸ“¦ 9 Β· ⏱️ 10.09.2023):

     pip install vidgear
    
imageai (πŸ₯ˆ29 Β· ⭐ 8K) - A python library built to empower developers to build applications and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 2.1K Β· πŸ“₯ 880K Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 38% open Β· ⏱️ 26.08.2023):

     git clone https://github.com/OlafenwaMoses/ImageAI
    
  • PyPi (πŸ“₯ 5.7K / month):

     pip install imageai
    
  • Conda (πŸ“₯ 6.4K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge imageai
    
Face Alignment (πŸ₯ˆ29 Β· ⭐ 6.5K) - 2D and 3D Face alignment library build using pytorch. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 1.3K Β· πŸ“¦ 13 Β· πŸ“‹ 310 - 24% open Β· ⏱️ 16.08.2023):

     git clone https://github.com/1adrianb/face-alignment
    
  • PyPi (πŸ“₯ 56K / month Β· πŸ“¦ 10 Β· ⏱️ 17.08.2023):

     pip install face-alignment
    
GluonCV (πŸ₯‰28 Β· ⭐ 5.6K Β· πŸ’€) - Gluon CV Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“¦ 13 Β· πŸ“‹ 840 - 7% open Β· ⏱️ 19.01.2023):

     git clone https://github.com/dmlc/gluon-cv
    
  • PyPi (πŸ“₯ 50K / month Β· πŸ“¦ 61 Β· ⏱️ 07.07.2022):

     pip install gluoncv
    
opencv-python (πŸ₯‰28 Β· ⭐ 3.7K Β· πŸ“‰) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 710 Β· πŸ“‹ 700 - 9% open Β· ⏱️ 09.08.2023):

     git clone https://github.com/opencv/opencv-python
    
  • PyPi (πŸ“₯ 11M / month):

     pip install opencv-python
    
mahotas (πŸ₯‰28 Β· ⭐ 810) - Computer Vision in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 150 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 24% open Β· ⏱️ 09.06.2023):

     git clone https://github.com/luispedro/mahotas
    
  • PyPi (πŸ“₯ 9K / month Β· πŸ“¦ 130 Β· ⏱️ 28.06.2022):

     pip install mahotas
    
  • Conda (πŸ“₯ 380K Β· ⏱️ 26.07.2023):

     conda install -c conda-forge mahotas
    
CellProfiler (πŸ₯‰28 Β· ⭐ 790) - An open-source application for biological image analysis. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 360 Β· πŸ“₯ 5.7K Β· πŸ“¦ 20 Β· πŸ“‹ 3.2K - 8% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/CellProfiler/CellProfiler
    
  • PyPi (πŸ“₯ 620 / month Β· πŸ“¦ 1 Β· ⏱️ 14.08.2023):

     pip install cellprofiler
    
facenet-pytorch (πŸ₯‰27 Β· ⭐ 3.7K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 800 Β· πŸ“₯ 680K Β· πŸ“¦ 1.3K Β· πŸ“‹ 170 - 36% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/timesler/facenet-pytorch
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 19 Β· ⏱️ 10.03.2021):

     pip install facenet-pytorch
    
sahi (πŸ₯‰27 Β· ⭐ 3K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 450 Β· πŸ“₯ 18K Β· πŸ“¦ 630 Β· ⏱️ 26.08.2023):

     git clone https://github.com/obss/sahi
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 9 Β· ⏱️ 25.06.2022):

     pip install sahi
    
  • Conda (πŸ“₯ 48K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge sahi
    
pytorchvideo (πŸ₯‰26 Β· ⭐ 3K) - A deep learning library for video understanding research. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 360 Β· πŸ“‹ 190 - 46% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/facebookresearch/pytorchvideo
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 7 Β· ⏱️ 20.01.2022):

     pip install pytorchvideo
    
Image Deduplicator (πŸ₯‰25 Β· ⭐ 4.7K) - Finding duplicate images made easy!. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 420 Β· πŸ“¦ 58 Β· πŸ“‹ 140 - 35% open Β· ⏱️ 28.04.2023):

     git clone https://github.com/idealo/imagededup
    
  • PyPi (πŸ“₯ 1.6K / month Β· πŸ“¦ 5 Β· ⏱️ 28.04.2023):

     pip install imagededup
    
Norfair (πŸ₯‰25 Β· ⭐ 1.9K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“₯ 280 Β· πŸ“¦ 130 Β· πŸ“‹ 130 - 4% open Β· ⏱️ 15.05.2023):

     git clone https://github.com/tryolabs/norfair
    
  • PyPi (πŸ“₯ 5.7K / month Β· πŸ“¦ 3 Β· ⏱️ 30.05.2022):

     pip install norfair
    
Augmentor (πŸ₯‰24 Β· ⭐ 4.9K) - Image augmentation library in Python for machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 840 Β· πŸ“¦ 650 Β· πŸ“‹ 190 - 61% open Β· ⏱️ 29.03.2023):

     git clone https://github.com/mdbloice/Augmentor
    
  • PyPi (πŸ“₯ 10K / month):

     pip install Augmentor
    
MMF (πŸ₯‰23 Β· ⭐ 5.3K) - A modular framework for vision & language multimodal research from.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 880 Β· πŸ“¦ 14 Β· πŸ“‹ 780 - 30% open Β· ⏱️ 11.07.2023):

     git clone https://github.com/facebookresearch/mmf
    
  • PyPi (πŸ“₯ 300 / month Β· πŸ“¦ 1 Β· ⏱️ 12.06.2020):

     pip install mmf
    
ffcv (πŸ₯‰23 Β· ⭐ 2.6K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 160 Β· πŸ“¦ 30 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 24.08.2023):

     git clone https://github.com/libffcv/ffcv
    
  • PyPi (πŸ“₯ 940 / month Β· πŸ“¦ 1 Β· ⏱️ 28.01.2022):

     pip install ffcv
    
kubric (πŸ₯‰23 Β· ⭐ 2K) - A data generation pipeline for creating semi-realistic synthetic multi-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 170 Β· πŸ“¦ 3 Β· πŸ“‹ 180 - 30% open Β· ⏱️ 16.08.2023):

     git clone https://github.com/google-research/kubric
    
  • PyPi (πŸ“₯ 4.4K / month Β· ⏱️ 21.09.2023):

     pip install kubric-nightly
    
vissl (πŸ₯‰22 Β· ⭐ 3.1K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 320 Β· πŸ“¦ 27 Β· πŸ“‹ 180 - 42% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/facebookresearch/vissl
    
  • PyPi (πŸ“₯ 250 / month Β· πŸ“¦ 1 Β· ⏱️ 02.11.2021):

     pip install vissl
    
tensorflow-graphics (πŸ₯‰22 Β· ⭐ 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 360 Β· πŸ“‹ 240 - 61% open Β· ⏱️ 08.08.2023):

     git clone https://github.com/tensorflow/graphics
    
  • PyPi (πŸ“₯ 4.2K / month Β· πŸ“¦ 8 Β· ⏱️ 03.12.2021):

     pip install tensorflow-graphics
    
pycls (πŸ₯‰22 Β· ⭐ 2.1K) - Codebase for Image Classification Research, written in PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 230 Β· πŸ“¦ 14 Β· πŸ“‹ 80 - 30% open Β· ⏱️ 26.08.2023):

     git clone https://github.com/facebookresearch/pycls
    
  • PyPi (πŸ“₯ 210K / month):

     pip install pycls
    
Classy Vision (πŸ₯‰22 Β· ⭐ 1.6K) - An end-to-end PyTorch framework for image and video.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 280 Β· πŸ“‹ 120 - 45% open Β· ⏱️ 23.03.2023):

     git clone https://github.com/facebookresearch/ClassyVision
    
  • PyPi (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 21.03.2023):

     pip install classy_vision
    
  • Conda (πŸ“₯ 18K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge classy_vision
    
icevision (πŸ₯‰22 Β· ⭐ 830 Β· πŸ’€) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 140 Β· πŸ“‹ 570 - 10% open Β· ⏱️ 07.12.2022):

     git clone https://github.com/airctic/icevision
    
  • PyPi (πŸ“₯ 5.8K / month Β· πŸ“¦ 6 Β· ⏱️ 10.02.2022):

     pip install icevision
    
pyvips (πŸ₯‰22 Β· ⭐ 540) - python binding for libvips using cffi. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 48 Β· πŸ“¦ 590 Β· πŸ“‹ 370 - 40% open Β· ⏱️ 30.06.2023):

     git clone https://github.com/libvips/pyvips
    
  • PyPi (πŸ“₯ 52K / month Β· πŸ“¦ 46 Β· ⏱️ 12.06.2022):

     pip install pyvips
    
  • Conda (πŸ“₯ 66K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pyvips
    
DEβ«ΆTR (πŸ₯‰21 Β· ⭐ 12K Β· πŸ’€) - End-to-End Object Detection with Transformers. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 2K Β· πŸ“¦ 13 Β· πŸ“‹ 510 - 44% open Β· ⏱️ 07.02.2023):

     git clone https://github.com/facebookresearch/detr
    
image-match (πŸ₯‰20 Β· ⭐ 2.9K Β· πŸ’€) - Quickly search over billions of images. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 400 Β· πŸ“‹ 110 - 57% open Β· ⏱️ 06.12.2022):

     git clone https://github.com/ProvenanceLabs/image-match
    
  • PyPi (πŸ“₯ 770 / month Β· πŸ“¦ 4 Β· ⏱️ 13.02.2017):

     pip install image_match
    
PySlowFast (πŸ₯‰19 Β· ⭐ 5.9K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 1.1K Β· πŸ“¦ 14 Β· πŸ“‹ 630 - 56% open Β· ⏱️ 26.08.2023):

     git clone https://github.com/facebookresearch/SlowFast
    
  • PyPi (πŸ“₯ 9 / month):

     pip install pyslowfast
    
scenic (πŸ₯‰19 Β· ⭐ 2.5K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 340 Β· πŸ“‹ 220 - 66% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/google-research/scenic
    
Show 21 hidden projects...
  • scikit-image (πŸ₯‡42 Β· ⭐ 5.6K) - Image processing in Python. ❗Unlicensed
  • imgaug (πŸ₯ˆ35 Β· ⭐ 14K Β· πŸ’€) - Image augmentation for machine learning experiments. MIT
  • glfw (πŸ₯ˆ35 Β· ⭐ 11K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
  • InsightFace (πŸ₯ˆ34 Β· ⭐ 18K) - State-of-the-art 2D and 3D Face Analysis Project. ❗Unlicensed
  • Face Recognition (πŸ₯ˆ32 Β· ⭐ 49K Β· πŸ’€) - The worlds simplest facial recognition api for Python.. MIT
  • PyTorch3D (πŸ₯ˆ30 Β· ⭐ 7.7K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
  • imutils (πŸ₯ˆ29 Β· ⭐ 4.4K Β· πŸ’€) - A series of convenience functions to make basic image processing.. MIT
  • layout-parser (πŸ₯‰27 Β· ⭐ 4K Β· πŸ’€) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
  • mtcnn (πŸ₯‰27 Β· ⭐ 2K Β· πŸ’€) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT
  • chainercv (πŸ₯‰27 Β· ⭐ 1.5K Β· πŸ’€) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
  • segmentation_models (πŸ₯‰25 Β· ⭐ 4.4K Β· πŸ’€) - Segmentation models with pretrained backbones. Keras.. MIT
  • Pillow-SIMD (πŸ₯‰25 Β· ⭐ 2K) - The friendly PIL fork. ❗️PIL
  • deep-daze (πŸ₯‰22 Β· ⭐ 4.4K Β· πŸ’€) - Simple command line tool for text to image generation using.. MIT
  • Image Super-Resolution (πŸ₯‰22 Β· ⭐ 4.3K Β· πŸ’€) - Super-scale your images and run experiments with.. Apache-2
  • Luminoth (πŸ₯‰22 Β· ⭐ 2.4K Β· πŸ’€) - Deep Learning toolkit for Computer Vision. BSD-3
  • nude.py (πŸ₯‰21 Β· ⭐ 920 Β· πŸ’€) - Nudity detection with Python. MIT
  • detecto (πŸ₯‰21 Β· ⭐ 600 Β· πŸ’€) - Build fully-functioning computer vision models with PyTorch. MIT
  • solt (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - Streaming over lightweight data transformations. MIT
  • Caer (πŸ₯‰17 Β· ⭐ 710 Β· πŸ’€) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
  • Torch Points 3D (πŸ₯‰16 Β· ⭐ 160 Β· πŸ’€) - Pytorch framework for doing deep learning on point.. BSD-3
  • HugsVision (πŸ₯‰14 Β· ⭐ 180 Β· πŸ’€) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface

Graph Data

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

networkx (πŸ₯‡44 Β· ⭐ 13K) - Network Analysis in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3K Β· πŸ“₯ 65 Β· πŸ“¦ 190K Β· πŸ“‹ 3.3K - 12% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/networkx/networkx
    
  • PyPi (πŸ“₯ 28M / month Β· πŸ“¦ 15K Β· ⏱️ 04.04.2023):

     pip install networkx
    
  • Conda (πŸ“₯ 13M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge networkx
    
dgl (πŸ₯‡39 Β· ⭐ 12K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 2.9K Β· πŸ“¦ 140 Β· πŸ“‹ 2.5K - 16% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/dmlc/dgl
    
  • PyPi (πŸ“₯ 100K / month Β· πŸ“¦ 76 Β· ⏱️ 30.08.2023):

     pip install dgl
    
PyTorch Geometric (πŸ₯‡37 Β· ⭐ 18K Β· πŸ“ˆ) - Graph Neural Network Library for PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 3.3K Β· πŸ“‹ 3.3K - 25% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/pyg-team/pytorch_geometric
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 100 Β· ⏱️ 27.04.2023):

     pip install torch-geometric
    
  • Conda (πŸ“₯ 31K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pytorch_geometric
    
ogb (πŸ₯ˆ30 Β· ⭐ 1.7K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 400 Β· πŸ“¦ 1.1K Β· πŸ“‹ 280 - 6% open Β· ⏱️ 10.06.2023):

     git clone https://github.com/snap-stanford/ogb
    
  • PyPi (πŸ“₯ 49K / month Β· πŸ“¦ 22 Β· ⏱️ 02.11.2022):

     pip install ogb
    
  • Conda (πŸ“₯ 28K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge ogb
    
pygraphistry (πŸ₯ˆ28 Β· ⭐ 1.9K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 200 Β· πŸ“¦ 99 Β· πŸ“‹ 290 - 49% open Β· ⏱️ 16.09.2023):

     git clone https://github.com/graphistry/pygraphistry
    
  • PyPi (πŸ“₯ 1.8K / month Β· πŸ“¦ 5 Β· ⏱️ 07.09.2023):

     pip install graphistry
    
Spektral (πŸ₯ˆ27 Β· ⭐ 2.3K) - Graph Neural Networks with Keras and Tensorflow 2. MIT
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 340 Β· πŸ“¦ 230 Β· πŸ“‹ 260 - 24% open Β· ⏱️ 01.06.2023):

     git clone https://github.com/danielegrattarola/spektral
    
  • PyPi (πŸ“₯ 5.2K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2023):

     pip install spektral
    
AmpliGraph (πŸ₯ˆ27 Β· ⭐ 2K) - Python library for Representation Learning on Knowledge.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 240 Β· πŸ“¦ 43 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2023):

     git clone https://github.com/Accenture/AmpliGraph
    
  • PyPi (πŸ“₯ 570 / month Β· ⏱️ 25.05.2021):

     pip install ampligraph
    
Paddle Graph Learning (πŸ₯ˆ27 Β· ⭐ 1.5K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 300 Β· πŸ“¦ 45 Β· πŸ“‹ 200 - 40% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/PaddlePaddle/PGL
    
  • PyPi (πŸ“₯ 400 / month Β· πŸ“¦ 2 Β· ⏱️ 03.08.2022):

     pip install pgl
    
pytorch_geometric_temporal (πŸ₯ˆ25 Β· ⭐ 2.2K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 310 Β· πŸ“‹ 170 - 7% open Β· ⏱️ 01.07.2023):

     git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
    
  • PyPi (πŸ“₯ 1.9K / month Β· πŸ“¦ 4 Β· ⏱️ 04.09.2022):

     pip install torch-geometric-temporal
    
PyKEEN (πŸ₯ˆ25 Β· ⭐ 1.3K) - A Python library for learning and evaluating knowledge graph embeddings. MIT
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 170 Β· πŸ“₯ 180 Β· πŸ“‹ 530 - 20% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/pykeen/pykeen
    
  • PyPi (πŸ“₯ 3.8K / month Β· πŸ“¦ 5 Β· ⏱️ 22.02.2023):

     pip install pykeen
    
PyTorch-BigGraph (πŸ₯ˆ24 Β· ⭐ 3.3K) - Generate embeddings from large-scale graph-structured.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 430 Β· πŸ“₯ 160 Β· πŸ“‹ 190 - 29% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/facebookresearch/PyTorch-BigGraph
    
  • PyPi (πŸ“₯ 380K / month Β· πŸ“¦ 3 Β· ⏱️ 01.05.2019):

     pip install torchbiggraph
    
Node2Vec (πŸ₯ˆ24 Β· ⭐ 1.1K) - Implementation of the node2vec algorithm. MIT
  • GitHub (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 230 Β· πŸ“¦ 470 Β· πŸ“‹ 90 - 3% open Β· ⏱️ 29.08.2023):

     git clone https://github.com/eliorc/node2vec
    
  • PyPi (πŸ“₯ 61K / month Β· πŸ“¦ 18 Β· ⏱️ 01.08.2022):

     pip install node2vec
    
  • Conda (πŸ“₯ 27K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge node2vec
    
graph-nets (πŸ₯‰21 Β· ⭐ 5.3K Β· πŸ’€) - Build Graph Nets in Tensorflow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 780 Β· πŸ“¦ 13 Β· πŸ“‹ 130 - 5% open Β· ⏱️ 12.12.2022):

     git clone https://github.com/deepmind/graph_nets
    
  • PyPi (πŸ“₯ 1K / month Β· πŸ“¦ 8 Β· ⏱️ 29.01.2020):

     pip install graph-nets
    
graph4nlp (πŸ₯‰21 Β· ⭐ 1.6K Β· πŸ’€) - Graph4nlp is the library for the easy use of Graph.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 190 Β· πŸ“‹ 170 - 6% open Β· ⏱️ 13.11.2022):

     git clone https://github.com/graph4ai/graph4nlp
    
  • PyPi (πŸ“₯ 83 / month Β· ⏱️ 20.01.2022):

     pip install graph4nlp
    
torch-cluster (πŸ₯‰21 Β· ⭐ 690) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 120 Β· πŸ“‹ 140 - 18% open Β· ⏱️ 05.06.2023):

     git clone https://github.com/rusty1s/pytorch_cluster
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 37 Β· ⏱️ 11.03.2022):

     pip install torch-cluster
    
  • Conda (πŸ“₯ 79K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pytorch_cluster
    
deepsnap (πŸ₯‰20 Β· ⭐ 500) - Python library assists deep learning on graphs. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 50 Β· πŸ“₯ 10 Β· πŸ“¦ 65 Β· πŸ“‹ 44 - 45% open Β· ⏱️ 27.03.2023):

     git clone https://github.com/snap-stanford/deepsnap
    
  • PyPi (πŸ“₯ 570 / month Β· πŸ“¦ 1 Β· ⏱️ 05.09.2021):

     pip install deepsnap
    
GraphGym (πŸ₯‰19 Β· ⭐ 1.4K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 160 Β· πŸ“₯ 26 Β· πŸ“¦ 4 Β· πŸ“‹ 41 - 31% open Β· ⏱️ 14.03.2023):

     git clone https://github.com/snap-stanford/GraphGym
    
  • PyPi (πŸ“₯ 80 / month Β· ⏱️ 24.03.2022):

     pip install graphgym
    
kglib (πŸ₯‰16 Β· ⭐ 550 Β· πŸ’€) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 98 Β· πŸ“₯ 220 Β· πŸ“‹ 62 - 17% open Β· ⏱️ 09.11.2022):

     git clone https://github.com/vaticle/kglib
    
  • PyPi (πŸ“₯ 80 / month Β· ⏱️ 19.08.2020):

     pip install grakn-kglib
    
OpenKE (πŸ₯‰15 Β· ⭐ 3.5K Β· πŸ’€) - An Open-Source Package for Knowledge Embedding (KE). MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 950 Β· πŸ“‹ 370 - 4% open Β· ⏱️ 03.11.2022):

     git clone https://github.com/thunlp/OpenKE
    
OpenNE (πŸ₯‰15 Β· ⭐ 1.7K Β· πŸ’€) - An Open-Source Package for Network Embedding (NE). MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 480 Β· πŸ“‹ 100 - 4% open Β· ⏱️ 02.11.2022):

     git clone https://github.com/thunlp/OpenNE
    
AutoGL (πŸ₯‰15 Β· ⭐ 960 Β· πŸ’€) - An autoML framework & toolkit for machine learning on graphs. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 110 Β· πŸ“‹ 31 - 29% open Β· ⏱️ 30.12.2022):

     git clone https://github.com/THUMNLab/AutoGL
    
  • PyPi (πŸ“₯ 2 / month Β· ⏱️ 23.12.2020):

     pip install auto-graph-learning
    
Show 15 hidden projects...
  • igraph (πŸ₯‡33 Β· ⭐ 1.2K) - Python interface for igraph. ❗️GPL-2.0
  • StellarGraph (πŸ₯ˆ28 Β· ⭐ 2.8K Β· πŸ’€) - StellarGraph - Machine Learning on Graphs. Apache-2
  • pygal (πŸ₯ˆ27 Β· ⭐ 2.6K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
  • DIG (πŸ₯ˆ24 Β· ⭐ 1.6K) - A library for graph deep learning research. ❗️GPL-3.0
  • Karate Club (πŸ₯‰22 Β· ⭐ 2K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
  • DeepWalk (πŸ₯‰20 Β· ⭐ 2.6K Β· πŸ’€) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
  • jraph (πŸ₯‰20 Β· ⭐ 1.2K Β· πŸ’€) - A Graph Neural Network Library in Jax. Apache-2
  • pyRDF2Vec (πŸ₯‰20 Β· ⭐ 220) - Python Implementation and Extension of RDF2Vec. MIT
  • Sematch (πŸ₯‰19 Β· ⭐ 410 Β· πŸ’€) - semantic similarity framework for knowledge graph. Apache-2
  • DeepGraph (πŸ₯‰17 Β· ⭐ 280) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
  • GraphEmbedding (πŸ₯‰16 Β· ⭐ 3.4K Β· πŸ’€) - Implementation and experiments of graph embedding.. MIT
  • Euler (πŸ₯‰16 Β· ⭐ 2.9K Β· πŸ’€) - A distributed graph deep learning framework. Apache-2
  • GraphSAGE (πŸ₯‰14 Β· ⭐ 3.2K Β· πŸ’€) - Representation learning on large graphs using stochastic.. MIT
  • ptgnn (πŸ₯‰14 Β· ⭐ 370 Β· πŸ’€) - A PyTorch Graph Neural Network Library. MIT
  • GraphVite (πŸ₯‰13 Β· ⭐ 1.2K Β· πŸ’€) - GraphVite: A General and High-performance Graph Embedding.. Apache-2

Audio Data

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

speechbrain (πŸ₯‡38 Β· ⭐ 6.6K) - A PyTorch-based Speech Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.1K Β· πŸ“¦ 950 Β· πŸ“‹ 1K - 16% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/speechbrain/speechbrain
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 14 Β· ⏱️ 22.07.2023):

     pip install speechbrain
    
espnet (πŸ₯‡37 Β· ⭐ 7K) - End-to-End Speech Processing Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 2K Β· πŸ“₯ 79 Β· πŸ“¦ 240 Β· πŸ“‹ 2.2K - 9% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/espnet/espnet
    
  • PyPi (πŸ“₯ 31K / month Β· πŸ“¦ 5 Β· ⏱️ 03.08.2023):

     pip install espnet
    
torchaudio (πŸ₯‡35 Β· ⭐ 2.2K) - Data manipulation and transformation for audio signal.. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 600 Β· πŸ“‹ 880 - 22% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/pytorch/audio
    
  • PyPi (πŸ“₯ 1.6M / month Β· πŸ“¦ 400 Β· ⏱️ 08.05.2023):

     pip install torchaudio
    
Coqui TTS (πŸ₯ˆ34 Β· ⭐ 19K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.1K Β· πŸ“₯ 1.3M Β· πŸ“‹ 700 - 4% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/coqui-ai/TTS
    
  • PyPi (πŸ“₯ 83K / month Β· πŸ“¦ 16 Β· ⏱️ 15.09.2023):

     pip install tts
    
  • Conda (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tts
    
Pydub (πŸ₯ˆ34 Β· ⭐ 7.7K Β· πŸ’€) - Manipulate audio with a simple and easy high level interface. MIT
  • GitHub (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 960 Β· πŸ“¦ 39K Β· πŸ“‹ 590 - 54% open Β· ⏱️ 08.12.2022):

     git clone https://github.com/jiaaro/pydub
    
  • PyPi (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.03.2021):

     pip install pydub
    
  • Conda (πŸ“₯ 66K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pydub
    
librosa (πŸ₯ˆ33 Β· ⭐ 6.2K) - Python library for audio and music analysis. ISC
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 900 Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/librosa/librosa
    
  • PyPi (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 16.08.2023):

     pip install librosa
    
  • Conda (πŸ“₯ 690K Β· ⏱️ 16.08.2023):

     conda install -c conda-forge librosa
    
SpeechRecognition (πŸ₯ˆ32 Β· ⭐ 7.5K) - Speech recognition module for Python, supporting several.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 2.3K Β· πŸ“¦ 13 Β· πŸ“‹ 600 - 49% open Β· ⏱️ 13.03.2023):

     git clone https://github.com/Uberi/speech_recognition
    
  • PyPi (πŸ“₯ 450K / month Β· πŸ“¦ 800 Β· ⏱️ 04.12.2022):

     pip install SpeechRecognition
    
  • Conda (πŸ“₯ 170K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge speechrecognition
    
spleeter (πŸ₯ˆ31 Β· ⭐ 23K) - Deezer source separation library including pretrained models. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 2.6K Β· πŸ“₯ 2.6M Β· πŸ“¦ 580 Β· πŸ“‹ 770 - 27% open Β· ⏱️ 13.07.2023):

     git clone https://github.com/deezer/spleeter
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 10.06.2022):

     pip install spleeter
    
  • Conda (πŸ“₯ 78K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge spleeter
    
Magenta (πŸ₯ˆ31 Β· ⭐ 19K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 3.7K Β· πŸ“¦ 470 Β· πŸ“‹ 960 - 38% open Β· ⏱️ 11.07.2023):

     git clone https://github.com/magenta/magenta
    
  • PyPi (πŸ“₯ 2.3K / month Β· πŸ“¦ 38 Β· ⏱️ 31.07.2018):

     pip install magenta
    
audiomentations (πŸ₯ˆ30 Β· ⭐ 1.5K) - A Python library for audio data augmentation. Inspired by.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 340 Β· πŸ“‹ 170 - 27% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/iver56/audiomentations
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 5 Β· ⏱️ 30.08.2023):

     pip install audiomentations
    
Porcupine (πŸ₯ˆ29 Β· ⭐ 3.2K) - On-device wake word detection powered by deep learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 440 Β· πŸ“¦ 22 Β· πŸ“‹ 480 - 0% open Β· ⏱️ 30.08.2023):

     git clone https://github.com/Picovoice/Porcupine
    
  • PyPi (πŸ“₯ 3.9K / month Β· πŸ“¦ 11 Β· ⏱️ 28.06.2022):

     pip install pvporcupine
    
audioread (πŸ₯ˆ29 Β· ⭐ 450) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 15K Β· πŸ“‹ 89 - 40% open Β· ⏱️ 17.08.2023):

     git clone https://github.com/beetbox/audioread
    
  • PyPi (πŸ“₯ 1.2M / month Β· πŸ“¦ 360 Β· ⏱️ 12.08.2022):

     pip install audioread
    
  • Conda (πŸ“₯ 700K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge audioread
    
pyAudioAnalysis (πŸ₯‰28 Β· ⭐ 5.4K Β· πŸ’€) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 1.2K Β· πŸ“¦ 380 Β· πŸ“‹ 310 - 61% open Β· ⏱️ 18.09.2022):

     git clone https://github.com/tyiannak/pyAudioAnalysis
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 19 Β· ⏱️ 07.02.2022):

     pip install pyAudioAnalysis
    
tinytag (πŸ₯‰28 Β· ⭐ 620) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 100 Β· πŸ“¦ 850 Β· πŸ“‹ 110 - 14% open Β· ⏱️ 15.08.2023):

     git clone https://github.com/devsnd/tinytag
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 110 Β· ⏱️ 12.03.2022):

     pip install tinytag
    
Madmom (πŸ₯‰27 Β· ⭐ 1.1K) - Python audio and music signal processing library. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 180 Β· πŸ“¦ 360 Β· πŸ“‹ 270 - 21% open Β· ⏱️ 10.09.2023):

     git clone https://github.com/CPJKU/madmom
    
  • PyPi (πŸ“₯ 2.8K / month Β· πŸ“¦ 33 Β· ⏱️ 14.11.2018):

     pip install madmom
    
python-soundfile (πŸ₯‰25 Β· ⭐ 590) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“₯ 16K Β· πŸ“‹ 220 - 41% open Β· ⏱️ 24.03.2023):

     git clone https://github.com/bastibe/python-soundfile
    
  • PyPi (πŸ“₯ 1.5M / month Β· πŸ“¦ 170 Β· ⏱️ 15.02.2023):

     pip install soundfile
    
  • Conda:

     conda install -c anaconda pysoundfile
    
DDSP (πŸ₯‰24 Β· ⭐ 2.6K) - DDSP: Differentiable Digital Signal Processing. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 300 Β· πŸ“¦ 42 Β· πŸ“‹ 160 - 23% open Β· ⏱️ 30.06.2023):

     git clone https://github.com/magenta/ddsp
    
  • PyPi (πŸ“₯ 1.9K / month Β· πŸ“¦ 1 Β· ⏱️ 25.05.2022):

     pip install ddsp
    
  • Conda (πŸ“₯ 14K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge ddsp
    
DeepSpeech (πŸ₯‰23 Β· ⭐ 23K) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 3.8K):

     git clone https://github.com/mozilla/DeepSpeech
    
  • PyPi (πŸ“₯ 4.3K / month Β· πŸ“¦ 43 Β· ⏱️ 19.12.2020):

     pip install deepspeech
    
  • Conda (πŸ“₯ 2.2K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge deepspeech
    
nnAudio (πŸ₯‰20 Β· ⭐ 890) - Audio processing by using pytorch 1D convolution network. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 85 Β· πŸ“¦ 130 Β· πŸ“‹ 59 - 28% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/KinWaiCheuk/nnAudio
    
  • PyPi (πŸ“₯ 2.9K / month Β· πŸ“¦ 3 Β· ⏱️ 24.12.2021):

     pip install nnAudio
    
Julius (πŸ₯‰20 Β· ⭐ 370 Β· πŸ’€) - Fast PyTorch based DSP for audio and 1D signals. MIT
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 26 Β· πŸ“¦ 640 Β· πŸ“‹ 11 - 18% open Β· ⏱️ 19.09.2022):

     git clone https://github.com/adefossez/julius
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022):

     pip install julius
    
textlesslib (πŸ₯‰12 Β· ⭐ 450) - Library for Textless Spoken Language Processing. MIT
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 44 Β· πŸ“‹ 17 - 47% open Β· ⏱️ 29.08.2023):

     git clone https://github.com/facebookresearch/textlesslib
    
Show 8 hidden projects...
  • aubio (πŸ₯‰28 Β· ⭐ 3K Β· πŸ’€) - a library for audio and music analysis. ❗️GPL-3.0
  • Essentia (πŸ₯‰26 Β· ⭐ 2.5K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
  • python_speech_features (πŸ₯‰25 Β· ⭐ 2.3K Β· πŸ’€) - This library provides common speech features for ASR.. MIT
  • TTS (πŸ₯‰24 Β· ⭐ 8K Β· πŸ’€) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
  • Dejavu (πŸ₯‰24 Β· ⭐ 6.1K Β· πŸ’€) - Audio fingerprinting and recognition in Python. MIT
  • kapre (πŸ₯‰22 Β· ⭐ 900 Β· πŸ’€) - kapre: Keras Audio Preprocessors. MIT
  • TimeSide (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - scalable audio processing framework and server written in.. ❗️AGPL-3.0
  • Muda (πŸ₯‰17 Β· ⭐ 220 Β· πŸ’€) - A library for augmenting annotated audio data. ISC

Geospatial Data

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

pydeck (πŸ₯‡42 Β· ⭐ 11K) - WebGL2 powered visualization framework. MIT
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 2K Β· πŸ“¦ 6.5K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/visgl/deck.gl
    
  • PyPi (πŸ“₯ 1.4M / month Β· πŸ“¦ 40 Β· ⏱️ 15.04.2023):

     pip install pydeck
    
  • Conda (πŸ“₯ 440K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pydeck
    
  • npm (πŸ“₯ 390K / month Β· πŸ“¦ 470 Β· ⏱️ 21.09.2023):

     npm install deck.gl
    
GeoPandas (πŸ₯‡39 Β· ⭐ 3.8K) - Python tools for geographic data. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 870 Β· πŸ“₯ 2.2K Β· πŸ“¦ 26K Β· πŸ“‹ 1.6K - 27% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/geopandas/geopandas
    
  • PyPi (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 15.09.2023):

     pip install geopandas
    
  • Conda (πŸ“₯ 3.2M Β· ⏱️ 15.09.2023):

     conda install -c conda-forge geopandas
    
folium (πŸ₯‡38 Β· ⭐ 6.4K) - Python Data. Leaflet.js Maps. MIT
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 2.2K Β· πŸ“¦ 29K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 06.09.2023):

     git clone https://github.com/python-visualization/folium
    
  • PyPi (πŸ“₯ 630K / month Β· πŸ“¦ 780 Β· ⏱️ 12.12.2022):

     pip install folium
    
  • Conda (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge folium
    
Rasterio (πŸ₯ˆ37 Β· ⭐ 2K) - Rasterio reads and writes geospatial raster datasets. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 520 Β· πŸ“₯ 850 Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 01.09.2023):

     git clone https://github.com/rasterio/rasterio
    
  • PyPi (πŸ“₯ 1.9M / month Β· πŸ“¦ 980 Β· ⏱️ 28.06.2023):

     pip install rasterio
    
  • Conda (πŸ“₯ 2.6M Β· ⏱️ 20.09.2023):

     conda install -c conda-forge rasterio
    
geopy (πŸ₯ˆ36 Β· ⭐ 4.1K) - Geocoding library for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 2 Β· πŸ“‹ 280 - 10% open Β· ⏱️ 27.08.2023):

     git clone https://github.com/geopy/geopy
    
  • PyPi (πŸ“₯ 4.2M / month Β· πŸ“¦ 4K Β· ⏱️ 27.08.2023):

     pip install geopy
    
  • Conda (πŸ“₯ 1.2M Β· ⏱️ 27.08.2023):

     conda install -c conda-forge geopy
    
Shapely (πŸ₯ˆ36 Β· ⭐ 3.4K) - Manipulation and analysis of geometric objects. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 540 Β· πŸ“₯ 2.5K Β· πŸ“¦ 52K Β· πŸ“‹ 1.1K - 20% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/shapely/shapely
    
  • PyPi (πŸ“₯ 14M / month Β· πŸ“¦ 890 Β· ⏱️ 02.02.2023):

     pip install shapely
    
  • Conda (πŸ“₯ 8.3M Β· ⏱️ 19.08.2023):

     conda install -c conda-forge shapely
    
pyproj (πŸ₯ˆ36 Β· ⭐ 920) - Python interface to PROJ (cartographic projections and coordinate.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 210 Β· πŸ“¦ 23K Β· πŸ“‹ 580 - 4% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/pyproj4/pyproj
    
  • PyPi (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 21.09.2023):

     pip install pyproj
    
  • Conda (πŸ“₯ 6.6M Β· ⏱️ 21.09.2023):

     conda install -c conda-forge pyproj
    
ipyleaflet (πŸ₯ˆ33 Β· ⭐ 1.4K) - A Jupyter - Leaflet.js bridge. MIT
  • GitHub (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 350 Β· πŸ“¦ 5.3K Β· πŸ“‹ 590 - 42% open Β· ⏱️ 11.09.2023):

     git clone https://github.com/jupyter-widgets/ipyleaflet
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 160 Β· ⏱️ 11.09.2023):

     pip install ipyleaflet
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 11.09.2023):

     conda install -c conda-forge ipyleaflet
    
  • npm (πŸ“₯ 38K / month Β· πŸ“¦ 5 Β· ⏱️ 02.06.2023):

     npm install jupyter-leaflet
    
Fiona (πŸ₯ˆ33 Β· ⭐ 1.1K) - Fiona reads and writes geographic data files. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 15K Β· πŸ“‹ 760 - 5% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/Toblerity/Fiona
    
  • PyPi (πŸ“₯ 6M / month Β· πŸ“¦ 880 Β· ⏱️ 23.05.2023):

     pip install fiona
    
  • Conda (πŸ“₯ 4.9M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge fiona
    
ArcGIS API (πŸ₯‰31 Β· ⭐ 1.7K) - Documentation and samples for ArcGIS API for Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 1K Β· πŸ“₯ 9.2K Β· πŸ“¦ 2 Β· πŸ“‹ 650 - 9% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/Esri/arcgis-python-api
    
  • PyPi (πŸ“₯ 81K / month Β· πŸ“¦ 31 Β· ⏱️ 27.01.2023):

     pip install arcgis
    
  • Docker Hub (πŸ“₯ 13K Β· ⭐ 40 Β· ⏱️ 17.06.2022):

     docker pull esridocker/arcgis-api-python-notebook
    
geojson (πŸ₯‰29 Β· ⭐ 840) - Python bindings and utilities for GeoJSON. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 98 - 25% open Β· ⏱️ 28.05.2023):

     git clone https://github.com/jazzband/geojson
    
  • PyPi (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.01.2023):

     pip install geojson
    
  • Conda (πŸ“₯ 750K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge geojson
    
GeoViews (πŸ₯‰28 Β· ⭐ 510) - Simple, concise geographical visualization in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 71 Β· πŸ“¦ 760 Β· πŸ“‹ 330 - 33% open Β· ⏱️ 06.09.2023):

     git clone https://github.com/holoviz/geoviews
    
  • PyPi (πŸ“₯ 6.3K / month Β· πŸ“¦ 34 Β· ⏱️ 20.07.2023):

     pip install geoviews
    
  • Conda (πŸ“₯ 190K Β· ⏱️ 21.07.2023):

     conda install -c conda-forge geoviews
    
PySAL (πŸ₯‰27 Β· ⭐ 1.2K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 280 Β· πŸ“‹ 620 - 2% open Β· ⏱️ 05.09.2023):

     git clone https://github.com/pysal/pysal
    
  • PyPi (πŸ“₯ 22K / month Β· πŸ“¦ 36 Β· ⏱️ 01.08.2023):

     pip install pysal
    
  • Conda (πŸ“₯ 520K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pysal
    
EarthPy (πŸ₯‰26 Β· ⭐ 460) - A package built to support working with spatial data using open source.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 150 Β· πŸ“¦ 250 Β· πŸ“‹ 230 - 10% open Β· ⏱️ 23.08.2023):

     git clone https://github.com/earthlab/earthpy
    
  • PyPi (πŸ“₯ 5.3K / month Β· πŸ“¦ 17 Β· ⏱️ 01.10.2021):

     pip install earthpy
    
  • Conda (πŸ“₯ 68K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge earthpy
    
pymap3d (πŸ₯‰23 Β· ⭐ 330) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 79 Β· πŸ“¦ 310 Β· πŸ“‹ 53 - 16% open Β· ⏱️ 05.03.2023):

     git clone https://github.com/geospace-code/pymap3d
    
  • PyPi (πŸ“₯ 61K / month Β· πŸ“¦ 21 Β· ⏱️ 05.03.2023):

     pip install pymap3d
    
  • Conda (πŸ“₯ 59K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pymap3d
    
Show 7 hidden projects...
  • Geocoder (πŸ₯‰31 Β· ⭐ 1.5K Β· πŸ’€) - Python Geocoder. MIT
  • Satpy (πŸ₯‰28 Β· ⭐ 950) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
  • Sentinelsat (πŸ₯‰26 Β· ⭐ 920) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
  • gmaps (πŸ₯‰23 Β· ⭐ 760 Β· πŸ’€) - Google maps for Jupyter notebooks. BSD-3
  • Mapbox GL (πŸ₯‰23 Β· ⭐ 640 Β· πŸ’€) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
  • prettymaps (πŸ₯‰21 Β· ⭐ 10K Β· πŸ’€) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
  • geoplotlib (πŸ₯‰21 Β· ⭐ 1K Β· πŸ’€) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

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

yfinance (πŸ₯‡39 Β· ⭐ 10K) - Download market data from Yahoo! Finances API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 2K Β· πŸ“¦ 27K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 17.09.2023):

     git clone https://github.com/ranaroussi/yfinance
    
  • PyPi (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 13.08.2023):

     pip install yfinance
    
  • Conda (πŸ“₯ 80K Β· ⏱️ 16.06.2023):

     conda install -c ranaroussi yfinance
    
Qlib (πŸ₯‡31 Β· ⭐ 12K) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 2.1K Β· πŸ“₯ 370 Β· πŸ“¦ 13 Β· πŸ“‹ 790 - 28% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/microsoft/qlib
    
  • PyPi (πŸ“₯ 2.2K / month Β· πŸ“¦ 1 Β· ⏱️ 15.06.2022):

     pip install pyqlib
    
Alpha Vantage (πŸ₯ˆ29 Β· ⭐ 4K Β· πŸ’€) - A python wrapper for Alpha Vantage API for financial data. MIT
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 700 Β· πŸ“¦ 400 Β· πŸ“‹ 280 - 2% open Β· ⏱️ 25.12.2022):

     git clone https://github.com/RomelTorres/alpha_vantage
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 29 Β· ⏱️ 21.12.2020):

     pip install alpha_vantage
    
  • Conda (πŸ“₯ 5.3K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge alpha_vantage
    
IB-insync (πŸ₯ˆ29 Β· ⭐ 2.4K) - Python sync/async framework for Interactive Brokers API. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 580 Β· πŸ“‹ 530 - 0% open Β· ⏱️ 01.09.2023):

     git clone https://github.com/erdewit/ib_insync
    
  • PyPi (πŸ“₯ 31K / month Β· πŸ“¦ 23 Β· ⏱️ 21.11.2022):

     pip install ib_insync
    
  • Conda (πŸ“₯ 36K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge ib-insync
    
bt (πŸ₯ˆ29 Β· ⭐ 1.8K) - bt - flexible backtesting for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 390 Β· πŸ“¦ 1.6K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/pmorissette/bt
    
  • PyPi (πŸ“₯ 8.9K / month Β· πŸ“¦ 27 Β· ⏱️ 21.04.2021):

     pip install bt
    
  • Conda (πŸ“₯ 18K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge bt
    
ffn (πŸ₯ˆ29 Β· ⭐ 1.6K) - ffn - a financial function library for Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 270 Β· πŸ“¦ 370 Β· πŸ“‹ 120 - 18% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/pmorissette/ffn
    
  • PyPi (πŸ“₯ 190K / month Β· πŸ“¦ 30 Β· ⏱️ 21.04.2021):

     pip install ffn
    
  • Conda (πŸ“₯ 5.4K Β· ⏱️ 15.06.2023):

     conda install -c conda-forge ffn
    
stockstats (πŸ₯‰28 Β· ⭐ 1.2K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 290 Β· πŸ“¦ 930 Β· πŸ“‹ 120 - 9% open Β· ⏱️ 30.07.2023):

     git clone https://github.com/jealous/stockstats
    
  • PyPi (πŸ“₯ 9.6K / month Β· πŸ“¦ 29 Β· ⏱️ 30.07.2023):

     pip install stockstats
    
PyAlgoTrade (πŸ₯‰24 Β· ⭐ 4.1K) - Python Algorithmic Trading Library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 1.4K Β· πŸ“¦ 170 Β· ⏱️ 05.03.2023):

     git clone https://github.com/gbeced/pyalgotrade
    
  • PyPi (πŸ“₯ 460 / month Β· πŸ“¦ 21 Β· ⏱️ 21.08.2018):

     pip install pyalgotrade
    
FinQuant (πŸ₯‰24 Β· ⭐ 1.1K) - A program for financial portfolio management, analysis and optimisation. MIT
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 160 Β· πŸ“¦ 81 Β· πŸ“‹ 48 - 33% open Β· ⏱️ 03.09.2023):

     git clone https://github.com/fmilthaler/FinQuant
    
  • PyPi (πŸ“₯ 700 / month Β· ⏱️ 04.09.2023):

     pip install FinQuant
    
finmarketpy (πŸ₯‰21 Β· ⭐ 3.2K) - Python library for backtesting trading strategies & analyzing.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 480 Β· πŸ“₯ 47 Β· πŸ“¦ 10 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 26.04.2023):

     git clone https://github.com/cuemacro/finmarketpy
    
  • PyPi (πŸ“₯ 130 / month Β· ⏱️ 07.10.2021):

     pip install finmarketpy
    
tf-quant-finance (πŸ₯‰20 Β· ⭐ 4K) - High-performance TensorFlow library for quantitative.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 530 Β· πŸ“‹ 64 - 56% open Β· ⏱️ 15.08.2023):

     git clone https://github.com/google/tf-quant-finance
    
  • PyPi (πŸ“₯ 350 / month Β· πŸ“¦ 2 Β· ⏱️ 19.08.2022):

     pip install tf-quant-finance
    
Show 14 hidden projects...
  • zipline (πŸ₯‡33 Β· ⭐ 17K Β· πŸ’€) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
  • pyfolio (πŸ₯‡31 Β· ⭐ 5.2K Β· πŸ’€) - Portfolio and risk analytics in Python. Apache-2
  • arch (πŸ₯ˆ30 Β· ⭐ 1.2K) - ARCH models in Python. ❗️NCSA
  • backtrader (πŸ₯ˆ29 Β· ⭐ 12K) - Python Backtesting library for trading strategies. ❗️GPL-3.0
  • ta (πŸ₯ˆ29 Β· ⭐ 3.8K Β· πŸ’€) - Technical Analysis Library using Pandas and Numpy. MIT
  • empyrical (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Common financial risk and performance metrics. Used by.. Apache-2
  • Alphalens (πŸ₯‰26 Β· ⭐ 2.8K Β· πŸ’€) - Performance analysis of predictive (alpha) stock factors. Apache-2
  • Enigma Catalyst (πŸ₯‰26 Β· ⭐ 2.4K Β· πŸ’€) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
  • TensorTrade (πŸ₯‰25 Β· ⭐ 4.2K Β· πŸ’€) - An open source reinforcement learning framework for.. Apache-2
  • Crypto Signals (πŸ₯‰23 Β· ⭐ 4.5K Β· πŸ’€) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
  • FinTA (πŸ₯‰23 Β· ⭐ 2K Β· πŸ’€) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
  • Backtesting.py (πŸ₯‰22 Β· ⭐ 4.1K Β· πŸ’€) - Backtest trading strategies in Python. ❗️AGPL-3.0
  • surpriver (πŸ₯‰12 Β· ⭐ 1.6K Β· πŸ’€) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
  • pyrtfolio (πŸ₯‰8 Β· ⭐ 140 Β· πŸ’€) - Python package to generate stock portfolios. ❗️GPL-3.0

Time Series Data

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

sktime (πŸ₯‡39 Β· ⭐ 6.8K) - A unified framework for machine learning with time series. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.1K Β· πŸ“₯ 84 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.9K - 34% open Β· ⏱️ 17.09.2023):

     git clone https://github.com/alan-turing-institute/sktime
    
  • PyPi (πŸ“₯ 740K / month Β· πŸ“¦ 50 Β· ⏱️ 17.09.2023):

     pip install sktime
    
  • Conda (πŸ“₯ 900K Β· ⏱️ 17.09.2023):

     conda install -c conda-forge sktime-all-extras
    
Prophet (πŸ₯‡35 Β· ⭐ 16K) - Tool for producing high quality forecasts for time series data that has.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 4.4K Β· πŸ“₯ 2K Β· πŸ“¦ 13 Β· πŸ“‹ 2K - 18% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/facebook/prophet
    
  • PyPi (πŸ“₯ 970K / month Β· πŸ“¦ 130 Β· ⏱️ 05.09.2020):

     pip install fbprophet
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 15.06.2023):

     conda install -c conda-forge prophet
    
tslearn (πŸ₯‡33 Β· ⭐ 2.6K) - A machine learning toolkit dedicated to time-series data. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 320 Β· πŸ“¦ 960 Β· πŸ“‹ 310 - 38% open Β· ⏱️ 07.09.2023):

     git clone https://github.com/tslearn-team/tslearn
    
  • PyPi (πŸ“₯ 270K / month Β· πŸ“¦ 45 Β· ⏱️ 21.08.2023):

     pip install tslearn
    
  • Conda (πŸ“₯ 1.2M Β· ⏱️ 21.08.2023):

     conda install -c conda-forge tslearn
    
NeuralProphet (πŸ₯ˆ32 Β· ⭐ 3.1K) - NeuralProphet: A simple forecasting package. MIT
  • GitHub (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 420 Β· πŸ“¦ 300 Β· πŸ“‹ 480 - 7% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/ourownstory/neural_prophet
    
  • PyPi (πŸ“₯ 150K / month):

     pip install neuralprophet
    
StatsForecast (πŸ₯ˆ32 Β· ⭐ 2.9K) - Lightning fast forecasting with statistical and econometric.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 200 Β· πŸ“¦ 460 Β· πŸ“‹ 230 - 43% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/Nixtla/statsforecast
    
  • PyPi (πŸ“₯ 460K / month Β· πŸ“¦ 21 Β· ⏱️ 23.08.2023):

     pip install statsforecast
    
  • Conda (πŸ“₯ 50K Β· ⏱️ 25.08.2023):

     conda install -c conda-forge statsforecast
    
STUMPY (πŸ₯ˆ32 Β· ⭐ 2.8K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 260 Β· πŸ“¦ 530 Β· πŸ“‹ 450 - 11% open Β· ⏱️ 21.08.2023):

     git clone https://github.com/TDAmeritrade/stumpy
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 15 Β· ⏱️ 21.08.2023):

     pip install stumpy
    
  • Conda (πŸ“₯ 930K Β· ⏱️ 21.08.2023):

     conda install -c conda-forge stumpy
    
tsfresh (πŸ₯ˆ31 Β· ⭐ 7.7K) - Automatic extraction of relevant features from time series:. MIT
  • GitHub (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 1.2K Β· πŸ“¦ 13 Β· πŸ“‹ 530 - 11% open Β· ⏱️ 03.08.2023):

     git clone https://github.com/blue-yonder/tsfresh
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 73 Β· ⏱️ 21.12.2021):

     pip install tsfresh
    
  • Conda (πŸ“₯ 1.3M Β· ⏱️ 30.07.2023):

     conda install -c conda-forge tsfresh
    
Darts (πŸ₯ˆ31 Β· ⭐ 6.3K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 710 Β· πŸ“¦ 370 Β· πŸ“‹ 1.2K - 20% open Β· ⏱️ 16.09.2023):

     git clone https://github.com/unit8co/darts
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 5 Β· ⏱️ 16.09.2023):

     pip install u8darts
    
  • Conda (πŸ“₯ 35K Β· ⏱️ 16.09.2023):

     conda install -c conda-forge u8darts-all
    
  • Docker Hub (πŸ“₯ 400 Β· ⏱️ 16.09.2023):

     docker pull unit8/darts
    
GluonTS (πŸ₯ˆ31 Β· ⭐ 3.8K) - Probabilistic time series modeling in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 730 Β· πŸ“‹ 880 - 30% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/awslabs/gluon-ts
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 12 Β· ⏱️ 18.09.2023):

     pip install gluonts
    
  • Conda (πŸ“₯ 520 Β· ⏱️ 23.06.2023):

     conda install -c anaconda gluonts
    
pmdarima (πŸ₯ˆ31 Β· ⭐ 1.4K) - A statistical library designed to fill the void in Pythons time series.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 230 Β· πŸ“¦ 6.2K Β· πŸ“‹ 320 - 14% open Β· ⏱️ 03.07.2023):

     git clone https://github.com/alkaline-ml/pmdarima
    
  • PyPi (πŸ“₯ 1.6M / month Β· πŸ“¦ 81 Β· ⏱️ 15.03.2023):

     pip install pmdarima
    
  • Conda (πŸ“₯ 990K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pmdarima
    
pytorch-forecasting (πŸ₯ˆ30 Β· ⭐ 3.2K) - Time series forecasting with PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 510 Β· πŸ“‹ 710 - 60% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/jdb78/pytorch-forecasting
    
  • PyPi (πŸ“₯ 66K / month Β· πŸ“¦ 10 Β· ⏱️ 26.07.2020):

     pip install pytorch-forecasting
    
  • Conda (πŸ“₯ 50K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pytorch-forecasting
    
pyts (πŸ₯ˆ28 Β· ⭐ 1.6K) - A Python package for time series classification. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 150 Β· πŸ“¦ 460 Β· πŸ“‹ 75 - 54% open Β· ⏱️ 20.06.2023):

     git clone https://github.com/johannfaouzi/pyts
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 19 Β· ⏱️ 31.10.2021):

     pip install pyts
    
  • Conda (πŸ“₯ 21K Β· ⏱️ 18.06.2023):

     conda install -c conda-forge pyts
    
skforecast (πŸ₯ˆ28 Β· ⭐ 650 Β· βž•) - Time series forecasting with scikit-learn models. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 84 Β· πŸ“¦ 190 Β· πŸ“‹ 92 - 15% open Β· ⏱️ 16.09.2023):

     git clone https://github.com/JoaquinAmatRodrigo/skforecast
    
  • PyPi (πŸ“₯ 24K / month Β· πŸ“¦ 5 Β· ⏱️ 07.09.2023):

     pip install skforecast
    
Streamz (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Real-time stream processing for python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 260 - 41% open Β· ⏱️ 22.12.2022):

     git clone https://github.com/python-streamz/streamz
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 37 Β· ⏱️ 27.07.2022):

     pip install streamz
    
  • Conda (πŸ“₯ 720K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge streamz
    
TSFEL (πŸ₯‰24 Β· ⭐ 730) - An intuitive library to extract features from time series. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 130 Β· πŸ“¦ 96 Β· πŸ“‹ 66 - 7% open Β· ⏱️ 22.08.2023):

     git clone https://github.com/fraunhoferportugal/tsfel
    
  • PyPi (πŸ“₯ 22K / month Β· ⏱️ 22.08.2023):

     pip install tsfel
    
greykite (πŸ₯‰22 Β· ⭐ 1.7K) - A flexible, intuitive and fast forecasting library. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 98 Β· πŸ“₯ 4 Β· πŸ“¦ 21 Β· πŸ“‹ 100 - 22% open Β· ⏱️ 07.06.2023):

     git clone https://github.com/linkedin/greykite
    
  • PyPi (πŸ“₯ 12K / month Β· ⏱️ 15.07.2022):

     pip install greykite
    
luminol (πŸ₯‰22 Β· ⭐ 1.1K) - Anomaly Detection and Correlation library. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 220 Β· πŸ“¦ 76 Β· πŸ“‹ 43 - 72% open Β· ⏱️ 09.05.2023):

     git clone https://github.com/linkedin/luminol
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 15 Β· ⏱️ 11.12.2017):

     pip install luminol
    
pydlm (πŸ₯‰20 Β· ⭐ 460) - A python library for Bayesian time series modeling. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 97 Β· πŸ“¦ 31 Β· πŸ“‹ 45 - 82% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/wwrechard/pydlm
    
  • PyPi (πŸ“₯ 32K / month Β· πŸ“¦ 2 Β· ⏱️ 19.12.2018):

     pip install pydlm
    
tick (πŸ₯‰20 Β· ⭐ 430) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 97 Β· πŸ“₯ 280 Β· πŸ“¦ 70 Β· πŸ“‹ 240 - 28% open Β· ⏱️ 05.03.2023):

     git clone https://github.com/X-DataInitiative/tick
    
  • PyPi (πŸ“₯ 730 / month Β· πŸ“¦ 2 Β· ⏱️ 24.05.2020):

     pip install tick
    
Auto TS (πŸ₯‰19 Β· ⭐ 610) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 100 Β· πŸ“‹ 83 - 1% open Β· ⏱️ 17.05.2023):

     git clone https://github.com/AutoViML/Auto_TS
    
  • PyPi (πŸ“₯ 3.8K / month Β· ⏱️ 16.08.2022):

     pip install auto-ts
    
tsflex (πŸ₯‰18 Β· ⭐ 320) - Flexible time series feature extraction & processing. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 21 Β· πŸ“¦ 9 Β· πŸ“‹ 44 - 59% open Β· ⏱️ 31.08.2023):

     git clone https://github.com/predict-idlab/tsflex
    
  • PyPi (πŸ“₯ 340 / month Β· ⏱️ 11.10.2022):

     pip install tsflex
    
  • Conda (πŸ“₯ 19K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tsflex
    
Show 9 hidden projects...
  • NeuralForecast (πŸ₯‰27 Β· ⭐ 1.8K) - Scalable and user friendly neural forecasting algorithms. ❗Unlicensed
  • PyFlux (πŸ₯‰25 Β· ⭐ 2K Β· πŸ’€) - Open source time series library for Python. BSD-3
  • uber/orbit (πŸ₯‰21 Β· ⭐ 1.7K Β· πŸ’€) - A Python package for Bayesian forecasting with object-.. ❗Unlicensed
  • ADTK (πŸ₯‰20 Β· ⭐ 970 Β· πŸ’€) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
  • seglearn (πŸ₯‰20 Β· ⭐ 550 Β· πŸ’€) - Python module for machine learning time series:. BSD-3
  • matrixprofile-ts (πŸ₯‰19 Β· ⭐ 720 Β· πŸ’€) - A Python library for detecting patterns and anomalies.. Apache-2
  • atspy (πŸ₯‰14 Β· ⭐ 490 Β· πŸ’€) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
  • tsaug (πŸ₯‰13 Β· ⭐ 320 Β· πŸ’€) - A Python package for time series augmentation. Apache-2
  • tslumen (πŸ₯‰8 Β· ⭐ 50 Β· πŸ’€) - A library for Time Series EDA (exploratory data analysis). Apache-2

Medical Data

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

MNE (πŸ₯‡38 Β· ⭐ 2.3K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 3K Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/mne-tools/mne-python
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 270 Β· ⏱️ 06.09.2023):

     pip install mne
    
  • Conda (πŸ“₯ 330K Β· ⏱️ 06.09.2023):

     conda install -c conda-forge mne
    
MONAI (πŸ₯‡36 Β· ⭐ 4.7K) - AI Toolkit for Healthcare Imaging. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 870 Β· πŸ“¦ 1.3K Β· πŸ“‹ 2.7K - 11% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/Project-MONAI/MONAI
    
  • PyPi (πŸ“₯ 89K / month Β· πŸ“¦ 42 Β· ⏱️ 13.06.2022):

     pip install monai
    
  • Conda (πŸ“₯ 18K Β· ⏱️ 08.06.2023):

     conda install -c conda-forge monai
    
Nilearn (πŸ₯ˆ35 Β· ⭐ 1K) - Machine learning for NeuroImaging in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 530 Β· πŸ“₯ 140 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.9K - 15% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/nilearn/nilearn
    
  • PyPi (πŸ“₯ 33K / month Β· πŸ“¦ 280 Β· ⏱️ 28.04.2023):

     pip install nilearn
    
  • Conda (πŸ“₯ 240K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge nilearn
    
NIPYPE (πŸ₯ˆ35 Β· ⭐ 700) - Workflows and interfaces for neuroimaging packages. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 510 Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.3K - 29% open Β· ⏱️ 11.09.2023):

     git clone https://github.com/nipy/nipype
    
  • PyPi (πŸ“₯ 73K / month Β· πŸ“¦ 170 Β· ⏱️ 21.05.2017):

     pip install nipype
    
  • Conda (πŸ“₯ 580K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge nipype
    
DIPY (πŸ₯ˆ34 Β· ⭐ 620) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 380 Β· πŸ“¦ 880 Β· πŸ“‹ 860 - 17% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/dipy/dipy
    
  • PyPi (πŸ“₯ 16K / month Β· πŸ“¦ 100 Β· ⏱️ 11.03.2022):

     pip install dipy
    
  • Conda (πŸ“₯ 410K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge dipy
    
NiBabel (πŸ₯ˆ34 Β· ⭐ 580) - Python package to access a cacophony of neuro-imaging file formats. MIT
  • GitHub (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 24% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/nipy/nibabel
    
  • PyPi (πŸ“₯ 270K / month Β· πŸ“¦ 1.1K Β· ⏱️ 03.04.2023):

     pip install nibabel
    
  • Conda (πŸ“₯ 630K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge nibabel
    
Lifelines (πŸ₯ˆ33 Β· ⭐ 2.2K) - Survival analysis in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 1.8K Β· πŸ“‹ 930 - 27% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/CamDavidsonPilon/lifelines
    
  • PyPi (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 13.09.2023):

     pip install lifelines
    
  • Conda (πŸ“₯ 290K Β· ⏱️ 13.09.2023):

     conda install -c conda-forge lifelines
    
Hail (πŸ₯ˆ33 Β· ⭐ 890) - Cloud-native genomic dataframes and batch computing. MIT
  • GitHub (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 230 Β· πŸ“¦ 110 Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/hail-is/hail
    
  • PyPi (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 19.09.2023):

     pip install hail
    
DeepVariant (πŸ₯‰24 Β· ⭐ 2.9K Β· πŸ’€) - DeepVariant is an analysis pipeline that uses a deep.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 680 Β· πŸ“₯ 4.7K Β· πŸ“‹ 650 - 1% open Β· ⏱️ 28.02.2023):

     git clone https://github.com/google/deepvariant
    
  • Conda (πŸ“₯ 57K Β· ⏱️ 16.06.2023):

     conda install -c bioconda deepvariant
    
NIPY (πŸ₯‰24 Β· ⭐ 350) - Neuroimaging in Python FMRI analysis package. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 130 Β· πŸ“‹ 160 - 28% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/nipy/nipy
    
  • PyPi (πŸ“₯ 1.4K / month Β· πŸ“¦ 50 Β· ⏱️ 29.03.2021):

     pip install nipy
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge nipy
    
Show 9 hidden projects...
  • NiftyNet (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - [unmaintained] An open-source convolutional neural.. Apache-2
  • MedPy (πŸ₯‰22 Β· ⭐ 500 Β· πŸ’€) - Medical image processing in Python. ❗️GPL-3.0
  • DLTK (πŸ₯‰20 Β· ⭐ 1.4K Β· πŸ’€) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
  • Brainiak (πŸ₯‰20 Β· ⭐ 310 Β· πŸ’€) - Brain Imaging Analysis Kit. Apache-2
  • Glow (πŸ₯‰20 Β· ⭐ 240 Β· πŸ’€) - An open-source toolkit for large-scale genomic analysis. Apache-2
  • Medical Detection Toolkit (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
  • MedicalTorch (πŸ₯‰15 Β· ⭐ 820 Β· πŸ’€) - A medical imaging framework for Pytorch. Apache-2
  • MedicalNet (πŸ₯‰13 Β· ⭐ 1.7K Β· πŸ’€) - Many studies have shown that the performance on deep learning is.. MIT
  • DeepNeuro (πŸ₯‰13 Β· ⭐ 120 Β· πŸ’€) - A deep learning python package for neuroimaging data. Made by:. MIT

Tabular Data

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Libraries for processing tabular and structured data.

pytorch_tabular (πŸ₯ˆ20 Β· ⭐ 1K) - A standard framework for modelling Deep Learning Models for.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 110 Β· πŸ“₯ 20 Β· πŸ“‹ 110 - 11% open Β· ⏱️ 19.07.2023):

     git clone https://github.com/manujosephv/pytorch_tabular
    
  • PyPi (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.09.2021):

     pip install pytorch_tabular
    
carefree-learn (πŸ₯ˆ20 Β· ⭐ 400) - Deep Learning PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 37 Β· πŸ“¦ 4 Β· πŸ“‹ 82 - 2% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/carefree0910/carefree-learn
    
  • PyPi (πŸ“₯ 370 / month Β· ⏱️ 14.08.2023):

     pip install carefree-learn
    
Show 3 hidden projects...
  • miceforest (πŸ₯‡21 Β· ⭐ 260 Β· πŸ’€) - Multiple Imputation with LightGBM in Python. MIT
  • upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
  • deltapy (πŸ₯‰13 Β· ⭐ 510 Β· πŸ’€) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

PaddleOCR (πŸ₯‡37 Β· ⭐ 33K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 6.5K Β· πŸ“¦ 1.8K Β· πŸ“‹ 8K - 9% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/PaddlePaddle/PaddleOCR
    
  • PyPi (πŸ“₯ 70K / month):

     pip install paddleocr
    
EasyOCR (πŸ₯‡35 Β· ⭐ 20K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2.7K Β· πŸ“₯ 6.4M Β· πŸ“¦ 3.7K Β· πŸ“‹ 870 - 33% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/JaidedAI/EasyOCR
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 69 Β· ⏱️ 04.09.2023):

     pip install easyocr
    
OCRmyPDF (πŸ₯ˆ32 Β· ⭐ 9.8K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
  • GitHub (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 750 Β· πŸ“₯ 310 Β· πŸ“¦ 600 Β· πŸ“‹ 1K - 10% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/ocrmypdf/OCRmyPDF
    
  • PyPi (πŸ“₯ 41K / month Β· πŸ“¦ 17 Β· ⏱️ 12.08.2023):

     pip install ocrmypdf
    
  • Conda (πŸ“₯ 56K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge ocrmypdf
    
Tesseract (πŸ₯ˆ29 Β· ⭐ 5.1K Β· πŸ“‰) - Python-tesseract is an optical character recognition (OCR).. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 650 Β· πŸ“‹ 340 - 2% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/madmaze/pytesseract
    
  • PyPi (πŸ“₯ 1.1M / month):

     pip install pytesseract
    
  • Conda (πŸ“₯ 580K Β· ⏱️ 12.09.2023):

     conda install -c conda-forge pytesseract
    
tesserocr (πŸ₯ˆ29 Β· ⭐ 1.8K) - A Python wrapper for the tesseract-ocr API. MIT
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“₯ 45 Β· πŸ“¦ 880 Β· πŸ“‹ 290 - 25% open Β· ⏱️ 19.07.2023):

     git clone https://github.com/sirfz/tesserocr
    
  • PyPi (πŸ“₯ 57K / month Β· πŸ“¦ 72 Β· ⏱️ 19.07.2023):

     pip install tesserocr
    
  • Conda (πŸ“₯ 120K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tesserocr
    
MMOCR (πŸ₯‰28 Β· ⭐ 3.7K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 680 Β· πŸ“¦ 77 Β· πŸ“‹ 880 - 16% open Β· ⏱️ 01.09.2023):

     git clone https://github.com/open-mmlab/mmocr
    
  • PyPi (πŸ“₯ 5.3K / month Β· πŸ“¦ 2 Β· ⏱️ 05.05.2022):

     pip install mmocr
    
keras-ocr (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - A packaged and flexible version of the CRAFT text detector.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 300 Β· πŸ“₯ 640K Β· πŸ“¦ 320 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 24.12.2022):

     git clone https://github.com/faustomorales/keras-ocr
    
  • PyPi (πŸ“₯ 10K / month Β· πŸ“¦ 5 Β· ⏱️ 24.12.2022):

     pip install keras-ocr
    
  • Conda (πŸ“₯ 270 Β· ⏱️ 16.06.2023):

     conda install -c anaconda keras-ocr
    
calamari (πŸ₯‰22 Β· ⭐ 990) - Line based ATR Engine based on OCRopy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 200 Β· πŸ“‹ 260 - 22% open Β· ⏱️ 18.08.2023):

     git clone https://github.com/Calamari-OCR/calamari
    
  • PyPi (πŸ“₯ 1.4K / month Β· πŸ“¦ 5 Β· ⏱️ 18.08.2023):

     pip install calamari_ocr
    
Show 4 hidden projects...
  • pdftabextract (πŸ₯‰21 Β· ⭐ 2.1K Β· πŸ’€) - A set of tools for extracting tables from PDF files.. Apache-2
  • attention-ocr (πŸ₯‰21 Β· ⭐ 960 Β· πŸ’€) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
  • doc2text (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
  • Mozart (πŸ₯‰10 Β· ⭐ 500 Β· πŸ’€) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

Data Containers & Structures

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

πŸ”—Β best-of-python - Data Containers ( ⭐ 3.1K) - Collection of data-container, dataframe, and pandas-..


Data Loading & Extraction

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

πŸ”—Β best-of-python - Data Extraction ( ⭐ 3.1K) - Collection of data-loading and -extraction libraries.


Web Scraping & Crawling

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

πŸ”—Β best-of-web-python - Web Scraping ( ⭐ 2K) - Collection of web-scraping and crawling libraries.


Data Pipelines & Streaming

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

πŸ”—Β best-of-python - Data Pipelines ( ⭐ 3.1K) - Libraries for data batch- and stream-processing,..


Distributed Machine Learning

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

Ray (πŸ₯‡45 Β· ⭐ 28K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 920 Β· πŸ”€ 4.7K Β· πŸ“₯ 89 Β· πŸ“¦ 11K Β· πŸ“‹ 16K - 21% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/ray-project/ray
    
  • PyPi (πŸ“₯ 3.6M / month Β· πŸ“¦ 410 Β· ⏱️ 17.09.2023):

     pip install ray
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 17.08.2023):

     conda install -c conda-forge ray-tune
    
dask (πŸ₯‡43 Β· ⭐ 11K) - Parallel computing with task scheduling. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 1.6K Β· πŸ“¦ 53K Β· πŸ“‹ 5K - 19% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/dask/dask
    
  • PyPi (πŸ“₯ 9.9M / month Β· πŸ“¦ 3K Β· ⏱️ 15.09.2023):

     pip install dask
    
  • Conda (πŸ“₯ 10M Β· ⏱️ 16.09.2023):

     conda install -c conda-forge dask
    
DeepSpeed (πŸ₯‡41 Β· ⭐ 28K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 3.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 2.2K - 37% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/microsoft/DeepSpeed
    
  • PyPi (πŸ“₯ 410K / month Β· πŸ“¦ 73 Β· ⏱️ 11.09.2023):

     pip install deepspeed
    
  • Docker Hub (πŸ“₯ 17K Β· ⭐ 4 Β· ⏱️ 02.09.2022):

     docker pull deepspeed/deepspeed
    
dask.distributed (πŸ₯‡40 Β· ⭐ 1.5K) - A distributed task scheduler for Dask. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 700 Β· πŸ“¦ 30K Β· πŸ“‹ 3.7K - 38% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/dask/distributed
    
  • PyPi (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 15.09.2023):

     pip install distributed
    
  • Conda (πŸ“₯ 12M Β· ⏱️ 16.09.2023):

     conda install -c conda-forge distributed
    
horovod (πŸ₯ˆ37 Β· ⭐ 14K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 2.2K Β· πŸ“¦ 1K Β· πŸ“‹ 2.2K - 16% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/horovod/horovod
    
  • PyPi (πŸ“₯ 85K / month Β· πŸ“¦ 31 Β· ⏱️ 12.06.2023):

     pip install horovod
    
BigDL (πŸ₯ˆ36 Β· ⭐ 4.4K) - Accelerating LLM with low-bit (INT3 / INT4 / NF4 / INT5 / INT8).. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.1K Β· πŸ“¦ 45 Β· πŸ“‹ 2K - 39% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/intel-analytics/BigDL
    
  • PyPi (πŸ“₯ 4.1K / month Β· πŸ“¦ 1 Β· ⏱️ 20.09.2023):

     pip install bigdl
    
  • Maven (πŸ“¦ 4 Β· ⏱️ 20.04.2021):

     <dependency>
     	<groupId>com.intel.analytics.bigdl</groupId>
     	<artifactId>bigdl-SPARK_2.4</artifactId>
     	<version>[VERSION]</version>
     </dependency>
    
H2O-3 (πŸ₯ˆ35 Β· ⭐ 6.5K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 2K Β· πŸ“¦ 13 Β· πŸ“‹ 9.1K - 29% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/h2oai/h2o-3
    
  • PyPi (πŸ“₯ 360K / month Β· πŸ“¦ 81 Β· ⏱️ 22.08.2023):

     pip install h2o
    
metrics (πŸ₯ˆ35 Β· ⭐ 1.6K) - Torchmetrics - Machine learning metrics for distributed,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 330 Β· πŸ“₯ 3.8K Β· πŸ“¦ 15K Β· πŸ“‹ 700 - 6% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/Lightning-AI/metrics
    
  • PyPi (πŸ“₯ 6.7K / month Β· πŸ“¦ 13 Β· ⏱️ 28.04.2018):

     pip install metrics
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 11.09.2023):

     conda install -c conda-forge torchmetrics
    
ColossalAI (πŸ₯ˆ33 Β· ⭐ 33K) - Making large AI models cheaper, faster and more accessible. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 3.7K Β· πŸ“¦ 260 Β· πŸ“‹ 1.4K - 22% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/hpcaitech/colossalai
    
FairScale (πŸ₯ˆ31 Β· ⭐ 2.6K) - PyTorch extensions for high performance and large scale training. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 240 Β· πŸ“¦ 3K Β· πŸ“‹ 350 - 19% open Β· ⏱️ 20.04.2023):

     git clone https://github.com/facebookresearch/fairscale
    
  • PyPi (πŸ“₯ 590K / month Β· πŸ“¦ 58 Β· ⏱️ 11.12.2022):

     pip install fairscale
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge fairscale
    
SynapseML (πŸ₯ˆ30 Β· ⭐ 4.5K) - Simple and Distributed Machine Learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 770 Β· πŸ“‹ 700 - 43% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/microsoft/SynapseML
    
  • PyPi (πŸ“₯ 280K / month Β· πŸ“¦ 3 Β· ⏱️ 22.11.2022):

     pip install synapseml
    
TensorFlowOnSpark (πŸ₯ˆ28 Β· ⭐ 3.9K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 960 Β· πŸ“‹ 370 - 3% open Β· ⏱️ 27.04.2023):

     git clone https://github.com/yahoo/TensorFlowOnSpark
    
  • PyPi (πŸ“₯ 480K / month Β· πŸ“¦ 5 Β· ⏱️ 21.04.2022):

     pip install tensorflowonspark
    
  • Conda (πŸ“₯ 20K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tensorflowonspark
    
dask-ml (πŸ₯ˆ28 Β· ⭐ 860) - Scalable Machine Learning with Dask. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 240 Β· πŸ“¦ 860 Β· πŸ“‹ 520 - 51% open Β· ⏱️ 24.03.2023):

     git clone https://github.com/dask/dask-ml
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 72 Β· ⏱️ 06.05.2020):

     pip install dask-ml
    
  • Conda (πŸ“₯ 760K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge dask-ml
    
mpi4py (πŸ₯ˆ28 Β· ⭐ 680) - Python bindings for MPI. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 98 Β· πŸ“₯ 15K Β· πŸ“‹ 120 - 8% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/mpi4py/mpi4py
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 690 Β· ⏱️ 02.11.2022):

     pip install mpi4py
    
  • Conda (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge mpi4py
    
Mesh (πŸ₯‰27 Β· ⭐ 1.5K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 240 Β· πŸ“¦ 850 Β· πŸ“‹ 110 - 85% open Β· ⏱️ 16.05.2023):

     git clone https://github.com/tensorflow/mesh
    
  • PyPi (πŸ“₯ 61K / month Β· πŸ“¦ 33 Β· ⏱️ 15.05.2022):

     pip install mesh-tensorflow
    
Submit it (πŸ₯‰27 Β· ⭐ 950) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/facebookincubator/submitit
    
  • PyPi (πŸ“₯ 160K / month Β· πŸ“¦ 14 Β· ⏱️ 21.09.2023):

     pip install submitit
    
  • Conda (πŸ“₯ 29K Β· ⏱️ 21.09.2023):

     conda install -c conda-forge submitit
    
petastorm (πŸ₯‰26 Β· ⭐ 1.7K Β· πŸ’€) - Petastorm library enables single machine or distributed.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 280 Β· πŸ“₯ 430 Β· πŸ“¦ 140 Β· πŸ“‹ 320 - 53% open Β· ⏱️ 03.02.2023):

     git clone https://github.com/uber/petastorm
    
  • PyPi (πŸ“₯ 33K / month Β· πŸ“¦ 8 Β· ⏱️ 03.02.2023):

     pip install petastorm
    
Hivemind (πŸ₯‰26 Β· ⭐ 1.7K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 110 Β· πŸ“¦ 71 Β· πŸ“‹ 160 - 37% open Β· ⏱️ 05.09.2023):

     git clone https://github.com/learning-at-home/hivemind
    
  • PyPi (πŸ“₯ 5.2K / month Β· πŸ“¦ 6 Β· ⏱️ 31.08.2023):

     pip install hivemind
    
MMLSpark (πŸ₯‰24 Β· ⭐ 4.5K) - Simple and Distributed Machine Learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 770 Β· πŸ“‹ 700 - 43% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/microsoft/SynapseML
    
  • PyPi (πŸ“₯ 3 / month Β· ⏱️ 18.03.2020):

     pip install mmlspark
    
analytics-zoo (πŸ₯‰23 Β· ⭐ 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 730 Β· πŸ“¦ 4 Β· πŸ“‹ 1.4K - 38% open Β· ⏱️ 06.09.2023):

     git clone https://github.com/intel-analytics/analytics-zoo
    
  • PyPi (πŸ“₯ 810 / month Β· πŸ“¦ 1 Β· ⏱️ 07.07.2022):

     pip install analytics-zoo
    
launchpad (πŸ₯‰22 Β· ⭐ 300) - Launchpad is a library that simplifies writing distributed.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 33 Β· πŸ“¦ 66 Β· πŸ“‹ 38 - 44% open Β· ⏱️ 22.08.2023):

     git clone https://github.com/deepmind/launchpad
    
  • PyPi (πŸ“₯ 2.2K / month Β· πŸ“¦ 1 Β· ⏱️ 28.04.2022):

     pip install dm-launchpad
    
Apache Singa (πŸ₯‰21 Β· ⭐ 3K) - a distributed deep learning platform. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 1K Β· πŸ“¦ 2 Β· πŸ“‹ 120 - 42% open Β· ⏱️ 02.04.2023):

     git clone https://github.com/apache/singa
    
  • Conda (πŸ“₯ 700 Β· ⏱️ 16.06.2023):

     conda install -c nusdbsystem singa
    
  • Docker Hub (πŸ“₯ 3.8K Β· ⭐ 4 Β· ⏱️ 31.05.2022):

     docker pull apache/singa
    
mesh-transformer-jax (πŸ₯‰18 Β· ⭐ 6.1K Β· πŸ’€) - Model parallel transformers in JAX and Haiku. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 870 Β· πŸ“¦ 13 Β· πŸ“‹ 200 - 20% open Β· ⏱️ 12.01.2023):

     git clone https://github.com/kingoflolz/mesh-transformer-jax
    
moolib (πŸ₯‰10 Β· ⭐ 360 Β· πŸ’€) - A library for distributed ML training with PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 20 Β· πŸ“¦ 3 Β· πŸ“‹ 19 - 36% open Β· ⏱️ 12.12.2022):

     git clone https://github.com/facebookresearch/moolib
    
Show 12 hidden projects...
  • DEAP (πŸ₯ˆ35 Β· ⭐ 5.3K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
  • ipyparallel (πŸ₯ˆ30 Β· ⭐ 2.5K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
  • Elephas (πŸ₯‰26 Β· ⭐ 1.6K Β· πŸ’€) - Distributed Deep learning with Keras & Spark. MIT keras
  • BytePS (πŸ₯‰20 Β· ⭐ 3.5K Β· πŸ’€) - A high performance and generic framework for distributed DNN.. Apache-2
  • TensorFrames (πŸ₯‰20 Β· ⭐ 750 Β· πŸ’€) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
  • sk-dist (πŸ₯‰20 Β· ⭐ 280 Β· πŸ’€) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
  • somoclu (πŸ₯‰20 Β· ⭐ 250 Β· πŸ’€) - Massively parallel self-organizing maps: accelerate training on.. MIT
  • Fiber (πŸ₯‰17 Β· ⭐ 1K Β· πŸ’€) - Distributed Computing for AI Made Simple. Apache-2
  • bluefog (πŸ₯‰17 Β· ⭐ 290) - Distributed and decentralized training framework for PyTorch.. Apache-2
  • parallelformers (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - Parallelformers: An Efficient Model Parallelization.. Apache-2
  • LazyCluster (πŸ₯‰13 Β· ⭐ 48 Β· πŸ’€) - Distributed machine learning made simple. Apache-2
  • autodist (πŸ₯‰10 Β· ⭐ 130 Β· πŸ’€) - Simple Distributed Deep Learning on TensorFlow. Apache-2

Hyperparameter Optimization & AutoML

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Libraries for hyperparameter optimization, automl and neural architecture search.

NNI (πŸ₯‡36 Β· ⭐ 13K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.8K Β· πŸ“¦ 470 Β· πŸ“‹ 2K - 16% open Β· ⏱️ 07.08.2023):

     git clone https://github.com/microsoft/nni
    
  • PyPi (πŸ“₯ 20K / month Β· πŸ“¦ 35 Β· ⏱️ 14.09.2023):

     pip install nni
    
featuretools (πŸ₯‡34 Β· ⭐ 6.8K) - An open source python library for automated feature engineering. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 840 Β· πŸ“¦ 1.4K Β· πŸ“‹ 970 - 17% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/alteryx/featuretools
    
  • PyPi (πŸ“₯ 63K / month Β· πŸ“¦ 74 Β· ⏱️ 24.07.2023):

     pip install featuretools
    
  • Conda (πŸ“₯ 170K Β· ⏱️ 24.07.2023):

     conda install -c conda-forge featuretools
    
Ax (πŸ₯‡34 Β· ⭐ 2.1K) - Adaptive Experimentation Platform. MIT
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 270 Β· πŸ“¦ 540 Β· πŸ“‹ 600 - 8% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/facebook/Ax
    
  • PyPi (πŸ“₯ 150K / month Β· πŸ“¦ 25 Β· ⏱️ 11.08.2023):

     pip install ax-platform
    
  • Conda (πŸ“₯ 13K Β· ⏱️ 12.08.2023):

     conda install -c conda-forge ax-platform
    
BoTorch (πŸ₯‡33 Β· ⭐ 2.8K) - Bayesian optimization in PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 330 Β· πŸ“¦ 670 Β· πŸ“‹ 440 - 16% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/pytorch/botorch
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 31 Β· ⏱️ 11.08.2023):

     pip install botorch
    
  • Conda (πŸ“₯ 84K Β· ⏱️ 11.08.2023):

     conda install -c conda-forge botorch
    
AutoKeras (πŸ₯ˆ32 Β· ⭐ 8.9K) - AutoML library for deep learning. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.4K Β· πŸ“₯ 16K Β· πŸ“¦ 560 Β· πŸ“‹ 890 - 14% open Β· ⏱️ 21.06.2023):

     git clone https://github.com/keras-team/autokeras
    
  • PyPi (πŸ“₯ 10K / month Β· πŸ“¦ 11 Β· ⏱️ 30.04.2022):

     pip install autokeras
    
Hyperopt (πŸ₯ˆ32 Β· ⭐ 6.9K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 1K Β· πŸ“¦ 12K Β· πŸ“‹ 670 - 52% open Β· ⏱️ 08.08.2023):

     git clone https://github.com/hyperopt/hyperopt
    
  • PyPi (πŸ“₯ 1.8M / month Β· πŸ“¦ 490 Β· ⏱️ 17.11.2021):

     pip install hyperopt
    
  • Conda (πŸ“₯ 730K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge hyperopt
    
auto-sklearn (πŸ₯ˆ31 Β· ⭐ 7.1K) - Automated Machine Learning with scikit-learn. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 1.2K Β· πŸ“₯ 50 Β· πŸ“¦ 490 Β· πŸ“‹ 990 - 16% open Β· ⏱️ 18.04.2023):

     git clone https://github.com/automl/auto-sklearn
    
  • PyPi (πŸ“₯ 27K / month Β· πŸ“¦ 39 Β· ⏱️ 20.09.2022):

     pip install auto-sklearn
    
  • Conda (πŸ“₯ 19K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge auto-sklearn
    
Bayesian Optimization (πŸ₯ˆ31 Β· ⭐ 7K) - A Python implementation of global optimization with.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 1.5K Β· πŸ“₯ 130 Β· πŸ“¦ 2.1K Β· πŸ“‹ 320 - 3% open Β· ⏱️ 14.07.2023):

     git clone https://github.com/fmfn/BayesianOptimization
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 100 Β· ⏱️ 25.04.2023):

     pip install bayesian-optimization
    
nevergrad (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python toolbox for performing gradient-free optimization. MIT
  • GitHub (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 340 Β· πŸ“¦ 540 Β· πŸ“‹ 300 - 42% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/facebookresearch/nevergrad
    
  • PyPi (πŸ“₯ 85K / month Β· πŸ“¦ 26 Β· ⏱️ 19.09.2023):

     pip install nevergrad
    
  • Conda (πŸ“₯ 42K Β· ⏱️ 21.09.2023):

     conda install -c conda-forge nevergrad
    
Keras Tuner (πŸ₯ˆ31 Β· ⭐ 2.8K) - A Hyperparameter Tuning Library for Keras. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 370 Β· πŸ“¦ 2.7K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/keras-team/keras-tuner
    
  • PyPi (πŸ“₯ 170K / month Β· πŸ“¦ 56 Β· ⏱️ 13.04.2023):

     pip install keras-tuner
    
  • Conda (πŸ“₯ 24K Β· ⏱️ 15.06.2023):

     conda install -c conda-forge keras-tuner
    
mljar-supervised (πŸ₯ˆ31 Β· ⭐ 2.7K) - Python package for AutoML on Tabular Data with Feature.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 360 Β· πŸ“¦ 84 Β· πŸ“‹ 570 - 21% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/mljar/mljar-supervised
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 21.09.2023):

     pip install mljar-supervised
    
  • Conda (πŸ“₯ 11K Β· ⏱️ 06.07.2023):

     conda install -c conda-forge mljar-supervised
    
AutoGluon (πŸ₯ˆ29 Β· ⭐ 6.2K) - AutoGluon: AutoML for Image, Text, Time Series, and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 770 Β· πŸ“¦ 2 Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/autogluon/autogluon
    
  • PyPi (πŸ“₯ 42K / month Β· πŸ“¦ 7 Β· ⏱️ 21.09.2023):

     pip install autogluon
    
  • Docker Hub (πŸ“₯ 3.9K Β· ⭐ 15 Β· ⏱️ 26.07.2023):

     docker pull autogluon/autogluon
    
Hyperas (πŸ₯ˆ27 Β· ⭐ 2.2K Β· πŸ’€) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 320 Β· πŸ“¦ 320 Β· πŸ“‹ 260 - 37% open Β· ⏱️ 05.01.2023):

     git clone https://github.com/maxpumperla/hyperas
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 24 Β· ⏱️ 28.02.2019):

     pip install hyperas
    
lazypredict (πŸ₯ˆ25 Β· ⭐ 2.1K Β· πŸ’€) - Lazy Predict help build a lot of basic models without much.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 240 Β· πŸ“¦ 670 Β· πŸ“‹ 110 - 65% open Β· ⏱️ 28.09.2022):

     git clone https://github.com/shankarpandala/lazypredict
    
  • PyPi (πŸ“₯ 33K / month Β· πŸ“¦ 1 Β· ⏱️ 28.09.2022):

     pip install lazypredict
    
  • Conda (πŸ“₯ 2.5K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge lazypredict
    
GPyOpt (πŸ₯ˆ25 Β· ⭐ 880 Β· πŸ’€) - Gaussian Process Optimization using GPy. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 250 Β· πŸ“¦ 460 Β· πŸ“‹ 290 - 35% open Β· ⏱️ 17.01.2023):

     git clone https://github.com/SheffieldML/GPyOpt
    
  • PyPi (πŸ“₯ 7.4K / month Β· πŸ“¦ 38 Β· ⏱️ 19.03.2020):

     pip install gpyopt
    
Talos (πŸ₯ˆ23 Β· ⭐ 1.6K Β· πŸ’€) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 270 Β· πŸ“¦ 160 Β· πŸ“‹ 400 - 2% open Β· ⏱️ 18.09.2022):

     git clone https://github.com/autonomio/talos
    
  • PyPi (πŸ“₯ 790 / month Β· πŸ“¦ 7 Β· ⏱️ 28.05.2022):

     pip install talos
    
FEDOT (πŸ₯ˆ23 Β· ⭐ 550) - Automated modeling and machine learning framework FEDOT. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 77 Β· πŸ“¦ 40 Β· πŸ“‹ 490 - 17% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/nccr-itmo/FEDOT
    
  • PyPi (πŸ“₯ 710 / month Β· πŸ“¦ 1 Β· ⏱️ 25.07.2023):

     pip install fedot
    
featurewiz (πŸ₯‰22 Β· ⭐ 470) - Use advanced feature engineering strategies and select best.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 74 Β· πŸ“¦ 49 Β· πŸ“‹ 71 - 2% open Β· ⏱️ 30.05.2023):

     git clone https://github.com/AutoViML/featurewiz
    
  • PyPi (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 02.01.2023):

     pip install featurewiz
    
Hyperactive (πŸ₯‰22 Β· ⭐ 460) - An optimization and data collection toolbox for convenient and fast.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 41 Β· πŸ“₯ 130 Β· πŸ“¦ 21 Β· πŸ“‹ 62 - 17% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/SimonBlanke/Hyperactive
    
  • PyPi (πŸ“₯ 840 / month Β· πŸ“¦ 5 Β· ⏱️ 27.08.2023):

     pip install hyperactive
    
Auto ViML (πŸ₯‰20 Β· ⭐ 460) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 92 Β· πŸ“¦ 22 Β· πŸ“‹ 28 - 10% open Β· ⏱️ 21.05.2023):

     git clone https://github.com/AutoViML/Auto_ViML
    
  • PyPi (πŸ“₯ 700 / month Β· πŸ“¦ 2 Β· ⏱️ 01.06.2022):

     pip install autoviml
    
igel (πŸ₯‰19 Β· ⭐ 3.1K) - a delightful machine learning tool that allows you to train, test, and use.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 40 Β· πŸ“¦ 4 Β· πŸ“‹ 50 - 12% open Β· ⏱️ 08.04.2023):

     git clone https://github.com/nidhaloff/igel
    
  • PyPi (πŸ“₯ 89 / month Β· ⏱️ 19.11.2021):

     pip install igel
    
AlphaPy (πŸ₯‰19 Β· ⭐ 960) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 180 Β· πŸ“¦ 4 Β· πŸ“‹ 42 - 30% open Β· ⏱️ 31.08.2023):

     git clone https://github.com/ScottfreeLLC/AlphaPy
    
  • PyPi (πŸ“₯ 100 / month Β· ⏱️ 29.08.2020):

     pip install alphapy
    
Dragonfly (πŸ₯‰19 Β· ⭐ 800 Β· πŸ’€) - An open source python library for scalable Bayesian optimisation. MIT
  • GitHub (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“‹ 59 - 66% open Β· ⏱️ 01.10.2022):

     git clone https://github.com/dragonfly/dragonfly
    
  • PyPi (πŸ“₯ 48K / month Β· πŸ“¦ 2 Β· ⏱️ 01.10.2022):

     pip install dragonfly-opt
    
opytimizer (πŸ₯‰18 Β· ⭐ 570) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 38 Β· πŸ“¦ 15 Β· ⏱️ 11.05.2023):

     git clone https://github.com/gugarosa/opytimizer
    
  • PyPi (πŸ“₯ 240 / month Β· ⏱️ 04.05.2022):

     pip install opytimizer
    
Show 28 hidden projects...
  • Optuna (πŸ₯‡39 Β· ⭐ 8.6K) - A hyperparameter optimization framework. ❗Unlicensed
  • TPOT (πŸ₯‡33 Β· ⭐ 9.2K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
  • scikit-optimize (πŸ₯‡33 Β· ⭐ 2.7K Β· πŸ’€) - Sequential model-based optimization with a.. BSD-3
  • SMAC3 (πŸ₯ˆ25 Β· ⭐ 900) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
  • Orion (πŸ₯ˆ25 Β· ⭐ 260) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
  • AdaNet (πŸ₯ˆ23 Β· ⭐ 3.5K Β· πŸ’€) - Fast and flexible AutoML with learning guarantees. Apache-2
  • auto_ml (πŸ₯‰22 Β· ⭐ 1.6K Β· πŸ’€) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
  • MLBox (πŸ₯‰22 Β· ⭐ 1.4K Β· πŸ’€) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
  • HpBandSter (πŸ₯‰22 Β· ⭐ 580 Β· πŸ’€) - a distributed Hyperband implementation on Steroids. BSD-3
  • lightwood (πŸ₯‰22 Β· ⭐ 380) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
  • Test Tube (πŸ₯‰21 Β· ⭐ 740 Β· πŸ’€) - Python library to easily log experiments and parallelize.. MIT
  • sklearn-deap (πŸ₯‰21 Β· ⭐ 740 Β· πŸ’€) - Use evolutionary algorithms instead of gridsearch in.. MIT
  • Neuraxle (πŸ₯‰21 Β· ⭐ 580 Β· πŸ’€) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2
  • optunity (πŸ₯‰21 Β· ⭐ 410 Β· πŸ’€) - optimization routines for hyperparameter tuning. BSD-3
  • Auto Tune Models (πŸ₯‰18 Β· ⭐ 520 Β· πŸ’€) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
  • shap-hypetune (πŸ₯‰18 Β· ⭐ 480 Β· πŸ’€) - A python package for simultaneous Hyperparameters Tuning and.. MIT
  • Sherpa (πŸ₯‰18 Β· ⭐ 320 Β· πŸ’€) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
  • Advisor (πŸ₯‰17 Β· ⭐ 1.5K Β· πŸ’€) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
  • automl-gs (πŸ₯‰16 Β· ⭐ 1.8K Β· πŸ’€) - Provide an input CSV and a target field to predict, generate a.. MIT
  • Xcessiv (πŸ₯‰16 Β· ⭐ 1.3K Β· πŸ’€) - A web-based application for quick, scalable, and automated.. Apache-2
  • HyperparameterHunter (πŸ₯‰16 Β· ⭐ 700 Β· πŸ’€) - Easy hyperparameter optimization and automatic result.. MIT
  • Parfit (πŸ₯‰16 Β· ⭐ 200 Β· πŸ’€) - A package for parallelizing the fit and flexibly scoring of.. MIT
  • ENAS (πŸ₯‰14 Β· ⭐ 2.6K Β· πŸ’€) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
  • Auptimizer (πŸ₯‰12 Β· ⭐ 200 Β· πŸ’€) - An automatic ML model optimization tool. ❗️GPL-3.0
  • Hypermax (πŸ₯‰12 Β· ⭐ 110 Β· πŸ’€) - Better, faster hyper-parameter optimization. BSD-3
  • model_search (πŸ₯‰11 Β· ⭐ 3.2K Β· πŸ’€) - AutoML algorithms for model architecture search at scale. Apache-2
  • Devol (πŸ₯‰11 Β· ⭐ 950 Β· πŸ’€) - Genetic neural architecture search with Keras. MIT
  • Hypertunity (πŸ₯‰9 Β· ⭐ 140 Β· πŸ’€) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

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Libraries for building and evaluating reinforcement learning & agent-based systems.

OpenAI Gym (πŸ₯‡40 Β· ⭐ 33K Β· πŸ’€) - A toolkit for developing and comparing reinforcement learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 8.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.8K - 3% open Β· ⏱️ 30.01.2023):

     git clone https://github.com/openai/gym
    
  • PyPi (πŸ“₯ 370K / month Β· πŸ“¦ 2.7K Β· ⏱️ 04.10.2022):

     pip install gym
    
  • Conda (πŸ“₯ 250K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge gym
    
TF-Agents (πŸ₯‡31 Β· ⭐ 2.6K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 690 Β· πŸ“¦ 1.3K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/tensorflow/agents
    
  • PyPi (πŸ“₯ 26K / month Β· πŸ“¦ 4 Β· ⏱️ 17.01.2019):

     pip install tf-agents
    
ViZDoom (πŸ₯‡31 Β· ⭐ 1.6K) - Reinforcement Learning environments based on the 1993 game Doom. MIT
  • GitHub (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 360 Β· πŸ“₯ 12K Β· πŸ“¦ 200 Β· πŸ“‹ 460 - 10% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/mwydmuch/ViZDoom
    
  • PyPi (πŸ“₯ 1.3K / month Β· πŸ“¦ 16 Β· ⏱️ 11.09.2023):

     pip install vizdoom
    
FinRL (πŸ₯ˆ29 Β· ⭐ 8.1K) - FinRL: Financial Reinforcement Learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 2K Β· πŸ“¦ 23 Β· πŸ“‹ 640 - 26% open Β· ⏱️ 16.09.2023):

     git clone https://github.com/AI4Finance-Foundation/FinRL
    
  • PyPi (πŸ“₯ 1.2K / month Β· ⏱️ 08.01.2022):

     pip install finrl
    
TensorLayer (πŸ₯ˆ27 Β· ⭐ 7.2K Β· πŸ’€) - Deep Learning and Reinforcement Learning Library for.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.6K Β· πŸ“₯ 1.6K Β· πŸ“‹ 470 - 6% open Β· ⏱️ 18.02.2023):

     git clone https://github.com/tensorlayer/tensorlayer
    
  • PyPi (πŸ“₯ 1.3K / month Β· πŸ“¦ 40 Β· ⏱️ 15.02.2022):

     pip install tensorlayer
    
TensorForce (πŸ₯ˆ27 Β· ⭐ 3.2K) - Tensorforce: a TensorFlow library for applied.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 540 Β· πŸ“¦ 430 Β· πŸ“‹ 660 - 4% open Β· ⏱️ 14.08.2023):

     git clone https://github.com/tensorforce/tensorforce
    
  • PyPi (πŸ“₯ 580 / month Β· πŸ“¦ 2 Β· ⏱️ 30.08.2021):

     pip install tensorforce
    
Acme (πŸ₯ˆ27 Β· ⭐ 3.2K) - A library of reinforcement learning components and agents. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 400 Β· πŸ“¦ 170 Β· πŸ“‹ 260 - 21% open Β· ⏱️ 30.08.2023):

     git clone https://github.com/deepmind/acme
    
  • PyPi (πŸ“₯ 1.7K / month Β· πŸ“¦ 3 Β· ⏱️ 10.02.2022):

     pip install dm-acme
    
  • Conda (πŸ“₯ 7.5K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge dm-acme
    
Dopamine (πŸ₯‰26 Β· ⭐ 10K) - Dopamine is a research framework for fast prototyping of.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 1.4K Β· πŸ“¦ 13 Β· πŸ“‹ 180 - 53% open Β· ⏱️ 29.06.2023):

     git clone https://github.com/google/dopamine
    
  • PyPi (πŸ“₯ 37K / month Β· πŸ“¦ 36 Β· ⏱️ 21.09.2022):

     pip install dopamine-rl
    
RLax (πŸ₯‰26 Β· ⭐ 1.1K) - A library of reinforcement learning building blocks in JAX. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 160 Β· πŸ“‹ 30 - 40% open Β· ⏱️ 15.08.2023):

     git clone https://github.com/deepmind/rlax
    
  • PyPi (πŸ“₯ 400K / month Β· πŸ“¦ 2 Β· ⏱️ 09.01.2023):

     pip install rlax
    
PARL (πŸ₯‰25 Β· ⭐ 3.1K) - A high-performance distributed training framework for Reinforcement.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 810 Β· πŸ“¦ 120 Β· πŸ“‹ 500 - 20% open Β· ⏱️ 19.05.2023):

     git clone https://github.com/PaddlePaddle/PARL
    
  • PyPi (πŸ“₯ 580 / month Β· πŸ“¦ 1 Β· ⏱️ 13.05.2022):

     pip install parl
    
garage (πŸ₯‰25 Β· ⭐ 1.7K Β· πŸ’€) - A toolkit for reproducible reinforcement learning research. MIT
  • GitHub (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 290 Β· πŸ“¦ 89 Β· πŸ“‹ 1K - 22% open Β· ⏱️ 04.01.2023):

     git clone https://github.com/rlworkgroup/garage
    
  • PyPi (πŸ“₯ 470 / month Β· πŸ“¦ 2 Β· ⏱️ 23.03.2021):

     pip install garage
    
Stable Baselines (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - A fork of OpenAI Baselines, implementations of.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 710 Β· πŸ“‹ 950 - 13% open Β· ⏱️ 04.09.2022):

     git clone https://github.com/hill-a/stable-baselines
    
  • PyPi (πŸ“₯ 4.9K / month Β· πŸ“¦ 35 Β· ⏱️ 06.04.2021):

     pip install stable-baselines
    
ReAgent (πŸ₯‰22 Β· ⭐ 3.4K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 490 Β· πŸ“‹ 140 - 47% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/facebookresearch/ReAgent
    
  • PyPi (πŸ“₯ 19 / month Β· ⏱️ 27.05.2020):

     pip install reagent
    
PFRL (πŸ₯‰22 Β· ⭐ 1.1K) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 140 Β· πŸ“¦ 90 Β· πŸ“‹ 78 - 42% open Β· ⏱️ 16.07.2023):

     git clone https://github.com/pfnet/pfrl
    
  • PyPi (πŸ“₯ 460 / month Β· πŸ“¦ 1 Β· ⏱️ 16.07.2023):

     pip install pfrl
    
Coach (πŸ₯‰20 Β· ⭐ 2.3K Β· πŸ’€) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 450 Β· πŸ“‹ 270 - 32% open Β· ⏱️ 11.12.2022):

     git clone https://github.com/IntelLabs/coach
    
  • PyPi (πŸ“₯ 63 / month Β· πŸ“¦ 2 Β· ⏱️ 10.10.2019):

     pip install rl_coach
    
rliable (πŸ₯‰13 Β· ⭐ 620) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 41 Β· πŸ“¦ 88 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 29.05.2023):

     git clone https://github.com/google-research/rliable
    
  • PyPi:

     pip install rliable`
    
Show 7 hidden projects...
  • baselines (πŸ₯ˆ29 Β· ⭐ 15K Β· πŸ’€) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
  • keras-rl (πŸ₯ˆ29 Β· ⭐ 5.4K Β· πŸ’€) - Deep Reinforcement Learning for Keras. MIT
  • ChainerRL (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
  • TRFL (πŸ₯‰20 Β· ⭐ 3.1K Β· πŸ’€) - TensorFlow Reinforcement Learning. Apache-2
  • SerpentAI (πŸ₯‰18 Β· ⭐ 6.6K Β· πŸ’€) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
  • DeepMind Lab (πŸ₯‰17 Β· ⭐ 6.9K Β· πŸ’€) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
  • Maze (πŸ₯‰12 Β· ⭐ 250 Β· πŸ’€) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

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Libraries for building and evaluating recommendation systems.

Recommenders (πŸ₯‡34 Β· ⭐ 16K) - Best Practices on Recommendation Systems. MIT
  • GitHub (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2.8K Β· πŸ“₯ 430 Β· πŸ“¦ 83 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 31.08.2023):

     git clone https://github.com/microsoft/recommenders
    
  • PyPi (πŸ“₯ 51K / month Β· πŸ“¦ 2 Β· ⏱️ 01.04.2022):

     pip install recommenders
    
implicit (πŸ₯‡31 Β· ⭐ 3.3K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
  • GitHub (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 600 Β· πŸ“₯ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 480 - 16% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/benfred/implicit
    
  • PyPi (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 25.08.2023):

     pip install implicit
    
  • Conda (πŸ“₯ 530K Β· ⏱️ 26.08.2023):

     conda install -c conda-forge implicit
    
lightfm (πŸ₯ˆ30 Β· ⭐ 4.4K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 660 Β· πŸ“¦ 1.2K Β· πŸ“‹ 490 - 27% open Β· ⏱️ 30.04.2023):

     git clone https://github.com/lyst/lightfm
    
  • PyPi (πŸ“₯ 590K / month Β· πŸ“¦ 47 Β· ⏱️ 27.11.2020):

     pip install lightfm
    
  • Conda (πŸ“₯ 160K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge lightfm
    
TF Recommenders (πŸ₯ˆ29 Β· ⭐ 1.6K) - TensorFlow Recommenders is a library for building.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 250 Β· πŸ“‹ 410 - 56% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/tensorflow/recommenders
    
  • PyPi (πŸ“₯ 330K / month Β· πŸ“¦ 1 Β· ⏱️ 03.02.2023):

     pip install tensorflow-recommenders
    
TF Ranking (πŸ₯ˆ28 Β· ⭐ 2.7K) - Learning to Rank in TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 470 Β· πŸ“‹ 320 - 25% open Β· ⏱️ 03.06.2023):

     git clone https://github.com/tensorflow/ranking
    
  • PyPi (πŸ“₯ 97K / month Β· πŸ“¦ 13 Β· ⏱️ 11.08.2023):

     pip install tensorflow_ranking
    
scikit-surprise (πŸ₯ˆ27 Β· ⭐ 6K Β· πŸ’€) - A Python scikit for building and analyzing recommender.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 960 Β· πŸ“¦ 13 Β· πŸ“‹ 380 - 19% open Β· ⏱️ 27.01.2023):

     git clone https://github.com/NicolasHug/Surprise
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 50 Β· ⏱️ 23.09.2022):

     pip install scikit-surprise
    
  • Conda (πŸ“₯ 340K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge scikit-surprise
    
torchrec (πŸ₯ˆ27 Β· ⭐ 1.5K) - Pytorch domain library for recommendation systems. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 280 Β· πŸ“¦ 65 Β· πŸ“‹ 220 - 58% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/pytorch/torchrec
    
  • PyPi (πŸ“₯ 30 / month Β· ⏱️ 12.05.2022):

     pip install torchrec-nightly-cpu
    
Cornac (πŸ₯ˆ27 Β· ⭐ 740) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 120 Β· πŸ“¦ 170 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/PreferredAI/cornac
    
  • PyPi (πŸ“₯ 100K / month Β· πŸ“¦ 16 Β· ⏱️ 22.07.2023):

     pip install cornac
    
  • Conda (πŸ“₯ 320K Β· ⏱️ 25.07.2023):

     conda install -c conda-forge cornac
    
RecBole (πŸ₯‰25 Β· ⭐ 2.8K) - A unified, comprehensive and efficient recommendation library. MIT
  • GitHub (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 530 Β· πŸ“‹ 790 - 18% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/RUCAIBox/RecBole
    
  • PyPi (πŸ“₯ 2.9K / month Β· πŸ“¦ 2 Β· ⏱️ 25.02.2022):

     pip install recbole
    
  • Conda (πŸ“₯ 3.7K Β· ⏱️ 16.06.2023):

     conda install -c aibox recbole
    
recmetrics (πŸ₯‰20 Β· ⭐ 530) - A library of metrics for evaluating recommender systems. MIT
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 97 Β· πŸ“₯ 5 Β· πŸ“¦ 45 Β· πŸ“‹ 28 - 46% open Β· ⏱️ 22.08.2023):

     git clone https://github.com/statisticianinstilettos/recmetrics
    
  • PyPi (πŸ“₯ 12K / month Β· ⏱️ 26.04.2022):

     pip install recmetrics
    
Show 7 hidden projects...
  • lkpy (πŸ₯‰22 Β· ⭐ 240) - Python recommendation toolkit. MIT
  • tensorrec (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - A TensorFlow recommendation algorithm and framework in.. Apache-2
  • fastFM (πŸ₯‰21 Β· ⭐ 1K Β· πŸ’€) - fastFM: A Library for Factorization Machines. BSD-3
  • Spotlight (πŸ₯‰18 Β· ⭐ 2.9K Β· πŸ’€) - Deep recommender models using PyTorch. MIT
  • Case Recommender (πŸ₯‰18 Β· ⭐ 450 Β· πŸ’€) - Case Recommender: A Flexible and Extensible Python.. MIT
  • Collie (πŸ₯‰15 Β· ⭐ 100) - A library for preparing, training, and evaluating scalable deep.. BSD-3
  • OpenRec (πŸ₯‰14 Β· ⭐ 400 Β· πŸ’€) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

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Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (πŸ₯‡35 Β· ⭐ 8.9K) - Perform data science on data that remains in someone elses server. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.9K Β· πŸ“₯ 150 Β· πŸ“‹ 3.5K - 4% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/OpenMined/PySyft
    
  • PyPi (πŸ“₯ 4.8K / month Β· πŸ“¦ 5 Β· ⏱️ 19.09.2023):

     pip install syft
    
Opacus (πŸ₯ˆ28 Β· ⭐ 1.5K) - Training PyTorch models with differential privacy. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 290 Β· πŸ“₯ 99 Β· πŸ“¦ 650 Β· πŸ“‹ 260 - 27% open Β· ⏱️ 06.09.2023):

     git clone https://github.com/pytorch/opacus
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 17 Β· ⏱️ 06.05.2022):

     pip install opacus
    
  • Conda (πŸ“₯ 12K Β· ⏱️ 18.06.2023):

     conda install -c conda-forge opacus
    
TensorFlow Privacy (πŸ₯ˆ27 Β· ⭐ 1.8K) - Library for training machine learning models with.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 430 Β· πŸ“₯ 120 Β· πŸ“‹ 200 - 54% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/tensorflow/privacy
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2022):

     pip install tensorflow-privacy
    
FATE (πŸ₯‰25 Β· ⭐ 5.2K) - An Industrial Grade Federated Learning Framework. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 44% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/FederatedAI/FATE
    
  • PyPi (πŸ“₯ 1 / month Β· ⏱️ 06.05.2020):

     pip install ETAF
    
TFEncrypted (πŸ₯‰24 Β· ⭐ 1.2K Β· πŸ’€) - A Framework for Encrypted Machine Learning in.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 200 Β· πŸ“¦ 64 Β· πŸ“‹ 430 - 32% open Β· ⏱️ 08.02.2023):

     git clone https://github.com/tf-encrypted/tf-encrypted
    
  • PyPi (πŸ“₯ 240 / month Β· πŸ“¦ 9 Β· ⏱️ 16.11.2022):

     pip install tf-encrypted
    
CrypTen (πŸ₯‰23 Β· ⭐ 1.4K) - A framework for Privacy Preserving Machine Learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 290 Β· πŸ“¦ 30 Β· πŸ“‹ 260 - 26% open Β· ⏱️ 25.08.2023):

     git clone https://github.com/facebookresearch/CrypTen
    
  • PyPi (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 08.12.2022):

     pip install crypten
    
Show 1 hidden projects...
  • PipelineDP (πŸ₯‰20 Β· ⭐ 260) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

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Libraries to organize, track, and visualize machine learning experiments.

mlflow (πŸ₯‡44 Β· ⭐ 15K) - Open source platform for the machine learning lifecycle. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.6K Β· πŸ“¦ 24K Β· πŸ“‹ 3.3K - 37% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/mlflow/mlflow
    
  • PyPi (πŸ“₯ 14M / month Β· πŸ“¦ 490 Β· ⏱️ 17.09.2023):

     pip install mlflow
    
  • Conda (πŸ“₯ 1.5M Β· ⏱️ 17.09.2023):

     conda install -c conda-forge mlflow
    
Tensorboard (πŸ₯‡43 Β· ⭐ 6.4K) - TensorFlows Visualization Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.6K Β· πŸ“¦ 190K Β· πŸ“‹ 1.8K - 34% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/tensorflow/tensorboard
    
  • PyPi (πŸ“₯ 21M / month Β· πŸ“¦ 2.8K Β· ⏱️ 08.08.2023):

     pip install tensorboard
    
  • Conda (πŸ“₯ 4.3M Β· ⏱️ 09.08.2023):

     conda install -c conda-forge tensorboard
    
wandb client (πŸ₯‡41 Β· ⭐ 7.2K) - A tool for visualizing and tracking your machine learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 550 Β· πŸ“¦ 29K Β· πŸ“‹ 2.7K - 26% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/wandb/client
    
  • PyPi (πŸ“₯ 6.6M / month Β· πŸ“¦ 580 Β· ⏱️ 18.09.2023):

     pip install wandb
    
  • Conda (πŸ“₯ 360K Β· ⏱️ 07.09.2023):

     conda install -c conda-forge wandb
    
DVC (πŸ₯‡40 Β· ⭐ 12K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.1K Β· πŸ“₯ 37K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.5K - 12% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/iterative/dvc
    
  • PyPi (πŸ“₯ 680K / month Β· πŸ“¦ 82 Β· ⏱️ 18.09.2023):

     pip install dvc
    
  • Conda (πŸ“₯ 1.7M Β· ⏱️ 19.09.2023):

     conda install -c conda-forge dvc
    
SageMaker SDK (πŸ₯ˆ38 Β· ⭐ 1.9K) - A library for training and deploying machine learning.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1K Β· πŸ“¦ 3K Β· πŸ“‹ 1.3K - 36% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/aws/sagemaker-python-sdk
    
  • PyPi (πŸ“₯ 35M / month Β· πŸ“¦ 83 Β· ⏱️ 19.09.2023):

     pip install sagemaker
    
  • Conda (πŸ“₯ 680K Β· ⏱️ 20.09.2023):

     conda install -c conda-forge sagemaker-python-sdk
    
PyCaret (πŸ₯ˆ37 Β· ⭐ 7.7K) - An open-source, low-code machine learning library in Python. MIT
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.6K Β· πŸ“₯ 660 Β· πŸ“¦ 4.4K Β· πŸ“‹ 2.2K - 13% open Β· ⏱️ 11.09.2023):

     git clone https://github.com/pycaret/pycaret
    
  • PyPi (πŸ“₯ 220K / month Β· πŸ“¦ 14 Β· ⏱️ 11.09.2023):

     pip install pycaret
    
  • Conda (πŸ“₯ 38K Β· ⏱️ 08.08.2023):

     conda install -c conda-forge pycaret
    
tensorboardX (πŸ₯ˆ35 Β· ⭐ 7.7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
  • GitHub (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 870 Β· πŸ“₯ 400 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 03.09.2023):

     git clone https://github.com/lanpa/tensorboardX
    
  • PyPi (πŸ“₯ 2.4M / month Β· πŸ“¦ 980 Β· ⏱️ 20.08.2023):

     pip install tensorboardX
    
  • Conda (πŸ“₯ 1.1M Β· ⏱️ 20.08.2023):

     conda install -c conda-forge tensorboardx
    
AzureML SDK (πŸ₯ˆ35 Β· ⭐ 3.8K) - Python notebooks with ML and deep learning examples with Azure.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 2.4K Β· πŸ“₯ 500 Β· πŸ“‹ 1.4K - 25% open Β· ⏱️ 01.09.2023):

     git clone https://github.com/Azure/MachineLearningNotebooks
    
  • PyPi (πŸ“₯ 1.4M / month Β· πŸ“¦ 48 Β· ⏱️ 23.08.2023):

     pip install azureml-sdk
    
snakemake (πŸ₯ˆ35 Β· ⭐ 1.9K) - This is the development home of the workflow management system.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 460 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.4K - 60% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/snakemake/snakemake
    
  • PyPi (πŸ“₯ 110K / month Β· πŸ“¦ 250 Β· ⏱️ 18.09.2023):

     pip install snakemake
    
  • Conda (πŸ“₯ 860K Β· ⏱️ 19.09.2023):

     conda install -c bioconda snakemake
    
ClearML (πŸ₯ˆ33 Β· ⭐ 4.7K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“₯ 1.5K Β· πŸ“¦ 720 Β· πŸ“‹ 880 - 42% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/allegroai/clearml
    
  • PyPi (πŸ“₯ 240K / month Β· πŸ“¦ 13 Β· ⏱️ 11.08.2023):

     pip install clearml
    
  • Docker Hub (πŸ“₯ 30K Β· ⏱️ 05.10.2020):

     docker pull allegroai/trains
    
aim (πŸ₯ˆ33 Β· ⭐ 4.2K) - Aim An easy-to-use & supercharged open-source AI metadata tracker.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 250 Β· πŸ“¦ 310 Β· πŸ“‹ 930 - 31% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/aimhubio/aim
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 14 Β· ⏱️ 20.09.2023):

     pip install aim
    
  • Conda (πŸ“₯ 38K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge aim
    
Metaflow (πŸ₯ˆ32 Β· ⭐ 7K) - Build and manage real-life data science projects with ease!. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 660 Β· πŸ“¦ 520 Β· πŸ“‹ 600 - 48% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/Netflix/metaflow
    
  • PyPi (πŸ“₯ 180K / month Β· πŸ“¦ 22 Β· ⏱️ 18.09.2023):

     pip install metaflow
    
  • Conda (πŸ“₯ 150K Β· ⏱️ 19.09.2023):

     conda install -c conda-forge metaflow
    
kaggle (πŸ₯ˆ31 Β· ⭐ 5.5K) - Official Kaggle API. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 1K Β· πŸ“¦ 13 Β· πŸ“‹ 410 - 31% open Β· ⏱️ 17.07.2023):

     git clone https://github.com/Kaggle/kaggle-api
    
  • PyPi (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 19.09.2023):

     pip install kaggle
    
  • Conda (πŸ“₯ 140K Β· ⏱️ 18.07.2023):

     conda install -c conda-forge kaggle
    
VisualDL (πŸ₯ˆ31 Β· ⭐ 4.7K) - Deep Learning Visualization Toolkit. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 630 Β· πŸ“₯ 320 Β· πŸ“¦ 2.3K Β· πŸ“‹ 500 - 28% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/PaddlePaddle/VisualDL
    
  • PyPi (πŸ“₯ 120K / month Β· πŸ“¦ 40 Β· ⏱️ 05.06.2023):

     pip install visualdl
    
sacred (πŸ₯ˆ29 Β· ⭐ 4.1K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 370 Β· πŸ“¦ 2.6K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 19.06.2023):

     git clone https://github.com/IDSIA/sacred
    
  • PyPi (πŸ“₯ 32K / month Β· πŸ“¦ 110 Β· ⏱️ 25.01.2023):

     pip install sacred
    
  • Conda (πŸ“₯ 4K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge sacred
    
Neptune.ai (πŸ₯ˆ29 Β· ⭐ 410) - The MLOps stack component for experiment tracking. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 48 Β· πŸ“‹ 230 - 15% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/neptune-ai/neptune-client
    
  • PyPi (πŸ“₯ 570K / month Β· πŸ“¦ 44 Β· ⏱️ 19.09.2023):

     pip install neptune-client
    
  • Conda (πŸ“₯ 210K Β· ⏱️ 06.09.2023):

     conda install -c conda-forge neptune-client
    
Labml (πŸ₯‰27 Β· ⭐ 1.6K) - Monitor deep learning model training and hardware usage from your mobile.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 110 Β· πŸ“¦ 100 Β· πŸ“‹ 38 - 47% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/labmlai/labml
    
  • PyPi (πŸ“₯ 8.1K / month Β· πŸ“¦ 6 Β· ⏱️ 10.09.2023):

     pip install labml
    
ml-metadata (πŸ₯‰27 Β· ⭐ 560) - For recording and retrieving metadata associated with ML.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 120 Β· πŸ“₯ 2.1K Β· πŸ“¦ 350 Β· πŸ“‹ 100 - 26% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/google/ml-metadata
    
  • PyPi (πŸ“₯ 97K / month Β· πŸ“¦ 22 Β· ⏱️ 10.08.2023):

     pip install ml-metadata
    
quinn (πŸ₯‰27 Β· ⭐ 510) - pyspark methods to enhance developer productivity. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 71 Β· πŸ“₯ 9 Β· πŸ“¦ 69 Β· πŸ“‹ 67 - 52% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/MrPowers/quinn
    
  • PyPi (πŸ“₯ 870K / month Β· πŸ“¦ 6 Β· ⏱️ 17.02.2023):

     pip install quinn
    
TNT (πŸ₯‰26 Β· ⭐ 1.6K) - A lightweight library for PyTorch training tools and utilities. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 240 Β· πŸ“‹ 82 - 25% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/pytorch/tnt
    
  • PyPi (πŸ“₯ 5.5K / month Β· πŸ“¦ 38 Β· ⏱️ 29.07.2018):

     pip install torchnet
    
Guild AI (πŸ₯‰25 Β· ⭐ 820) - Experiment tracking, ML developer tools. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 77 Β· πŸ“₯ 14 Β· πŸ“¦ 82 Β· πŸ“‹ 440 - 49% open Β· ⏱️ 12.08.2023):

     git clone https://github.com/guildai/guildai
    
  • PyPi (πŸ“₯ 850 / month Β· ⏱️ 11.05.2022):

     pip install guildai
    
TensorWatch (πŸ₯‰21 Β· ⭐ 3.3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 360 Β· πŸ“¦ 130 Β· πŸ“‹ 70 - 75% open Β· ⏱️ 30.08.2023):

     git clone https://github.com/microsoft/tensorwatch
    
  • PyPi (πŸ“₯ 1K / month Β· πŸ“¦ 7 Β· ⏱️ 04.03.2020):

     pip install tensorwatch
    
Studio.ml (πŸ₯‰21 Β· ⭐ 380) - Studio: Simplify and expedite model building process. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 52 Β· πŸ“¦ 5 Β· πŸ“‹ 250 - 22% open Β· ⏱️ 06.09.2023):

     git clone https://github.com/studioml/studio
    
  • PyPi (πŸ“₯ 160 / month Β· ⏱️ 14.09.2021):

     pip install studioml
    
lore (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - Lore makes machine learning approachable for Software Engineers and.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 20 Β· πŸ“‹ 46 - 56% open Β· ⏱️ 27.09.2022):

     git clone https://github.com/instacart/lore
    
  • PyPi (πŸ“₯ 780 / month Β· πŸ“¦ 1 Β· ⏱️ 02.02.2022):

     pip install lore
    
caliban (πŸ₯‰14 Β· ⭐ 480) - Research workflows made easy, locally and in the Cloud. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 68 Β· πŸ“¦ 1 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 01.08.2023):

     git clone https://github.com/google/caliban
    
  • PyPi:

     pip install caliban
    
Show 15 hidden projects...
  • Catalyst (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ’€) - Accelerated deep learning R&D. Apache-2
  • SKLL (πŸ₯‰26 Β· ⭐ 540) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
  • livelossplot (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
  • knockknock (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - Knock Knock: Get notified when your training ends with only two.. MIT
  • hiddenlayer (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - Neural network graphs and training metrics for.. MIT
  • gokart (πŸ₯‰22 Β· ⭐ 290) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
  • TensorBoard Logger (πŸ₯‰20 Β· ⭐ 620 Β· πŸ’€) - Log TensorBoard events without touching TensorFlow. MIT
  • MXBoard (πŸ₯‰20 Β· ⭐ 320 Β· πŸ’€) - Logging MXNet data for visualization in TensorBoard. Apache-2
  • keepsake (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - Version control for machine learning. Apache-2
  • datmo (πŸ₯‰17 Β· ⭐ 340 Β· πŸ’€) - Open source production model management tool for data scientists. MIT
  • chitra (πŸ₯‰16 Β· ⭐ 220) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
  • steppy (πŸ₯‰15 Β· ⭐ 140 Β· πŸ’€) - Lightweight, Python library for fast and reproducible experimentation. MIT
  • ModelChimp (πŸ₯‰13 Β· ⭐ 120 Β· πŸ’€) - Experiment tracking for machine and deep learning projects. BSD-2
  • CometML (πŸ₯‰13 Β· βž•) - Supercharging Machine Learning. ❗Unlicensed
  • traintool (πŸ₯‰8 Β· ⭐ 12 Β· πŸ’€) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

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Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

onnx (πŸ₯‡43 Β· ⭐ 16K) - Open standard for machine learning interoperability. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 3.6K Β· πŸ“₯ 19K Β· πŸ“¦ 19K Β· πŸ“‹ 2.5K - 12% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/onnx/onnx
    
  • PyPi (πŸ“₯ 3.7M / month Β· πŸ“¦ 590 Β· ⏱️ 25.08.2023):

     pip install onnx
    
  • Conda (πŸ“₯ 830K Β· ⏱️ 11.09.2023):

     conda install -c conda-forge onnx
    
triton (πŸ₯‡41 Β· ⭐ 8.3K) - Development repository for the Triton language and compiler. MIT
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 860 Β· πŸ“¦ 7.6K Β· πŸ“‹ 810 - 39% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/openai/triton
    
  • PyPi (πŸ“₯ 4.8M / month Β· πŸ“¦ 53 Β· ⏱️ 01.09.2023):

     pip install triton
    
BentoML (πŸ₯ˆ35 Β· ⭐ 5.7K) - Build Production-Grade AI Applications. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 630 Β· πŸ“₯ 2.1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 940 - 18% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/bentoml/BentoML
    
  • PyPi (πŸ“₯ 86K / month Β· πŸ“¦ 11 Β· ⏱️ 08.09.2023):

     pip install bentoml
    
TorchServe (πŸ₯ˆ34 Β· ⭐ 3.7K) - Serve, optimize and scale PyTorch models in production. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 760 Β· πŸ“₯ 4.9K Β· πŸ“¦ 500 Β· πŸ“‹ 1.4K - 21% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/pytorch/serve
    
  • PyPi (πŸ“₯ 40K / month Β· πŸ“¦ 11 Β· ⏱️ 28.08.2023):

     pip install torchserve
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 28.08.2023):

     conda install -c pytorch torchserve
    
  • Docker Hub (πŸ“₯ 1.2M Β· ⭐ 21 Β· ⏱️ 28.08.2023):

     docker pull pytorch/torchserve
    
huggingface_hub (πŸ₯ˆ34 Β· ⭐ 1.2K) - All the open source things related to the Hugging Face Hub. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“‹ 580 - 20% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/huggingface/huggingface_hub
    
  • PyPi (πŸ“₯ 17M / month Β· πŸ“¦ 430 Β· ⏱️ 18.09.2023):

     pip install huggingface_hub
    
  • Conda (πŸ“₯ 1.3M Β· ⏱️ 19.09.2023):

     conda install -c conda-forge huggingface_hub
    
Core ML Tools (πŸ₯ˆ32 Β· ⭐ 3.6K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 550 Β· πŸ“₯ 7.6K Β· πŸ“¦ 3.3K Β· πŸ“‹ 1.2K - 20% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/apple/coremltools
    
  • PyPi (πŸ“₯ 130K / month Β· πŸ“¦ 160 Β· ⏱️ 18.09.2023):

     pip install coremltools
    
  • Conda (πŸ“₯ 52K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge coremltools
    
mmdnn (πŸ₯ˆ26 Β· ⭐ 5.7K Β· πŸ’€) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 980 Β· πŸ“₯ 3.7K Β· πŸ“¦ 110 Β· πŸ“‹ 630 - 53% open Β· ⏱️ 22.09.2022):

     git clone https://github.com/Microsoft/MMdnn
    
  • PyPi (πŸ“₯ 340 / month Β· πŸ“¦ 3 Β· ⏱️ 24.07.2020):

     pip install mmdnn
    
Hummingbird (πŸ₯ˆ26 Β· ⭐ 3.2K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 260 Β· πŸ“₯ 290 Β· πŸ“‹ 300 - 18% open Β· ⏱️ 19.09.2023):

     git clone https://github.com/microsoft/hummingbird
    
  • PyPi (πŸ“₯ 9.8K / month Β· πŸ“¦ 3 Β· ⏱️ 10.06.2020):

     pip install hummingbird-ml
    
  • Conda (πŸ“₯ 34K Β· ⏱️ 12.07.2023):

     conda install -c conda-forge hummingbird-ml
    
hls4ml (πŸ₯‰25 Β· ⭐ 920) - Machine learning on FPGAs using HLS. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 340 Β· πŸ“‹ 380 - 36% open Β· ⏱️ 12.09.2023):

     git clone https://github.com/fastmachinelearning/hls4ml
    
  • PyPi (πŸ“₯ 570 / month Β· ⏱️ 12.11.2021):

     pip install hls4ml
    
  • Conda (πŸ“₯ 6.7K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge hls4ml
    
m2cgen (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 220 Β· πŸ“₯ 54 Β· πŸ“¦ 160 Β· πŸ“‹ 120 - 39% open Β· ⏱️ 05.10.2022):

     git clone https://github.com/BayesWitnesses/m2cgen
    
  • PyPi (πŸ“₯ 11K / month Β· πŸ“¦ 3 Β· ⏱️ 26.04.2022):

     pip install m2cgen
    
nebullvm (πŸ₯‰23 Β· ⭐ 8.3K) - The next-generation platform to monitor and optimize your AI costs.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 650 Β· πŸ“‹ 200 - 48% open Β· ⏱️ 18.06.2023):

     git clone https://github.com/nebuly-ai/nebullvm
    
  • PyPi (πŸ“₯ 480 / month Β· πŸ“¦ 2 Β· ⏱️ 18.06.2023):

     pip install nebullvm
    
cortex (πŸ₯‰23 Β· ⭐ 8K) - Production infrastructure for machine learning at scale. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 610 Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 04.03.2023):

     git clone https://github.com/cortexlabs/cortex
    
  • PyPi (πŸ“₯ 1.2K / month Β· πŸ“¦ 1 Β· ⏱️ 23.09.2022):

     pip install cortex
    
Show 8 hidden projects...
  • sklearn-porter (πŸ₯‰23 Β· ⭐ 1.2K Β· πŸ’€) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
  • Larq Compute Engine (πŸ₯‰22 Β· ⭐ 230) - Highly optimized inference engine for Binarized.. Apache-2
  • pytorch2keras (πŸ₯‰19 Β· ⭐ 840 Β· πŸ’€) - PyTorch to Keras model convertor. MIT
  • OMLT (πŸ₯‰17 Β· ⭐ 210) - Represent trained machine learning models as Pyomo optimization formulations. BSD-3
  • modelkit (πŸ₯‰17 Β· ⭐ 150) - Toolkit for developing and maintaining ML models. MIT
  • tfdeploy (πŸ₯‰16 Β· ⭐ 350 Β· πŸ’€) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
  • ml-ane-transformers (πŸ₯‰13 Β· ⭐ 2.4K Β· πŸ’€) - Reference implementation of the Transformer.. ❗Unlicensed
  • backprop (πŸ₯‰13 Β· ⭐ 240 Β· πŸ’€) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2

Model Interpretability

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Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (πŸ₯‡41 Β· ⭐ 20K) - A game theoretic approach to explain the output of any machine learning model. MIT
  • GitHub (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 2.9K Β· πŸ“¦ 13K Β· πŸ“‹ 2.3K - 60% open Β· ⏱️ 15.09.2023):

     git clone https://github.com/slundberg/shap
    
  • PyPi (πŸ“₯ 7.1M / month):

     pip install shap
    
  • Conda (πŸ“₯ 2.1M Β· ⏱️ 26.07.2023):

     conda install -c conda-forge shap
    
arviz (πŸ₯‡35 Β· ⭐ 1.4K) - Exploratory analysis of Bayesian models with Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 340 Β· πŸ“₯ 130 Β· πŸ“¦ 4.8K Β· πŸ“‹ 830 - 20% open Β· ⏱️ 13.09.2023):

     git clone https://github.com/arviz-devs/arviz
    
  • PyPi (πŸ“₯ 1.5M / month Β· πŸ“¦ 140 Β· ⏱️ 18.07.2023):

     pip install arviz
    
  • Conda (πŸ“₯ 2M Β· ⏱️ 19.09.2023):

     conda install -c conda-forge arviz
    
Netron (πŸ₯‡34 Β· ⭐ 24K) - Visualizer for neural network, deep learning, and machine.. MIT
  • GitHub (πŸ”€ 2.5K Β· πŸ“₯ 99K Β· πŸ“¦ 10 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/lutzroeder/netron
    
  • PyPi (πŸ“₯ 16K / month):

     pip install netron
    
InterpretML (πŸ₯‡32 Β· ⭐ 5.7K) - Fit interpretable models. Explain blackbox machine learning. MIT
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 680 Β· πŸ“¦ 520 Β· πŸ“‹ 390 - 17% open Β· ⏱️ 28.08.2023):

     git clone https://github.com/interpretml/interpret
    
  • PyPi (πŸ“₯ 56K / month Β· πŸ“¦ 28 Β· ⏱️ 26.08.2023):

     pip install interpret
    
DoWhy (πŸ₯‡31 Β· ⭐ 6.2K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 33 Β· πŸ“¦ 290 Β· πŸ“‹ 410 - 29% open Β· ⏱️ 04.09.2023):

     git clone https://github.com/py-why/dowhy
    
  • PyPi (πŸ“₯ 36K / month):

     pip install dowhy
    
  • Conda (πŸ“₯ 17K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge dowhy
    
Captum (πŸ₯‡31 Β· ⭐ 4.2K) - Model interpretability and understanding for PyTorch. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 440 Β· πŸ“¦ 1.4K Β· πŸ“‹ 500 - 35% open Β· ⏱️ 08.07.2023):

     git clone https://github.com/pytorch/captum
    
  • PyPi (πŸ“₯ 160K / month Β· πŸ“¦ 46 Β· ⏱️ 27.12.2022):

     pip install captum
    
  • Conda (πŸ“₯ 16K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge captum
    
pyLDAvis (πŸ₯‡31 Β· ⭐ 1.7K) - Python library for interactive topic model visualization. Port of.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 360 Β· πŸ“¦ 5.3K Β· πŸ“‹ 180 - 45% open Β· ⏱️ 24.04.2023):

     git clone https://github.com/bmabey/pyLDAvis
    
  • PyPi (πŸ“₯ 280K / month Β· πŸ“¦ 160 Β· ⏱️ 24.03.2021):

     pip install pyldavis
    
  • Conda (πŸ“₯ 74K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pyldavis
    
dtreeviz (πŸ₯ˆ30 Β· ⭐ 2.6K) - A python library for decision tree visualization and model interpretation. MIT
  • GitHub (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 320 Β· πŸ“¦ 890 Β· πŸ“‹ 190 - 30% open Β· ⏱️ 13.07.2023):

     git clone https://github.com/parrt/dtreeviz
    
  • PyPi (πŸ“₯ 140K / month Β· πŸ“¦ 24 Β· ⏱️ 07.07.2022):

     pip install dtreeviz
    
  • Conda (πŸ“₯ 58K Β· ⏱️ 13.07.2023):

     conda install -c conda-forge dtreeviz
    
explainerdashboard (πŸ₯ˆ30 Β· ⭐ 2K) - Quickly build Explainable AI dashboards that show the inner.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 280 Β· πŸ“¦ 360 Β· πŸ“‹ 220 - 11% open Β· ⏱️ 01.08.2023):

     git clone https://github.com/oegedijk/explainerdashboard
    
  • PyPi (πŸ“₯ 32K / month Β· πŸ“¦ 9 Β· ⏱️ 01.08.2023):

     pip install explainerdashboard
    
  • Conda (πŸ“₯ 40K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge explainerdashboard
    
evaluate (πŸ₯ˆ30 Β· ⭐ 1.5K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 170 Β· πŸ“¦ 3.8K Β· πŸ“‹ 220 - 47% open Β· ⏱️ 31.08.2023):

     git clone https://github.com/huggingface/evaluate
    
  • PyPi (πŸ“₯ 990K / month Β· πŸ“¦ 99 Β· ⏱️ 13.12.2022):

     pip install evaluate
    
Alibi (πŸ₯ˆ29 Β· ⭐ 2.2K) - Algorithms for explaining machine learning models. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 230 Β· πŸ“¦ 520 Β· πŸ“‹ 350 - 37% open Β· ⏱️ 01.08.2023):

     git clone https://github.com/SeldonIO/alibi
    
  • PyPi (πŸ“₯ 15K / month Β· πŸ“¦ 25 Β· ⏱️ 07.07.2023):

     pip install alibi
    
fairlearn (πŸ₯ˆ29 Β· ⭐ 1.6K) - A Python package to assess and improve fairness of machine.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 360 Β· πŸ“¦ 2 Β· πŸ“‹ 450 - 38% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/fairlearn/fairlearn
    
  • PyPi (πŸ“₯ 180K / month Β· πŸ“¦ 24 Β· ⏱️ 27.07.2023):

     pip install fairlearn
    
  • Conda (πŸ“₯ 29K Β· ⏱️ 28.07.2023):

     conda install -c conda-forge fairlearn
    
Model Analysis (πŸ₯ˆ29 Β· ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 270 Β· πŸ“‹ 86 - 39% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/tensorflow/model-analysis
    
  • PyPi (πŸ“₯ 200K / month Β· πŸ“¦ 23 Β· ⏱️ 14.08.2023):

     pip install tensorflow-model-analysis
    
imodels (πŸ₯ˆ29 Β· ⭐ 1.2K) - Interpretable ML package for concise, transparent, and accurate.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“¦ 52 Β· πŸ“‹ 74 - 32% open Β· ⏱️ 03.09.2023):

     git clone https://github.com/csinva/imodels
    
  • PyPi (πŸ“₯ 120K / month):

     pip install imodels
    
responsible-ai-widgets (πŸ₯ˆ29 Β· ⭐ 960) - Responsible AI Toolbox is a suite of tools providing.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 250 Β· πŸ“¦ 66 Β· πŸ“‹ 300 - 26% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/microsoft/responsible-ai-toolbox
    
  • PyPi (πŸ“₯ 6.7K / month Β· πŸ“¦ 3 Β· ⏱️ 30.08.2023):

     pip install raiwidgets
    
shapash (πŸ₯ˆ28 Β· ⭐ 2.4K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 290 Β· πŸ“¦ 120 Β· πŸ“‹ 170 - 18% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/MAIF/shapash
    
  • PyPi (πŸ“₯ 6.7K / month Β· πŸ“¦ 2 Β· ⏱️ 20.09.2023):

     pip install shapash
    
CausalNex (πŸ₯ˆ27 Β· ⭐ 1.9K) - A Python library that helps data scientists to infer.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 220 Β· πŸ“¦ 98 Β· πŸ“‹ 130 - 12% open Β· ⏱️ 11.07.2023):

     git clone https://github.com/quantumblacklabs/causalnex
    
  • PyPi (πŸ“₯ 8.8K / month Β· πŸ“¦ 3 Β· ⏱️ 11.11.2021):

     pip install causalnex
    
Explainability 360 (πŸ₯ˆ27 Β· ⭐ 1.4K) - Interpretability and explainability of data and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 300 Β· πŸ“¦ 81 Β· πŸ“‹ 83 - 65% open Β· ⏱️ 22.08.2023):

     git clone https://github.com/Trusted-AI/AIX360
    
  • PyPi (πŸ“₯ 350 / month Β· πŸ“¦ 1 Β· ⏱️ 31.07.2023):

     pip install aix360
    
yellowbrick (πŸ₯ˆ26 Β· ⭐ 4.1K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“‹ 700 - 12% open Β· ⏱️ 05.07.2023):

     git clone https://github.com/DistrictDataLabs/yellowbrick
    
  • PyPi (πŸ“₯ 380K / month Β· πŸ“¦ 80 Β· ⏱️ 21.08.2022):

     pip install yellowbrick
    
  • Conda (πŸ“₯ 69K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge yellowbrick
    
Fairness 360 (πŸ₯ˆ26 Β· ⭐ 2.1K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 710 Β· πŸ“¦ 300 Β· πŸ“‹ 260 - 64% open Β· ⏱️ 27.07.2023):

     git clone https://github.com/Trusted-AI/AIF360
    
  • PyPi (πŸ“₯ 6.1K / month Β· πŸ“¦ 12 Β· ⏱️ 04.03.2021):

     pip install aif360
    
  • Conda (πŸ“₯ 6.9K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge aif360
    
iNNvestigate (πŸ₯ˆ26 Β· ⭐ 1.2K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 240 Β· πŸ“₯ 79 Β· πŸ“¦ 110 Β· πŸ“‹ 260 - 21% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/albermax/innvestigate
    
  • PyPi (πŸ“₯ 690 / month Β· πŸ“¦ 2 Β· ⏱️ 14.09.2023):

     pip install innvestigate
    
DiCE (πŸ₯‰25 Β· ⭐ 1.2K) - Generate Diverse Counterfactual Explanations for any machine.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/interpretml/DiCE
    
  • PyPi (πŸ“₯ 99K / month Β· πŸ“¦ 5 Β· ⏱️ 02.06.2022):

     pip install dice-ml
    
keract (πŸ₯‰24 Β· ⭐ 1K) - Layers Outputs and Gradients in Keras. Made easy. MIT
  • GitHub (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 180 Β· πŸ“¦ 190 Β· πŸ“‹ 89 - 3% open Β· ⏱️ 08.08.2023):

     git clone https://github.com/philipperemy/keract
    
  • PyPi (πŸ“₯ 4.3K / month Β· πŸ“¦ 9 Β· ⏱️ 25.09.2022):

     pip install keract
    
LIT (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - The Learning Interpretability Tool: Interactively analyze ML models.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 330 Β· πŸ“¦ 23 Β· πŸ“‹ 160 - 53% open Β· ⏱️ 02.12.2022):

     git clone https://github.com/PAIR-code/lit
    
  • PyPi (πŸ“₯ 1.3K / month Β· πŸ“¦ 1 Β· ⏱️ 02.12.2022):

     pip install lit-nlp
    
  • Conda (πŸ“₯ 64K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge lit-nlp
    
What-If Tool (πŸ₯‰22 Β· ⭐ 840) - Source code/webpage/demos for the What-If Tool. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 150 Β· πŸ“‹ 140 - 58% open Β· ⏱️ 27.04.2023):

     git clone https://github.com/PAIR-code/what-if-tool
    
  • PyPi (πŸ“₯ 6.8K / month Β· πŸ“¦ 4 Β· ⏱️ 12.10.2021):

     pip install witwidget
    
  • Conda (πŸ“₯ 2M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge tensorboard-plugin-wit
    
  • npm (πŸ“₯ 880 / month Β· πŸ“¦ 1 Β· ⏱️ 12.10.2021):

     npm install wit-widget
    
ecco (πŸ₯‰21 Β· ⭐ 1.8K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
  • GitHub (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 140 Β· πŸ“₯ 65 Β· πŸ“¦ 26 Β· πŸ“‹ 57 - 45% open Β· ⏱️ 10.08.2023):

     git clone https://github.com/jalammar/ecco
    
  • PyPi (πŸ“₯ 460 / month Β· πŸ“¦ 1 Β· ⏱️ 09.01.2022):

     pip install ecco
    
  • Conda (πŸ“₯ 4K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge ecco
    
aequitas (πŸ₯‰21 Β· ⭐ 570) - Bias and Fairness Audit Toolkit. MIT
  • GitHub (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 97 Β· πŸ“¦ 140 Β· πŸ“‹ 71 - 67% open Β· ⏱️ 20.08.2023):

     git clone https://github.com/dssg/aequitas
    
  • PyPi (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 16.12.2020):

     pip install aequitas
    
model-card-toolkit (πŸ₯‰21 Β· ⭐ 390) - A toolkit that streamlines and automates the generation.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 79 Β· πŸ“₯ 8 Β· πŸ“¦ 19 Β· πŸ“‹ 33 - 30% open Β· ⏱️ 26.07.2023):

     git clone https://github.com/tensorflow/model-card-toolkit
    
  • PyPi (πŸ“₯ 840 / month Β· πŸ“¦ 1 Β· ⏱️ 28.04.2022):

     pip install model-card-toolkit
    
fairness-indicators (πŸ₯‰19 Β· ⭐ 320) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 78 Β· πŸ“‹ 30 - 70% open Β· ⏱️ 16.08.2023):

     git clone https://github.com/tensorflow/fairness-indicators
    
  • PyPi (πŸ“₯ 2.5K / month Β· ⏱️ 13.12.2022):

     pip install fairness-indicators
    
LOFO (πŸ₯‰18 Β· ⭐ 770) - Leave One Feature Out Importance. MIT
  • GitHub (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 76 Β· πŸ“¦ 27 Β· πŸ“‹ 27 - 22% open Β· ⏱️ 14.04.2023):

     git clone https://github.com/aerdem4/lofo-importance
    
  • PyPi (πŸ“₯ 930 / month Β· πŸ“¦ 2 Β· ⏱️ 27.04.2022):

     pip install lofo-importance
    
sklearn-evaluation (πŸ₯‰18 Β· ⭐ 360 Β· πŸ’€) - Machine learning model evaluation made easy: plots,.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 41 Β· ⏱️ 13.01.2023):

     git clone https://github.com/edublancas/sklearn-evaluation
    
  • PyPi (πŸ“₯ 12K / month Β· πŸ“¦ 5 Β· ⏱️ 28.12.2020):

     pip install sklearn-evaluation
    
ExplainX.ai (πŸ₯‰16 Β· ⭐ 360 Β· πŸ’€) - Explainable AI framework for data scientists. Explain & debug any.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 49 Β· πŸ“₯ 11 Β· πŸ“‹ 29 - 41% open Β· ⏱️ 15.09.2022):

     git clone https://github.com/explainX/explainx
    
  • PyPi (πŸ“₯ 2.2K / month Β· ⏱️ 04.02.2021):

     pip install explainx
    
FlashTorch (πŸ₯‰15 Β· ⭐ 710) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
  • GitHub (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 87 Β· πŸ“¦ 15 Β· πŸ“‹ 32 - 31% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/MisaOgura/flashtorch
    
  • PyPi (πŸ“₯ 140 / month Β· ⏱️ 29.05.2020):

     pip install flashtorch
    
Show 21 hidden projects...
  • Lime (πŸ₯‡33 Β· ⭐ 11K Β· πŸ’€) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
  • Deep Checks (πŸ₯ˆ30 Β· ⭐ 3K) - Deepchecks: Tests for Continuous Validation of ML Models &.. ❗️AGPL-3.0
  • scikit-plot (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - An intuitive library to add plotting functionality to.. MIT
  • Lucid (πŸ₯‰25 Β· ⭐ 4.6K Β· πŸ’€) - A collection of infrastructure and tools for research in.. Apache-2
  • checklist (πŸ₯‰25 Β· ⭐ 1.9K Β· πŸ’€) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
  • DALEX (πŸ₯‰25 Β· ⭐ 1.2K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
  • keras-vis (πŸ₯‰24 Β· ⭐ 3K Β· πŸ’€) - Neural network visualization toolkit for keras. MIT
  • eli5 (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ’€) - A library for debugging/inspecting machine learning classifiers and.. MIT
  • TreeInterpreter (πŸ₯‰23 Β· ⭐ 730 Β· πŸ’€) - Package for interpreting scikit-learns decision tree.. BSD-3
  • tf-explain (πŸ₯‰22 Β· ⭐ 990 Β· πŸ’€) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
  • random-forest-importances (πŸ₯‰22 Β· ⭐ 570 Β· πŸ’€) - Code to compute permutation and drop-column.. MIT
  • Quantus (πŸ₯‰22 Β· ⭐ 410) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. ❗️GPL-3.0
  • deeplift (πŸ₯‰21 Β· ⭐ 750 Β· πŸ’€) - Public facing deeplift repo. MIT
  • tcav (πŸ₯‰19 Β· ⭐ 590 Β· πŸ’€) - Code for the TCAV ML interpretability project. Apache-2
  • XAI (πŸ₯‰16 Β· ⭐ 940 Β· πŸ’€) - XAI - An eXplainability toolbox for machine learning. MIT
  • Anchor (πŸ₯‰16 Β· ⭐ 760 Β· πŸ’€) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
  • Skater (πŸ₯‰15 Β· ⭐ 1.1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
  • interpret-text (πŸ₯‰13 Β· ⭐ 380 Β· πŸ’€) - A library that incorporates state-of-the-art explainers.. MIT
  • contextual-ai (πŸ₯‰13 Β· ⭐ 83 Β· πŸ’€) - Contextual AI adds explainability to different stages of.. Apache-2
  • Attribution Priors (πŸ₯‰12 Β· ⭐ 120 Β· πŸ’€) - Tools for training explainable models using.. MIT
  • bias-detector (πŸ₯‰11 Β· ⭐ 43 Β· πŸ’€) - Bias Detector is a python package for detecting bias in machine.. MIT

Vector Similarity Search (ANN)

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Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

πŸ”—Β ANN Benchmarks ( ⭐ 4K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (πŸ₯‡40 Β· ⭐ 23K) - A cloud-native vector database, storage for next generation AI.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 2.5K Β· πŸ“₯ 42K Β· πŸ“‹ 9.1K - 7% open Β· ⏱️ 21.09.2023):

     git clone https://github.com/milvus-io/milvus
    
  • PyPi (πŸ“₯ 460K / month Β· πŸ“¦ 34 Β· ⏱️ 15.09.2023):

     pip install pymilvus
    
  • Docker Hub (πŸ“₯ 5.5M Β· ⭐ 36 Β· ⏱️ 21.09.2023):

     docker pull milvusdb/milvus
    
Faiss (πŸ₯‡37 Β· ⭐ 24K) - A library for efficient similarity search and clustering of dense vectors. MIT
  • GitHub (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 3.1K Β· πŸ“¦ 3.1K Β· πŸ“‹ 2.2K - 15% open Β· ⏱️ 14.09.2023):

     git clone https://github.com/facebookresearch/faiss
    
  • PyPi (πŸ“₯ 460K / month Β· πŸ“¦ 34 Β· ⏱️ 15.09.2023):

     pip install pymilvus
    
  • Conda (πŸ“₯ 890K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge faiss
    
Annoy (πŸ₯ˆ35 Β· ⭐ 12K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 1.1K Β· πŸ“¦ 3.2K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 20.08.2023):

     git clone https://github.com/spotify/annoy
    
  • PyPi (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 14.06.2023):

     pip install annoy
    
  • Conda (πŸ“₯ 360K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge python-annoy
    
hnswlib (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Header-only C++/python library for fast approximate nearest.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 490 Β· πŸ“¦ 4.9K Β· πŸ“‹ 320 - 53% open Β· ⏱️ 05.02.2023):

     git clone https://github.com/nmslib/hnswlib
    
  • PyPi (πŸ“₯ 770K / month Β· πŸ“¦ 51 Β· ⏱️ 05.02.2023):

     pip install hnswlib
    
  • Conda (πŸ“₯ 110K Β· ⏱️ 28.06.2023):

     conda install -c conda-forge hnswlib
    
PyNNDescent (πŸ₯ˆ30 Β· ⭐ 790) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
  • GitHub (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 98 Β· πŸ“¦ 4.3K Β· πŸ“‹ 130 - 52% open Β· ⏱️ 12.09.2023):

     git clone https://github.com/lmcinnes/pynndescent
    
  • PyPi (πŸ“₯ 870K / month Β· πŸ“¦ 59 Β· ⏱️ 31.10.2022):

     pip install pynndescent
    
  • Conda (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pynndescent
    
USearch (πŸ₯‰27 Β· ⭐ 760) - Fastest Search & Clustering engine for Vectors & Strings in C++, C,.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 38 Β· πŸ“₯ 210 Β· πŸ“¦ 17 Β· πŸ“‹ 59 - 33% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/unum-cloud/usearch
    
  • PyPi (πŸ“₯ 30K / month Β· πŸ“¦ 1 Β· ⏱️ 20.09.2023):

     pip install usearch
    
  • npm (πŸ“₯ 3.2K / month Β· πŸ“¦ 2 Β· ⏱️ 20.09.2023):

     npm install usearch
    
  • Docker Hub (πŸ“₯ 29 Β· ⭐ 1 Β· ⏱️ 20.09.2023):

     docker pull unum/usearch
    
NGT (πŸ₯‰23 Β· ⭐ 1.1K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 100 Β· πŸ“‹ 120 - 12% open Β· ⏱️ 31.08.2023):

     git clone https://github.com/yahoojapan/NGT
    
  • PyPi (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 21.09.2022):

     pip install ngt
    
NearPy (πŸ₯‰20 Β· ⭐ 740 Β· πŸ’€) - Python framework for fast (approximated) nearest neighbour search in.. MIT
  • GitHub (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 140 Β· πŸ“¦ 86 Β· πŸ“‹ 64 - 39% open Β· ⏱️ 22.01.2023):

     git clone https://github.com/pixelogik/NearPy
    
  • PyPi (πŸ“₯ 620 / month Β· πŸ“¦ 16 Β· ⏱️ 27.09.2016):

     pip install NearPy
    
N2 (πŸ₯‰18 Β· ⭐ 550) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 27 Β· πŸ“‹ 35 - 37% open Β· ⏱️ 27.06.2023):

     git clone https://github.com/kakao/n2
    
  • PyPi (πŸ“₯ 930 / month Β· πŸ“¦ 4 Β· ⏱️ 16.10.2020):

     pip install n2
    
Show 3 hidden projects...
  • NMSLIB (πŸ₯ˆ30 Β· ⭐ 3.1K Β· πŸ’€) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
  • Magnitude (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - A fast, efficient universal vector embedding utility package. MIT
  • PySparNN (πŸ₯‰11 Β· ⭐ 910 Β· πŸ’€) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

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Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (πŸ₯‡40 Β· ⭐ 7.8K) - Bayesian Modeling in Python. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.8K Β· πŸ“₯ 1.9K Β· πŸ“¦ 2K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 18.09.2023):

     git clone https://github.com/pymc-devs/pymc
    
  • PyPi (πŸ“₯ 450K / month Β· πŸ“¦ 250 Β· ⏱️ 15.03.2022):

     pip install pymc3
    
  • Conda (πŸ“₯ 540K Β· ⏱️ 16.06.2023):

     conda install -c conda-forge pymc3
    
tensorflow-probability (πŸ₯‡37 Β· ⭐ 4K) - Probabilistic reasoning and statistical analysis in.. Apache-2
  • GitHub (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.1K Β· πŸ“‹ 1.4K - 47% open Β· ⏱️ 20.09.2023):

     git clone https://github.com/tensorflow/probability
    
  • PyPi (πŸ“₯ 1.3M / month Β· πŸ“¦ 420 Β· ⏱️ 04.08.2023):

     pip install tensorflow-probability