Best-of Machine Learning with Python

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

This curated list contains 920 awesome open-source projects with a total of 5.1M 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!

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Machine Learning Frameworks 64 projects
Data Visualization 55 projects
Text Data & NLP 103 projects
Image Data 64 projects
Graph Data 36 projects
Audio Data 29 projects
Geospatial Data 22 projects
Financial Data 25 projects
Time Series Data 29 projects
Medical Data 19 projects
Tabular Data 6 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 2 projects
Distributed Machine Learning 36 projects
Hyperparameter Optimization & AutoML 52 projects
Reinforcement Learning 23 projects
Recommender Systems 17 projects
Privacy Machine Learning 7 projects
Workflow & Experiment Tracking 40 projects
Model Serialization & Deployment 20 projects
Model Interpretability 55 projects
Vector Similarity Search (ANN) 13 projects
Probabilistics & Statistics 24 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 66 projects

Explanation

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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇56 · ⭐ 190K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4.9K · 🔀 75K · 📦 540K · 📋 42K - 4% open · ⏱️ 16.10.2025):
```
git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 24M / month · 📦 9.5K · ⏱️ 13.08.2025):
```
pip install tensorflow
```

Conda (📥 6M · ⏱️ 11.09.2025):

conda install -c conda-forge tensorflow

Docker Hub (📥 81M · ⭐ 2.8K · ⏱️ 16.10.2025):
```
docker pull tensorflow/tensorflow
```

PyTorch (🥇56 · ⭐ 94K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 6K · 🔀 26K · 📥 110K · 📦 830K · 📋 56K - 30% open · ⏱️ 16.10.2025):
```
git clone https://github.com/pytorch/pytorch
```
PyPi (📥 65M / month · 📦 29K · ⏱️ 15.10.2025):
```
pip install torch
```
Conda (📥 29M · ⏱️ 25.03.2025):
```
conda install -c pytorch pytorch
```

scikit-learn (🥇53 · ⭐ 64K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 3.4K · 🔀 26K · 📥 1.1K · 📦 1.3M · 📋 12K - 17% open · ⏱️ 16.10.2025):
```
git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 140M / month · 📦 35K · ⏱️ 09.09.2025):
```
pip install scikit-learn
```

Conda (📥 40M · ⏱️ 09.09.2025):

conda install -c conda-forge scikit-learn

Keras (🥇50 · ⭐ 63K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.4K · 🔀 20K · 📦 300K · 📋 13K - 2% open · ⏱️ 15.10.2025):
```
git clone https://github.com/keras-team/keras
```
PyPi (📥 17M / month · 📦 2K · ⏱️ 21.08.2025):
```
pip install keras
```
Conda (📥 4.4M · ⏱️ 14.08.2025):
```
conda install -c conda-forge keras
```

XGBoost (🥇46 · ⭐ 27K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 670 · 🔀 8.8K · 📥 19K · 📦 170K · 📋 5.6K - 8% open · ⏱️ 16.10.2025):
```
git clone https://github.com/dmlc/xgboost
```
PyPi (📥 32M / month · 📦 2.8K · ⏱️ 26.09.2025):
```
pip install xgboost
```
Conda (📥 6.6M · ⏱️ 16.09.2025):
```
conda install -c conda-forge xgboost
```

PaddlePaddle (🥇46 · ⭐ 23K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 5.8K · 📥 15K · 📦 8.8K · 📋 20K - 9% open · ⏱️ 16.10.2025):
```
git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 1.6M / month · 📦 270 · ⏱️ 08.09.2025):
```
pip install paddlepaddle
```

jax (🥇45 · ⭐ 34K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 970 · 🔀 3.2K · 📦 47K · 📋 6.6K - 24% open · ⏱️ 16.10.2025):
```
git clone https://github.com/google/jax
```
PyPi (📥 12M / month · 📦 3.1K · ⏱️ 15.10.2025):
```
pip install jax
```
Conda (📥 3.2M · ⏱️ 06.10.2025):
```
conda install -c conda-forge jaxlib
```

pytorch-lightning (🥇45 · ⭐ 30K) - Pretrain, finetune ANY AI model of ANY size on 1 or.. Apache-2

GitHub (👨‍💻 1K · 🔀 3.6K · 📥 15K · 📦 48K · 📋 7.4K - 11% open · ⏱️ 16.10.2025):
```
git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 12M / month · 📦 1.8K · ⏱️ 05.09.2025):
```
pip install pytorch-lightning
```

Conda (📥 1.7M · ⏱️ 05.09.2025):

conda install -c conda-forge pytorch-lightning

StatsModels (🥇45 · ⭐ 11K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 470 · 🔀 3.3K · 📥 36 · 📦 180K · 📋 5.8K - 50% open · ⏱️ 13.10.2025):
```
git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 23M / month · 📦 5.6K · ⏱️ 07.07.2025):
```
pip install statsmodels
```

Conda (📥 22M · ⏱️ 01.10.2025):

conda install -c conda-forge statsmodels

PySpark (🥈44 · ⭐ 42K · 📉) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 3.3K · 🔀 29K · ⏱️ 16.10.2025):
```
git clone https://github.com/apache/spark
```
PyPi (📥 47M / month · 📦 2.1K · ⏱️ 28.09.2025):
```
pip install pyspark
```
Conda (📥 4.2M · ⏱️ 08.09.2025):
```
conda install -c conda-forge pyspark
```

LightGBM (🥈42 · ⭐ 18K · 📈) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT

GitHub (👨‍💻 330 · 🔀 3.9K · 📥 310K · 📦 56K · 📋 3.6K - 12% open · ⏱️ 16.10.2025):
```
git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 11M / month · 📦 1.6K · ⏱️ 15.02.2025):
```
pip install lightgbm
```
Conda (📥 4.1M · ⏱️ 15.10.2025):
```
conda install -c conda-forge lightgbm
```

Catboost (🥈42 · ⭐ 8.6K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 1.2K · 📥 460K · 📦 19 · 📋 2.5K - 25% open · ⏱️ 16.10.2025):
```
git clone https://github.com/catboost/catboost
```
PyPi (📥 5.1M / month · 📦 650 · ⏱️ 13.04.2025):
```
pip install catboost
```
Conda (📥 2.2M · ⏱️ 09.08.2025):
```
conda install -c conda-forge catboost
```

Fastai (🥈41 · ⭐ 28K) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 680 · 🔀 7.6K · 📦 23K · 📋 1.9K - 13% open · ⏱️ 05.09.2025):
```
git clone https://github.com/fastai/fastai
```
PyPi (📥 750K / month · 📦 340 · ⏱️ 19.08.2025):
```
pip install fastai
```

PyFlink (🥈39 · ⭐ 25K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 2.1K · 🔀 14K · 📦 21 · ⏱️ 16.10.2025):
```
git clone https://github.com/apache/flink
```
PyPi (📥 490K / month · 📦 37 · ⏱️ 25.09.2025):
```
pip install apache-flink
```

Flax (🥈38 · ⭐ 6.9K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 280 · 🔀 740 · 📥 61 · 📦 15K · 📋 1.3K - 34% open · ⏱️ 15.10.2025):
```
git clone https://github.com/google/flax
```
PyPi (📥 2.4M / month · 📦 740 · ⏱️ 25.09.2025):
```
pip install flax
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
conda install -c conda-forge flax
```

Ignite (🥈36 · ⭐ 4.7K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 990 · 🔀 660 · 📦 3.9K · 📋 1.5K - 11% open · ⏱️ 15.10.2025):
```
git clone https://github.com/pytorch/ignite
```
PyPi (📥 200K / month · 📦 120 · ⏱️ 16.10.2025):
```
pip install pytorch-ignite
```
Conda (📥 250K · ⏱️ 16.10.2025):
```
conda install -c pytorch ignite
```

ivy (🥈35 · ⭐ 14K) - Convert Machine Learning Code Between Frameworks. Apache-2

GitHub (👨‍💻 1.5K · 🔀 5.6K · 📋 17K - 5% open · ⏱️ 10.10.2025):
```
git clone https://github.com/unifyai/ivy
```
PyPi (📥 46K / month · 📦 16 · ⏱️ 16.06.2025):
```
pip install ivy
```

einops (🥈35 · ⭐ 9.2K) - Flexible and powerful tensor operations for readable and reliable code.. MIT

GitHub (👨‍💻 34 · 🔀 380 · 📦 82K · 📋 200 - 17% open · ⏱️ 12.08.2025):
```
git clone https://github.com/arogozhnikov/einops
```
PyPi (📥 14M / month · 📦 2.6K · ⏱️ 09.02.2025):
```
pip install einops
```
Conda (📥 470K · ⏱️ 22.04.2025):
```
conda install -c conda-forge einops
```

Jina (🥈33 · ⭐ 22K · 💤) - Build multimodal AI applications with cloud-native stack. Apache-2

GitHub (👨‍💻 180 · 🔀 2.2K · ⏱️ 24.03.2025):
```
git clone https://github.com/jina-ai/jina
```
PyPi (📥 140K / month · 📦 29 · ⏱️ 24.03.2025):
```
pip install jina
```
Conda (📥 110K · ⏱️ 22.04.2025):
```
conda install -c conda-forge jina-core
```
Docker Hub (📥 1.8M · ⭐ 9 · ⏱️ 24.03.2025):
```
docker pull jinaai/jina
```

mlpack (🥈33 · ⭐ 5.5K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 330 · 🔀 1.7K · 📋 1.7K - 1% open · ⏱️ 11.10.2025):
```
git clone https://github.com/mlpack/mlpack
```
PyPi (📥 7.4K / month · 📦 6 · ⏱️ 22.05.2025):
```
pip install mlpack
```
Conda (📥 400K · ⏱️ 22.04.2025):
```
conda install -c conda-forge mlpack
```

Thinc (🥈33 · ⭐ 2.9K · 💤) - A refreshing functional take on deep learning, compatible with your.. MIT

GitHub (👨‍💻 67 · 🔀 280 · 📥 1.9K · 📦 70K · 📋 160 - 14% open · ⏱️ 07.03.2025):
```
git clone https://github.com/explosion/thinc
```
PyPi (📥 15M / month · 📦 160 · ⏱️ 04.04.2025):
```
pip install thinc
```
Conda (📥 3.9M · ⏱️ 06.07.2025):
```
conda install -c conda-forge thinc
```

Ludwig (🥈32 · ⭐ 12K · 💤) - Low-code framework for building custom LLMs, neural networks,.. Apache-2

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 340 · 📋 1.1K - 4% open · ⏱️ 17.10.2024):
```
git clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 4.1K / month · 📦 6 · ⏱️ 30.07.2024):
```
pip install ludwig
```

Sonnet (🥈32 · ⭐ 9.9K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 61 · 🔀 1.3K · 📦 1.5K · 📋 190 - 16% open · ⏱️ 04.08.2025):
```
git clone https://github.com/deepmind/sonnet
```
PyPi (📥 53K / month · 📦 19 · ⏱️ 02.01.2024):
```
pip install dm-sonnet
```
Conda (📥 47K · ⏱️ 22.04.2025):
```
conda install -c conda-forge sonnet
```

skorch (🥈32 · ⭐ 6.1K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 68 · 🔀 400 · 📦 1.7K · 📋 540 - 12% open · ⏱️ 15.08.2025):
```
git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 180K / month · 📦 110 · ⏱️ 08.08.2025):
```
pip install skorch
```
Conda (📥 810K · ⏱️ 08.08.2025):
```
conda install -c conda-forge skorch
```

Haiku (🥈32 · ⭐ 3.1K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 90 · 🔀 260 · 📦 2.6K · 📋 250 - 29% open · ⏱️ 29.09.2025):
```
git clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 290K / month · 📦 200 · ⏱️ 18.09.2025):
```
pip install dm-haiku
```
Conda (📥 43K · ⏱️ 19.09.2025):
```
conda install -c conda-forge dm-haiku
```

tensorflow-upstream (🥉31 · ⭐ 700) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 5K · 🔀 100 · 📥 31 · 📋 400 - 3% open · ⏱️ 16.10.2025):
```
git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 2.2K / month · 📦 9 · ⏱️ 10.01.2024):
```
pip install tensorflow-rocm
```

Geomstats (🥉30 · ⭐ 1.4K) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 97 · 🔀 260 · 📦 150 · 📋 570 - 36% open · ⏱️ 06.10.2025):
```
git clone https://github.com/geomstats/geomstats
```
PyPi (📥 24K / month · 📦 12 · ⏱️ 09.09.2024):
```
pip install geomstats
```
Conda (📥 8.1K · ⏱️ 22.04.2025):
```
conda install -c conda-forge geomstats
```

NuPIC (🥉28 · ⭐ 6.4K · 💤) - Numenta Platform for Intelligent Computing is an implementation of.. MIT

GitHub (👨‍💻 120 · 🔀 1.5K · 📥 26 · 📦 21 · 📋 1.8K - 25% open · ⏱️ 03.12.2024):
```
git clone https://github.com/numenta/nupic
```
PyPi (📥 1.6K / month · ⏱️ 01.09.2016):
```
pip install nupic
```

pyRiemann (🥉28 · ⭐ 700) - Machine learning for multivariate data through the Riemannian.. BSD-3

GitHub (👨‍💻 38 · 🔀 170 · 📦 480 · 📋 110 - 2% open · ⏱️ 13.10.2025):
```
git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 110K / month · 📦 31 · ⏱️ 23.07.2025):
```
pip install pyriemann
```
Conda (📥 16K · ⏱️ 23.07.2025):
```
conda install -c conda-forge pyriemann
```

Determined (🥉26 · ⭐ 3.2K · 💤) - Determined is an open-source machine learning.. Apache-2

GitHub (👨‍💻 120 · 🔀 360 · 📥 7.8K · 📋 450 - 22% open · ⏱️ 20.03.2025):
```
git clone https://github.com/determined-ai/determined
```
PyPi (📥 30K / month · 📦 4 · ⏱️ 19.03.2025):
```
pip install determined
```

Neural Network Libraries (🥉26 · ⭐ 2.8K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 76 · 🔀 340 · 📥 1K · 📋 95 - 36% open · ⏱️ 29.08.2025):
```
git clone https://github.com/sony/nnabla
```
PyPi (📥 2.7K / month · 📦 44 · ⏱️ 29.05.2024):
```
pip install nnabla
```

deepinv (🥉26 · ⭐ 530) - DeepInverse: a PyTorch library for solving imaging inverse problems.. BSD-3

GitHub (👨‍💻 52 · 🔀 120 · 📥 22 · 📦 23 · 📋 350 - 34% open · ⏱️ 16.10.2025):
```
git clone https://github.com/deepinv/deepinv
```
PyPi (📥 3.6K / month · ⏱️ 08.10.2025):
```
pip install deepinv
```

Towhee (🥉23 · ⭐ 3.4K · 💤) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 38 · 🔀 260 · 📥 2.7K · 📋 670 - 0% open · ⏱️ 18.10.2024):
```
git clone https://github.com/towhee-io/towhee
```
PyPi (📥 1.7K / month · ⏱️ 04.12.2023):
```
pip install towhee
```

fklearn (🥉22 · ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 56 · 🔀 170 · 📦 16 · 📋 64 - 60% open · ⏱️ 23.04.2025):
```
git clone https://github.com/nubank/fklearn
```
PyPi (📥 1K / month · ⏱️ 26.02.2025):
```
pip install fklearn
```

NeoML (🥉19 · ⭐ 790) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 40 · 🔀 130 · 📦 2 · 📋 91 - 40% open · ⏱️ 15.07.2025):
```
git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 360 / month · ⏱️ 26.12.2023):
```
pip install neoml
```

chefboost (🥉19 · ⭐ 480) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 7 · 🔀 100 · 📦 72 · ⏱️ 09.07.2025):
```
git clone https://github.com/serengil/chefboost
```
PyPi (📥 760 / month · ⏱️ 30.10.2024):
```
pip install chefboost
```

Runhouse (🥉18 · ⭐ 1K) - Distribute and run AI workloads magically in Python, like PyTorch for.. Apache-2

GitHub (👨‍💻 16 · 🔀 40 · 📥 79 · 📋 52 - 19% open · ⏱️ 15.07.2025):
```
git clone https://github.com/run-house/runhouse
```
PyPi (📥 5.2K / month · 📦 1 · ⏱️ 10.03.2025):
```
pip install runhouse
```

ThunderGBM (🥉18 · ⭐ 710 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 12 · 🔀 88 · 📦 4 · 📋 81 - 48% open · ⏱️ 19.03.2025):
```
git clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 210 / month · ⏱️ 19.09.2022):
```
pip install thundergbm
```

Show 26 hidden projects...

dlib (🥈40 · ⭐ 14K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
MXNet (🥈38 · ⭐ 21K · 💀) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
Theano (🥈37 · ⭐ 10K · 💀) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
Chainer (🥈33 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
MindsDB (🥈32 · ⭐ 36K) - AI Analytics and Knowledge Engine for RAG over large-scale,.. ❗️ICU
Turi Create (🥈32 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
TFlearn (🥈32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
Vowpal Wabbit (🥈32 · ⭐ 8.6K · 💀) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
tensorpack (🥈32 · ⭐ 6.3K · 💀) - A Neural Net Training Interface on TensorFlow, with.. Apache-2
dyNET (🥉31 · ⭐ 3.4K · 💀) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
CNTK (🥉29 · ⭐ 18K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Lasagne (🥉29 · ⭐ 3.9K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
SHOGUN (🥉26 · ⭐ 3.1K · 💀) - Unified and efficient Machine Learning. BSD-3
ktrain (🥉26 · ⭐ 1.3K · 💀) - ktrain is a Python library that makes deep learning and AI.. Apache-2
NeuPy (🥉25 · ⭐ 740 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
xLearn (🥉24 · ⭐ 3.1K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
EvaDB (🥉24 · ⭐ 2.7K · 💀) - Database system for AI-powered apps. Apache-2
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Neural Tangents (🥉22 · ⭐ 2.4K · 💀) - Fast and Easy Infinite Neural Networks in Python. Apache-2
ThunderSVM (🥉22 · ⭐ 1.6K · 💀) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
Torchbearer (🥉22 · ⭐ 640 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
mace (🥉21 · ⭐ 5K · 💀) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
Objax (🥉21 · ⭐ 770 · 💀) - Objax is a machine learning framework that provides an Object.. Apache-2
elegy (🥉19 · ⭐ 480 · 💀) - A High Level API for Deep Learning in JAX. MIT
StarSpace (🥉16 · ⭐ 4K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
nanodl (🥉14 · ⭐ 290 · 💀) - A Jax-based library for building transformers, includes.. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇49 · ⭐ 22K) - matplotlib: plotting with Python. ❗Unlicensed

GitHub (👨‍💻 1.9K · 🔀 8.1K · 📦 1.9M · 📋 11K - 14% open · ⏱️ 15.10.2025):
```
git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 120M / month · 📦 68K · ⏱️ 09.10.2025):
```
pip install matplotlib
```

Conda (📥 33M · ⏱️ 15.10.2025):

conda install -c conda-forge matplotlib

Plotly (🥇47 · ⭐ 18K) - The interactive graphing library for Python. MIT

GitHub (👨‍💻 300 · 🔀 2.7K · 📥 520 · 📦 460K · 📋 3.3K - 21% open · ⏱️ 09.10.2025):
```
git clone https://github.com/plotly/plotly.py
```
PyPi (📥 36M / month · 📦 9.7K · ⏱️ 02.10.2025):
```
pip install plotly
```
Conda (📥 11M · ⏱️ 03.10.2025):
```
conda install -c conda-forge plotly
```
npm (📥 2.6K / month · 📦 9 · ⏱️ 12.01.2021):
```
npm install plotlywidget
```

dash (🥇45 · ⭐ 24K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (👨‍💻 190 · 🔀 2.2K · 📥 110 · 📦 89K · 📋 2.1K - 27% open · ⏱️ 07.10.2025):
```
git clone https://github.com/plotly/dash
```
PyPi (📥 5.3M / month · 📦 1.9K · ⏱️ 10.10.2025):
```
pip install dash
```
Conda (📥 2.1M · ⏱️ 11.08.2025):
```
conda install -c conda-forge dash
```

Bokeh (🥇45 · ⭐ 20K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 720 · 🔀 4.2K · 📦 100K · 📋 8.1K - 10% open · ⏱️ 14.10.2025):
```
git clone https://github.com/bokeh/bokeh
```
PyPi (📥 5.3M / month · 📦 2.2K · ⏱️ 13.10.2025):
```
pip install bokeh
```
Conda (📥 18M · ⏱️ 30.08.2025):
```
conda install -c conda-forge bokeh
```

Seaborn (🥇42 · ⭐ 14K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 220 · 🔀 2K · 📥 510 · 📦 700K · 📋 2.6K - 6% open · ⏱️ 10.07.2025):
```
git clone https://github.com/mwaskom/seaborn
```
PyPi (📥 31M / month · 📦 11K · ⏱️ 25.01.2024):
```
pip install seaborn
```
Conda (📥 15M · ⏱️ 22.04.2025):
```
conda install -c conda-forge seaborn
```

Altair (🥇41 · ⭐ 10K) - Declarative visualization library for Python. BSD-3

GitHub (👨‍💻 180 · 🔀 800 · 📥 260 · 📦 240K · 📋 2.1K - 6% open · ⏱️ 14.10.2025):
```
git clone https://github.com/altair-viz/altair
```
PyPi (📥 37M / month · 📦 920 · ⏱️ 23.11.2024):
```
pip install altair
```
Conda (📥 2.9M · ⏱️ 22.04.2025):
```
conda install -c conda-forge altair
```

FiftyOne (🥈39 · ⭐ 10K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 160 · 🔀 670 · 📦 1K · 📋 1.7K - 35% open · ⏱️ 15.10.2025):
```
git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 150K / month · 📦 36 · ⏱️ 25.09.2025):
```
pip install fiftyone
```

Graphviz (🥈39 · ⭐ 1.8K) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 24 · 🔀 220 · 📦 94K · 📋 190 - 6% open · ⏱️ 12.10.2025):
```
git clone https://github.com/xflr6/graphviz
```
PyPi (📥 26M / month · 📦 3.2K · ⏱️ 15.06.2025):
```
pip install graphviz
```

Conda (📥 58K · ⏱️ 22.04.2025):

conda install -c anaconda python-graphviz

PyVista (🥈38 · ⭐ 3.3K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT

GitHub (👨‍💻 190 · 🔀 590 · 📥 960 · 📦 5.2K · 📋 2K - 35% open · ⏱️ 16.10.2025):
```
git clone https://github.com/pyvista/pyvista
```
PyPi (📥 860K / month · 📦 820 · ⏱️ 26.08.2025):
```
pip install pyvista
```
Conda (📥 800K · ⏱️ 10.10.2025):
```
conda install -c conda-forge pyvista
```

HoloViews (🥈38 · ⭐ 2.8K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 150 · 🔀 410 · 📦 17K · 📋 3.4K - 31% open · ⏱️ 15.10.2025):
```
git clone https://github.com/holoviz/holoviews
```
PyPi (📥 890K / month · 📦 470 · ⏱️ 29.09.2025):
```
pip install holoviews
```
Conda (📥 2.4M · ⏱️ 25.06.2025):
```
conda install -c conda-forge holoviews
```
npm (📥 250 / month · 📦 7 · ⏱️ 20.06.2025):
```
npm install @pyviz/jupyterlab_pyviz
```

pyecharts (🥈37 · ⭐ 16K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 45 · 🔀 2.9K · 📥 75 · 📦 5.5K · 📋 1.9K - 0% open · ⏱️ 10.10.2025):
```
git clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 460K / month · 📦 280 · ⏱️ 10.10.2025):
```
pip install pyecharts
```

PyQtGraph (🥈37 · ⭐ 4.2K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 300 · 🔀 1.1K · 📦 13K · 📋 1.4K - 31% open · ⏱️ 02.10.2025):
```
git clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 620K / month · 📦 1K · ⏱️ 29.04.2024):
```
pip install pyqtgraph
```
Conda (📥 870K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pyqtgraph
```

pandas-profiling (🥈35 · ⭐ 13K) - 1 Line of code data quality profiling & exploratory.. MIT

GitHub (👨‍💻 140 · 🔀 1.7K · 📥 470 · 📦 6.9K · 📋 850 - 30% open · ⏱️ 19.09.2025):
```
git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 360K / month · 📦 180 · ⏱️ 03.02.2023):
```
pip install pandas-profiling
```

Conda (📥 580K · ⏱️ 22.04.2025):

conda install -c conda-forge pandas-profiling

plotnine (🥈35 · ⭐ 4.4K) - A Grammar of Graphics for Python. MIT

GitHub (👨‍💻 110 · 🔀 240 · 📦 13K · 📋 750 - 10% open · ⏱️ 16.10.2025):
```
git clone https://github.com/has2k1/plotnine
```
PyPi (📥 2.2M / month · 📦 400 · ⏱️ 15.07.2025):
```
pip install plotnine
```
Conda (📥 550K · ⏱️ 15.07.2025):
```
conda install -c conda-forge plotnine
```

VisPy (🥈35 · ⭐ 3.5K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 210 · 🔀 620 · 📦 2.1K · 📋 1.5K - 25% open · ⏱️ 13.10.2025):
```
git clone https://github.com/vispy/vispy
```
PyPi (📥 230K / month · 📦 200 · ⏱️ 19.05.2025):
```
pip install vispy
```
Conda (📥 960K · ⏱️ 30.08.2025):
```
conda install -c conda-forge vispy
```
npm (📥 1 / month · 📦 3 · ⏱️ 15.03.2020):
```
npm install vispy
```

cartopy (🥈35 · ⭐ 1.5K) - Cartopy - a cartographic python library with matplotlib support. BSD-3

GitHub (👨‍💻 140 · 🔀 390 · 📦 8.1K · 📋 1.3K - 23% open · ⏱️ 24.09.2025):
```
git clone https://github.com/SciTools/cartopy
```
PyPi (📥 810K / month · 📦 970 · ⏱️ 01.08.2025):
```
pip install cartopy
```
Conda (📥 5.6M · ⏱️ 03.09.2025):
```
conda install -c conda-forge cartopy
```

datashader (🥈34 · ⭐ 3.5K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 63 · 🔀 380 · 📦 6.3K · 📋 620 - 24% open · ⏱️ 09.10.2025):
```
git clone https://github.com/holoviz/datashader
```
PyPi (📥 300K / month · 📦 250 · ⏱️ 05.08.2025):
```
pip install datashader
```

Conda (📥 1.6M · ⏱️ 05.08.2025):

conda install -c conda-forge datashader

lets-plot (🥈34 · ⭐ 1.7K) - Multiplatform plotting library based on the Grammar of Graphics. MIT

GitHub (👨‍💻 21 · 🔀 54 · 📥 3.4K · 📦 190 · 📋 730 - 21% open · ⏱️ 15.10.2025):
```
git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 130K / month · 📦 16 · ⏱️ 12.09.2025):
```
pip install lets-plot
```

wordcloud (🥈33 · ⭐ 10K) - A little word cloud generator in Python. MIT

GitHub (👨‍💻 75 · 🔀 2.3K · 📦 21 · 📋 560 - 24% open · ⏱️ 31.08.2025):
```
git clone https://github.com/amueller/word_cloud
```
PyPi (📥 2M / month · 📦 550 · ⏱️ 10.11.2024):
```
pip install wordcloud
```
Conda (📥 780K · ⏱️ 03.09.2025):
```
conda install -c conda-forge wordcloud
```

Perspective (🥈33 · ⭐ 9.5K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.2K · 📥 12K · 📦 190 · 📋 900 - 12% open · ⏱️ 15.10.2025):
```
git clone https://github.com/finos/perspective
```
PyPi (📥 19K / month · 📦 31 · ⏱️ 03.09.2025):
```
pip install perspective-python
```

Conda (📥 2.3M · ⏱️ 26.09.2025):

conda install -c conda-forge perspective

npm (📥 320 / month · 📦 6 · ⏱️ 03.09.2025):
```
npm install @finos/perspective-jupyterlab
```

UMAP (🥈32 · ⭐ 8K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 140 · 🔀 850 · 📦 1 · 📋 860 - 59% open · ⏱️ 12.10.2025):
```
git clone https://github.com/lmcinnes/umap
```
PyPi (📥 2.7M / month · 📦 1.3K · ⏱️ 03.07.2025):
```
pip install umap-learn
```

Conda (📥 3.2M · ⏱️ 03.07.2025):

conda install -c conda-forge umap-learn

mpld3 (🥈32 · ⭐ 2.4K) - An interactive data visualization tool which brings matplotlib graphics to.. BSD-3

GitHub (👨‍💻 54 · 🔀 360 · 📦 7.6K · 📋 370 - 59% open · ⏱️ 27.07.2025):
```
git clone https://github.com/mpld3/mpld3
```
PyPi (📥 470K / month · 📦 160 · ⏱️ 27.07.2025):
```
pip install mpld3
```
Conda (📥 280K · ⏱️ 28.07.2025):
```
conda install -c conda-forge mpld3
```
npm (📥 1K / month · 📦 11 · ⏱️ 27.07.2025):
```
npm install mpld3
```

hvPlot (🥈32 · ⭐ 1.3K) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3

GitHub (👨‍💻 52 · 🔀 110 · 📦 7.3K · 📋 930 - 41% open · ⏱️ 10.10.2025):
```
git clone https://github.com/holoviz/hvplot
```
PyPi (📥 350K / month · 📦 270 · ⏱️ 29.08.2025):
```
pip install hvplot
```
Conda (📥 850K · ⏱️ 04.09.2025):
```
conda install -c conda-forge hvplot
```

bqplot (🥉30 · ⭐ 3.7K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 66 · 🔀 480 · 📦 62 · 📋 650 - 42% open · ⏱️ 25.08.2025):
```
git clone https://github.com/bqplot/bqplot
```
PyPi (📥 240K / month · 📦 110 · ⏱️ 21.05.2025):
```
pip install bqplot
```
Conda (📥 1.9M · ⏱️ 02.09.2025):
```
conda install -c conda-forge bqplot
```
npm (📥 2.7K / month · 📦 21 · ⏱️ 03.09.2025):
```
npm install bqplot
```

D-Tale (🥉29 · ⭐ 5K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 31 · 🔀 430 · 📦 1.5K · 📋 610 - 10% open · ⏱️ 30.07.2025):
```
git clone https://github.com/man-group/dtale
```
PyPi (📥 30K / month · 📦 53 · ⏱️ 30.07.2025):
```
pip install dtale
```
Conda (📥 480K · ⏱️ 30.07.2025):
```
conda install -c conda-forge dtale
```

HyperTools (🥉27 · ⭐ 1.9K) - A Python toolbox for gaining geometric insights into high-dimensional.. MIT

GitHub (👨‍💻 23 · 🔀 160 · 📥 73 · 📦 510 · 📋 200 - 34% open · ⏱️ 10.07.2025):
```
git clone https://github.com/ContextLab/hypertools
```
PyPi (📥 2.5K / month · 📦 2 · ⏱️ 09.07.2025):
```
pip install hypertools
```

openTSNE (🥉27 · ⭐ 1.6K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 13 · 🔀 170 · 📦 1.1K · 📋 140 - 6% open · ⏱️ 12.08.2025):
```
git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 74K / month · 📦 47 · ⏱️ 13.08.2024):
```
pip install opentsne
```
Conda (📥 490K · ⏱️ 13.10.2025):
```
conda install -c conda-forge opentsne
```

Plotly-Resampler (🥉27 · ⭐ 1.2K) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 14 · 🔀 74 · 📦 2K · 📋 190 - 32% open · ⏱️ 03.09.2025):
```
git clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 390K / month · 📦 38 · ⏱️ 29.08.2025):
```
pip install plotly-resampler
```

Conda (📥 130K · ⏱️ 09.10.2025):

conda install -c conda-forge plotly-resampler

data-validation (🥉25 · ⭐ 770) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 30 · 🔀 180 · 📥 1K · 📋 190 - 20% open · ⏱️ 23.06.2025):
```
git clone https://github.com/tensorflow/data-validation
```
PyPi (📥 150K / month · 📦 32 · ⏱️ 09.06.2025):
```
pip install tensorflow-data-validation
```

Chartify (🥉24 · ⭐ 3.6K · 💤) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 27 · 🔀 340 · 📦 83 · 📋 86 - 62% open · ⏱️ 16.10.2024):
```
git clone https://github.com/spotify/chartify
```
PyPi (📥 2.4K / month · 📦 9 · ⏱️ 16.10.2024):
```
pip install chartify
```
Conda (📥 40K · ⏱️ 22.04.2025):
```
conda install -c conda-forge chartify
```

Popmon (🥉22 · ⭐ 500) - Monitor the stability of a Pandas or Spark dataframe. MIT

GitHub (👨‍💻 19 · 🔀 36 · 📥 280 · 📦 22 · 📋 57 - 28% open · ⏱️ 04.09.2025):
```
git clone https://github.com/ing-bank/popmon
```
PyPi (📥 3.2K / month · 📦 4 · ⏱️ 04.09.2025):
```
pip install popmon
```

vega (🥉22 · ⭐ 380 · 💤) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 15 · 🔀 65 · 📦 4 · 📋 110 - 14% open · ⏱️ 01.01.2025):
```
git clone https://github.com/vega/ipyvega
```
PyPi (📥 37K / month · 📦 17 · ⏱️ 25.09.2024):
```
pip install vega
```
Conda (📥 920K · ⏱️ 04.10.2025):
```
conda install -c conda-forge vega
```

vegafusion (🥉21 · ⭐ 380) - Serverside scaling for Vega and Altair visualizations. BSD-3

GitHub (👨‍💻 6 · 🔀 26 · 📥 6.5K · 📋 150 - 36% open · ⏱️ 29.09.2025):
```
git clone https://github.com/vegafusion/vegafusion
```
PyPi (📥 900 / month · 📦 2 · ⏱️ 09.05.2024):
```
pip install vegafusion-jupyter
```

Conda (📥 510K · ⏱️ 22.04.2025):

conda install -c conda-forge vegafusion-python-embed

npm (📥 24 / month · 📦 3 · ⏱️ 09.05.2024):
```
npm install vegafusion-jupyter
```

Show 22 hidden projects...

missingno (🥉30 · ⭐ 4.1K · 💀) - Missing data visualization module for Python. MIT
Cufflinks (🥉29 · ⭐ 3.1K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Facets Overview (🥉28 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
pythreejs (🥉27 · ⭐ 980 · 💀) - A Jupyter - Three.js bridge. BSD-3
Sweetviz (🥉26 · ⭐ 3.1K · 💀) - Visualize and compare datasets, target values and associations, with.. MIT
AutoViz (🥉26 · ⭐ 1.8K · 💀) - Automatically Visualize any dataset, any size with a single line.. Apache-2
ridgeplot (🥉26 · ⭐ 240) - Beautiful ridgeline plots in Python. MIT
PandasGUI (🥉24 · ⭐ 3.2K) - A GUI for Pandas DataFrames. ❗️MIT-0
HiPlot (🥉24 · ⭐ 2.8K · 💀) - HiPlot makes understanding high dimensional data easy. MIT
python-ternary (🥉24 · ⭐ 770 · 💀) - Ternary plotting library for python with matplotlib. MIT
Multicore-TSNE (🥉23 · ⭐ 1.9K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
Pandas-Bokeh (🥉23 · ⭐ 890 · 💀) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
pivottablejs (🥉21 · ⭐ 710 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
joypy (🥉21 · ⭐ 600 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
PyWaffle (🥉21 · ⭐ 600 · 💀) - Make Waffle Charts in Python. MIT
PDPbox (🥉20 · ⭐ 860 · 💀) - python partial dependence plot toolbox. MIT
animatplot (🥉19 · ⭐ 410 · 💀) - A python package for animating plots build on matplotlib. MIT
ivis (🥉18 · ⭐ 340 · 💀) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (🥉16 · ⭐ 230 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
data-describe (🥉15 · ⭐ 300 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nptsne (🥉12 · ⭐ 33 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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

transformers (🥇54 · ⭐ 150K) - Transformers: the model-definition framework for.. Apache-2

GitHub (👨‍💻 3.6K · 🔀 31K · 📦 400K · 📋 19K - 10% open · ⏱️ 16.10.2025):
```
git clone https://github.com/huggingface/transformers
```
PyPi (📥 90M / month · 📦 11K · ⏱️ 14.10.2025):
```
pip install transformers
```

Conda (📥 3.3M · ⏱️ 14.10.2025):

conda install -c conda-forge transformers

nltk (🥇47 · ⭐ 14K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 480 · 🔀 2.9K · 📦 410K · 📋 1.9K - 14% open · ⏱️ 06.10.2025):
```
git clone https://github.com/nltk/nltk
```
PyPi (📥 39M / month · 📦 6.2K · ⏱️ 01.10.2025):
```
pip install nltk
```
Conda (📥 3.4M · ⏱️ 01.10.2025):
```
conda install -c conda-forge nltk
```

litellm (🥇46 · ⭐ 30K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s

GitHub (👨‍💻 920 · 🔀 4.4K · 📥 850 · 📦 17K · 📋 7.6K - 17% open · ⏱️ 16.10.2025):
```
git clone https://github.com/BerriAI/litellm
```
PyPi (📥 33M / month · 📦 1.8K · ⏱️ 16.10.2025):
```
pip install litellm
```

spaCy (🥇42 · ⭐ 33K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 770 · 🔀 4.5K · 📥 4.7K · 📦 140K · 📋 5.7K - 3% open · ⏱️ 28.05.2025):
```
git clone https://github.com/explosion/spaCy
```
PyPi (📥 15M / month · 📦 3.2K · ⏱️ 23.05.2025):
```
pip install spacy
```
Conda (📥 6.5M · ⏱️ 06.07.2025):
```
conda install -c conda-forge spacy
```

sentence-transformers (🥇42 · ⭐ 18K) - State-of-the-Art Text Embeddings. Apache-2

GitHub (👨‍💻 240 · 🔀 2.7K · 📦 120K · 📋 2.5K - 52% open · ⏱️ 14.10.2025):
```
git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 17M / month · 📦 3.5K · ⏱️ 22.09.2025):
```
pip install sentence-transformers
```

Conda (📥 990K · ⏱️ 23.09.2025):

conda install -c conda-forge sentence-transformers

gensim (🥇42 · ⭐ 16K · 📈) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 460 · 🔀 4.4K · 📥 6.4K · 📦 78K · 📋 1.9K - 21% open · ⏱️ 16.10.2025):
```
git clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 4.7M / month · 📦 1.4K · ⏱️ 19.07.2024):
```
pip install gensim
```
Conda (📥 1.7M · ⏱️ 22.04.2025):
```
conda install -c conda-forge gensim
```

sentencepiece (🥇42 · ⭐ 11K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 100 · 🔀 1.3K · 📥 92K · 📦 120K · 📋 800 - 3% open · ⏱️ 04.10.2025):
```
git clone https://github.com/google/sentencepiece
```
PyPi (📥 29M / month · 📦 2.4K · ⏱️ 12.08.2025):
```
pip install sentencepiece
```

Conda (📥 1.7M · ⏱️ 22.09.2025):

conda install -c conda-forge sentencepiece

Tokenizers (🥇40 · ⭐ 10K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 130 · 🔀 970 · 📥 86 · 📦 180K · 📋 1.1K - 9% open · ⏱️ 16.10.2025):
```
git clone https://github.com/huggingface/tokenizers
```
PyPi (📥 77M / month · 📦 1.7K · ⏱️ 19.09.2025):
```
pip install tokenizers
```

Conda (📥 3.5M · ⏱️ 19.09.2025):

conda install -c conda-forge tokenizers

haystack (🥇38 · ⭐ 23K) - AI orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 310 · 🔀 2.4K · 📦 1.3K · 📋 4.1K - 2% open · ⏱️ 15.10.2025):
```
git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 9.5K / month · 📦 5 · ⏱️ 15.12.2021):
```
pip install haystack
```

NeMo (🥇37 · ⭐ 16K) - A scalable generative AI framework built for researchers and.. Apache-2

GitHub (👨‍💻 460 · 🔀 3.1K · 📥 510K · 📦 21 · 📋 2.8K - 4% open · ⏱️ 16.10.2025):
```
git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 820K / month · 📦 18 · ⏱️ 07.10.2025):
```
pip install nemo-toolkit
```

flair (🥇37 · ⭐ 14K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 280 · 🔀 2.1K · 📦 4.1K · 📋 2.4K - 1% open · ⏱️ 12.06.2025):
```
git clone https://github.com/flairNLP/flair
```
PyPi (📥 210K / month · 📦 160 · ⏱️ 05.02.2025):
```
pip install flair
```

Conda (📥 49K · ⏱️ 22.04.2025):

conda install -c conda-forge python-flair

TextBlob (🥇37 · ⭐ 9.4K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 37 · 🔀 1.2K · 📥 140 · 📦 60K · 📋 280 - 26% open · ⏱️ 16.09.2025):
```
git clone https://github.com/sloria/TextBlob
```
PyPi (📥 1.5M / month · 📦 400 · ⏱️ 13.01.2025):
```
pip install textblob
```
Conda (📥 340K · ⏱️ 22.04.2025):
```
conda install -c conda-forge textblob
```

fairseq (🥈36 · ⭐ 32K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 430 · 🔀 6.6K · 📥 440 · 📦 4.4K · 📋 4.4K - 30% open · ⏱️ 30.09.2025):
```
git clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 95K / month · 📦 120 · ⏱️ 27.06.2022):
```
pip install fairseq
```
Conda (📥 160K · ⏱️ 02.10.2025):
```
conda install -c conda-forge fairseq
```

ChatterBot (🥈36 · ⭐ 14K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3

GitHub (👨‍💻 110 · 🔀 4.5K · 📦 6.5K · 📋 1.7K - 6% open · ⏱️ 16.10.2025):
```
git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 18K / month · 📦 19 · ⏱️ 16.10.2025):
```
pip install chatterbot
```

stanza (🥈36 · ⭐ 7.6K) - Stanford NLP Python library for tokenization, sentence segmentation,.. Apache-2

GitHub (👨‍💻 72 · 🔀 920 · 📦 4.1K · 📋 950 - 10% open · ⏱️ 05.10.2025):
```
git clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 850K / month · 📦 240 · ⏱️ 05.10.2025):
```
pip install stanza
```
Conda (📥 8.9K · ⏱️ 25.03.2025):
```
conda install -c stanfordnlp stanza
```

qdrant (🥈35 · ⭐ 27K) - Qdrant - High-performance, massive-scale Vector Database and Vector.. Apache-2

GitHub (👨‍💻 140 · 🔀 1.8K · 📥 500K · 📦 120 · 📋 1.6K - 22% open · ⏱️ 30.09.2025):
```
git clone https://github.com/qdrant/qdrant
```

Opik (🥈35 · ⭐ 15K) - Debug, evaluate, and monitor your LLM applications, RAG systems, and.. Apache-2

GitHub (👨‍💻 77 · 🔀 1.1K · 📦 17 · 📋 490 - 27% open · ⏱️ 16.10.2025):
```
git clone https://github.com/comet-ml/opik
```
PyPi (📥 580K / month · 📦 34 · ⏱️ 16.10.2025):
```
pip install opik
```

spark-nlp (🥈35 · ⭐ 4.1K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 120 · 🔀 730 · 📦 610 · 📋 910 - 2% open · ⏱️ 09.10.2025):
```
git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1.1M / month · 📦 37 · ⏱️ 09.10.2025):
```
pip install spark-nlp
```

Rasa (🥈34 · ⭐ 21K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 600 · 🔀 4.9K · 📋 6.8K - 2% open · ⏱️ 26.08.2025):
```
git clone https://github.com/RasaHQ/rasa
```
PyPi (📥 110K / month · 📦 60 · ⏱️ 14.01.2025):
```
pip install rasa
```

TensorFlow Text (🥈34 · ⭐ 1.3K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 190 · 🔀 360 · 📦 10K · 📋 370 - 53% open · ⏱️ 18.08.2025):
```
git clone https://github.com/tensorflow/text
```
PyPi (📥 6.4M / month · 📦 230 · ⏱️ 04.04.2025):
```
pip install tensorflow-text
```

snowballstemmer (🥈33 · ⭐ 810) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 40 · 🔀 190 · 📦 11 · 📋 120 - 17% open · ⏱️ 16.10.2025):
```
git clone https://github.com/snowballstem/snowball
```
PyPi (📥 24M / month · 📦 550 · ⏱️ 09.05.2025):
```
pip install snowballstemmer
```

Conda (📥 11M · ⏱️ 20.05.2025):

conda install -c conda-forge snowballstemmer

torchtext (🥈32 · ⭐ 3.6K) - Models, data loaders and abstractions for language processing,.. BSD-3

GitHub (👨‍💻 160 · 🔀 810 · 📋 850 - 38% open · ⏱️ 10.09.2025):
```
git clone https://github.com/pytorch/text
```
PyPi (📥 760K / month · 📦 280 · ⏱️ 24.04.2024):
```
pip install torchtext
```

CLTK (🥈32 · ⭐ 870) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 340 · 📥 160 · 📦 300 · 📋 610 - 5% open · ⏱️ 30.09.2025):
```
git clone https://github.com/cltk/cltk
```
PyPi (📥 17K / month · 📦 17 · ⏱️ 27.09.2025):
```
pip install cltk
```

DeepPavlov (🥈31 · ⭐ 6.9K · 💤) - An open source library for deep learning end-to-end.. Apache-2

GitHub (👨‍💻 78 · 🔀 1.2K · 📦 440 · 📋 640 - 4% open · ⏱️ 26.11.2024):
```
git clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 12K / month · 📦 4 · ⏱️ 12.08.2024):
```
pip install deeppavlov
```

ftfy (🥈31 · ⭐ 4K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2

GitHub (👨‍💻 22 · 🔀 120 · 📥 99 · 📦 33K · 📋 150 - 7% open · ⏱️ 30.10.2024):
```
git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 9.5M / month · 📦 570 · ⏱️ 26.10.2024):
```
pip install ftfy
```
Conda (📥 380K · ⏱️ 22.04.2025):
```
conda install -c conda-forge ftfy
```

jellyfish (🥈31 · ⭐ 2.2K) - a python library for doing approximate and phonetic matching of strings. MIT

GitHub (👨‍💻 37 · 🔀 160 · 📦 15K · ⏱️ 11.10.2025):
```
git clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 8.5M / month · 📦 320 · ⏱️ 11.10.2025):
```
pip install jellyfish
```
Conda (📥 1.7M · ⏱️ 22.04.2025):
```
conda install -c conda-forge jellyfish
```

SciSpacy (🥈31 · ⭐ 1.9K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 38 · 🔀 240 · 📦 1.3K · 📋 330 - 11% open · ⏱️ 01.10.2025):
```
git clone https://github.com/allenai/scispacy
```
PyPi (📥 50K / month · 📦 50 · ⏱️ 01.10.2025):
```
pip install scispacy
```

english-words (🥈29 · ⭐ 12K · 💤) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 34 · 🔀 2K · 📦 2 · 📋 170 - 75% open · ⏱️ 06.01.2025):
```
git clone https://github.com/dwyl/english-words
```
PyPi (📥 78K / month · 📦 15 · ⏱️ 14.08.2025):
```
pip install english-words
```

rubrix (🥈29 · ⭐ 4.7K) - Argilla is a collaboration tool for AI engineers and domain experts.. Apache-2

GitHub (👨‍💻 110 · 🔀 460 · 📦 3.1K · 📋 2.2K - 0% open · ⏱️ 05.08.2025):
```
git clone https://github.com/recognai/rubrix
```
PyPi (📥 1.6K / month · ⏱️ 24.10.2022):
```
pip install rubrix
```
Conda (📥 51K · ⏱️ 22.04.2025):
```
conda install -c conda-forge rubrix
```

TextDistance (🥈28 · ⭐ 3.5K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 18 · 🔀 260 · 📥 1.1K · 📦 8.8K · ⏱️ 18.04.2025):
```
git clone https://github.com/life4/textdistance
```
PyPi (📥 1.3M / month · 📦 99 · ⏱️ 16.07.2024):
```
pip install textdistance
```

Conda (📥 950K · ⏱️ 22.04.2025):

conda install -c conda-forge textdistance

spacy-transformers (🥈28 · ⭐ 1.4K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 23 · 🔀 170 · 📥 560 · 📦 2.4K · ⏱️ 26.05.2025):
```
git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 280K / month · 📦 110 · ⏱️ 26.05.2025):
```
pip install spacy-transformers
```

Conda (📥 140K · ⏱️ 22.04.2025):

conda install -c conda-forge spacy-transformers

Dedupe (🥉27 · ⭐ 4.4K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 72 · 🔀 560 · 📦 370 · 📋 820 - 9% open · ⏱️ 29.07.2025):
```
git clone https://github.com/dedupeio/dedupe
```
PyPi (📥 54K / month · 📦 19 · ⏱️ 15.08.2024):
```
pip install dedupe
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dedupe
```

scattertext (🥉25 · ⭐ 2.3K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 14 · 🔀 290 · 📦 670 · 📋 100 - 22% open · ⏱️ 29.04.2025):
```
git clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 8.6K / month · 📦 5 · ⏱️ 23.09.2024):
```
pip install scattertext
```

Conda (📥 140K · ⏱️ 22.04.2025):

conda install -c conda-forge scattertext

detoxify (🥉25 · ⭐ 1.1K) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 14 · 🔀 130 · 📥 1.8M · 📦 970 · 📋 67 - 55% open · ⏱️ 29.07.2025):
```
git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 140K / month · 📦 30 · ⏱️ 01.02.2024):
```
pip install detoxify
```

T5 (🥉24 · ⭐ 6.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 61 · 🔀 780 · 📋 450 - 23% open · ⏱️ 28.04.2025):

git clone https://github.com/google-research/text-to-text-transfer-transformer

PyPi (📥 110K / month · 📦 2 · ⏱️ 18.10.2021):
```
pip install t5
```

sense2vec (🥉24 · ⭐ 1.7K) - Contextually-keyed word vectors. MIT

GitHub (👨‍💻 20 · 🔀 240 · 📥 73K · 📦 470 · 📋 120 - 20% open · ⏱️ 23.04.2025):
```
git clone https://github.com/explosion/sense2vec
```
PyPi (📥 4.3K / month · 📦 13 · ⏱️ 19.04.2021):
```
pip install sense2vec
```
Conda (📥 67K · ⏱️ 22.04.2025):
```
conda install -c conda-forge sense2vec
```

DeepKE (🥉23 · ⭐ 4.1K) - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and.. MIT

GitHub (👨‍💻 34 · 🔀 720 · 📦 25 · 📋 620 - 0% open · ⏱️ 19.07.2025):
```
git clone https://github.com/zjunlp/deepke
```
PyPi (📥 920 / month · ⏱️ 21.09.2023):
```
pip install deepke
```

happy-transformer (🥉23 · ⭐ 540 · 💤) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 68 · 📦 330 · 📋 130 - 16% open · ⏱️ 22.03.2025):
```
git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 2.5K / month · 📦 5 · ⏱️ 05.08.2023):
```
pip install happytransformer
```

finetune (🥉22 · ⭐ 720) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 24 · 🔀 79 · 📦 16 · 📋 190 - 39% open · ⏱️ 02.10.2025):
```
git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 3.3K / month · 📦 2 · ⏱️ 29.09.2023):
```
pip install finetune
```

Sockeye (🥉21 · ⭐ 1.2K · 💤) - Sequence-to-sequence framework with a focus on Neural.. Apache-2

GitHub (👨‍💻 60 · 🔀 320 · 📥 21 · 📋 310 - 3% open · ⏱️ 24.10.2024):
```
git clone https://github.com/awslabs/sockeye
```
PyPi (📥 820 / month · ⏱️ 03.03.2023):
```
pip install sockeye
```

UForm (🥉21 · ⭐ 1.2K) - Pocket-Sized Multimodal AI for content understanding and.. Apache-2

GitHub (👨‍💻 21 · 🔀 76 · 📥 700 · 📦 36 · 📋 39 - 38% open · ⏱️ 03.09.2025):
```
git clone https://github.com/unum-cloud/uform
```
PyPi (📥 570 / month · 📦 2 · ⏱️ 03.09.2025):
```
pip install uform
```

small-text (🥉21 · ⭐ 630) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 9 · 🔀 76 · 📦 34 · 📋 74 - 28% open · ⏱️ 24.08.2025):
```
git clone https://github.com/webis-de/small-text
```
PyPi (📥 760 / month · ⏱️ 17.08.2025):
```
pip install small-text
```

Conda (📥 19K · ⏱️ 17.08.2025):

conda install -c conda-forge small-text

textaugment (🥉19 · ⭐ 430) - TextAugment: Text Augmentation Library. MIT

GitHub (👨‍💻 10 · 🔀 60 · 📥 140 · 📦 180 · 📋 29 - 37% open · ⏱️ 09.09.2025):
```
git clone https://github.com/dsfsi/textaugment
```
PyPi (📥 4.6K / month · 📦 4 · ⏱️ 16.11.2023):
```
pip install textaugment
```

VizSeq (🥉16 · ⭐ 440) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 4 · 🔀 61 · 📦 13 · 📋 16 - 43% open · ⏱️ 24.06.2025):
```
git clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 280 / month · ⏱️ 07.08.2020):
```
pip install vizseq
```

Show 59 hidden projects...

AllenNLP (🥈36 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
fastText (🥈34 · ⭐ 26K · 💀) - Library for fast text representation and classification. MIT
ParlAI (🥈33 · ⭐ 11K · 💀) - A framework for training and evaluating AI models on a variety of.. MIT
OpenNMT (🥈33 · ⭐ 7K · 💀) - Open Source Neural Machine Translation and (Large) Language Models.. MIT
fuzzywuzzy (🥈31 · ⭐ 9.3K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
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textacy (🥈28 · ⭐ 2.2K · 💀) - NLP, before and after spaCy. ❗Unlicensed
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polyglot (🥉27 · ⭐ 2.3K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
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langid (🥉26 · ⭐ 2.4K · 💀) - Stand-alone language identification system. BSD-3
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PyText (🥉25 · ⭐ 6.3K · 💀) - A natural language modeling framework based on PyTorch. BSD-3
OpenPrompt (🥉25 · ⭐ 4.7K · 💀) - An Open-Source Framework for Prompt-Learning. Apache-2
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promptsource (🥉25 · ⭐ 3K · 💀) - Toolkit for creating, sharing and using natural language.. Apache-2
neuralcoref (🥉25 · ⭐ 2.9K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
GluonNLP (🥉25 · ⭐ 2.6K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
pytorch-nlp (🥉25 · ⭐ 2.2K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
whoosh (🥉25 · ⭐ 640 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
Snips NLU (🥉24 · ⭐ 3.9K · 💀) - Snips Python library to extract meaning from text. Apache-2
Texar (🥉23 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
Kashgari (🥉23 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
FARM (🥉23 · ⭐ 1.8K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
YouTokenToMe (🥉23 · ⭐ 970 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
gpt-2-simple (🥉22 · ⭐ 3.4K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
NLP Architect (🥉22 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
Texthero (🥉22 · ⭐ 2.9K · 💀) - Text preprocessing, representation and visualization from zero to.. MIT
jiant (🥉22 · ⭐ 1.7K · 💀) - jiant is an nlp toolkit. MIT
stop-words (🥉22 · ⭐ 160 · 💀) - Get list of common stop words in various languages in Python. BSD-3
anaGo (🥉21 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
lightseq (🥉20 · ⭐ 3.3K · 💀) - LightSeq: A High Performance Library for Sequence Processing.. Apache-2
fast-bert (🥉20 · ⭐ 1.9K · 💀) - Super easy library for BERT based NLP models. Apache-2
DELTA (🥉20 · ⭐ 1.6K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
textpipe (🥉20 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
DeepMatcher (🥉19 · ⭐ 5.2K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
numerizer (🥉19 · ⭐ 230 · 💀) - A Python module to convert natural language numerics into ints and.. MIT
nboost (🥉18 · ⭐ 680 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
fastT5 (🥉18 · ⭐ 590 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
Camphr (🥉18 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
NeuroNER (🥉17 · ⭐ 1.7K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
OpenNRE (🥉16 · ⭐ 4.4K · 💀) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
skift (🥉16 · ⭐ 240 · 💀) - scikit-learn wrappers for Python fastText. MIT
BLINK (🥉15 · ⭐ 1.2K · 💀) - Entity Linker solution. MIT
TextBox (🥉15 · ⭐ 1.1K · 💀) - TextBox 2.0 is a text generation library with pre-trained language.. MIT
Translate (🥉15 · ⭐ 830 · 💀) - Translate - a PyTorch Language Library. BSD-3
ONNX-T5 (🥉14 · ⭐ 260 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
NeuralQA (🥉14 · ⭐ 230 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
textvec (🥉13 · ⭐ 200 · 💀) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉12 · ⭐ 110 · 💀) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Image Data

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

Pillow (🥇49 · ⭐ 13K · 📈) - Python Imaging Library (Fork). ❗️PIL

GitHub (👨‍💻 490 · 🔀 2.3K · 📦 2.4M · 📋 3.4K - 3% open · ⏱️ 16.10.2025):
```
git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 200M / month · 📦 19K · ⏱️ 15.10.2025):
```
pip install Pillow
```
Conda (📥 61M · ⏱️ 18.09.2025):
```
conda install -c conda-forge pillow
```

PyTorch Image Models (🥇42 · ⭐ 35K) - The largest collection of PyTorch image encoders /.. Apache-2

GitHub (👨‍💻 180 · 🔀 5K · 📥 8.3M · 📦 61K · 📋 1K - 4% open · ⏱️ 14.10.2025):
```
git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 11M / month · 📦 1.4K · ⏱️ 21.09.2025):
```
pip install timm
```
Conda (📥 470K · ⏱️ 26.09.2025):
```
conda install -c conda-forge timm
```

MoviePy (🥇42 · ⭐ 14K) - Video editing with Python. MIT

GitHub (👨‍💻 190 · 🔀 1.9K · 📦 66K · 📋 1.7K - 3% open · ⏱️ 25.09.2025):
```
git clone https://github.com/Zulko/moviepy
```
PyPi (📥 4.4M / month · 📦 1.2K · ⏱️ 21.05.2025):
```
pip install moviepy
```
Conda (📥 350K · ⏱️ 22.04.2025):
```
conda install -c conda-forge moviepy
```

torchvision (🥇41 · ⭐ 17K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 660 · 🔀 7.2K · 📥 41K · 📦 21 · 📋 3.8K - 30% open · ⏱️ 14.10.2025):
```
git clone https://github.com/pytorch/vision
```
PyPi (📥 24M / month · 📦 8.4K · ⏱️ 15.10.2025):
```
pip install torchvision
```

Conda (📥 3.1M · ⏱️ 08.10.2025):

conda install -c conda-forge torchvision

deepface (🥇39 · ⭐ 21K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 96 · 🔀 2.8K · 📦 8.4K · 📋 1.2K - 0% open · ⏱️ 26.09.2025):
```
git clone https://github.com/serengil/deepface
```
PyPi (📥 250K / month · 📦 78 · ⏱️ 05.08.2025):
```
pip install deepface
```

Kornia (🥇39 · ⭐ 11K) - Geometric Computer Vision Library for Spatial AI. Apache-2

GitHub (👨‍💻 300 · 🔀 1K · 📥 2.2K · 📦 17K · 📋 990 - 30% open · ⏱️ 14.10.2025):
```
git clone https://github.com/kornia/kornia
```
PyPi (📥 2.8M / month · 📦 340 · ⏱️ 08.05.2025):
```
pip install kornia
```
Conda (📥 260K · ⏱️ 08.05.2025):
```
conda install -c conda-forge kornia
```

InsightFace (🥈37 · ⭐ 27K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 67 · 🔀 5.7K · 📥 10M · 📦 4.8K · 📋 2.6K - 46% open · ⏱️ 27.09.2025):
```
git clone https://github.com/deepinsight/insightface
```
PyPi (📥 550K / month · 📦 30 · ⏱️ 17.12.2022):
```
pip install insightface
```

imageio (🥈37 · ⭐ 1.7K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 120 · 🔀 320 · 📥 1.9K · 📦 180K · 📋 620 - 16% open · ⏱️ 14.09.2025):
```
git clone https://github.com/imageio/imageio
```
PyPi (📥 35M / month · 📦 2.6K · ⏱️ 20.01.2025):
```
pip install imageio
```
Conda (📥 8.5M · ⏱️ 22.04.2025):
```
conda install -c conda-forge imageio
```

Albumentations (🥈36 · ⭐ 15K) - Fast and flexible image augmentation library. Paper about.. MIT

GitHub (👨‍💻 170 · 🔀 1.7K · 📋 1.5K - 14% open · ⏱️ 25.06.2025):
```
git clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 5.2M / month · 📦 730 · ⏱️ 27.05.2025):
```
pip install albumentations
```

Conda (📥 330K · ⏱️ 28.05.2025):

conda install -c conda-forge albumentations

opencv-python (🥈35 · ⭐ 5K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 56 · 🔀 950 · 📦 610K · 📋 890 - 19% open · ⏱️ 30.07.2025):
```
git clone https://github.com/opencv/opencv-python
```
PyPi (📥 27M / month · 📦 15K · ⏱️ 07.07.2025):
```
pip install opencv-python
```

Wand (🥈34 · ⭐ 1.5K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 110 · 🔀 200 · 📥 52K · 📦 21K · 📋 440 - 5% open · ⏱️ 06.10.2025):
```
git clone https://github.com/emcconville/wand
```
PyPi (📥 2M / month · 📦 260 · ⏱️ 03.11.2023):
```
pip install wand
```
Conda (📥 170K · ⏱️ 22.04.2025):
```
conda install -c conda-forge wand
```

detectron2 (🥈33 · ⭐ 34K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 280 · 🔀 7.5K · 📦 2.6K · 📋 3.6K - 14% open · ⏱️ 27.08.2025):
```
git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 13 · ⏱️ 06.02.2020):
```
pip install detectron2
```

Conda (📥 810K · ⏱️ 02.06.2025):

conda install -c conda-forge detectron2

ImageHash (🥈32 · ⭐ 3.7K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 29 · 🔀 340 · 📦 18K · 📋 150 - 15% open · ⏱️ 17.04.2025):
```
git clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 4.5M / month · 📦 270 · ⏱️ 01.02.2025):
```
pip install ImageHash
```
Conda (📥 500K · ⏱️ 22.04.2025):
```
conda install -c conda-forge imagehash
```

lightly (🥈32 · ⭐ 3.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 72 · 🔀 310 · 📦 500 · 📋 610 - 12% open · ⏱️ 25.09.2025):
```
git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 210K / month · 📦 20 · ⏱️ 22.07.2025):
```
pip install lightly
```

vit-pytorch (🥈31 · ⭐ 24K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 24 · 🔀 3.4K · 📦 21 · 📋 280 - 49% open · ⏱️ 13.10.2025):
```
git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 36K / month · 📦 28 · ⏱️ 13.10.2025):
```
pip install vit-pytorch
```

PaddleSeg (🥈31 · ⭐ 9.2K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.7K · 📦 1.5K · 📋 2.2K - 0% open · ⏱️ 10.10.2025):
```
git clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 6.1K / month · 📦 7 · ⏱️ 30.11.2022):
```
pip install paddleseg
```

sahi (🥈31 · ⭐ 4.9K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 69 · 🔀 700 · 📥 43K · 📦 1.9K · ⏱️ 14.10.2025):
```
git clone https://github.com/obss/sahi
```
PyPi (📥 150K / month · 📦 43 · ⏱️ 28.09.2025):
```
pip install sahi
```
Conda (📥 120K · ⏱️ 29.09.2025):
```
conda install -c conda-forge sahi
```

doctr (🥈29 · ⭐ 5.5K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 68 · 🔀 580 · 📥 6.3M · 📋 440 - 6% open · ⏱️ 07.09.2025):
```
git clone https://github.com/mindee/doctr
```
PyPi (📥 1.2M / month · 📦 18 · ⏱️ 09.07.2025):
```
pip install python-doctr
```

PaddleDetection (🥉28 · ⭐ 14K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 190 · 🔀 3K · 📋 5.7K - 17% open · ⏱️ 10.10.2025):
```
git clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 5K / month · 📦 2 · ⏱️ 19.09.2022):
```
pip install paddledet
```

mahotas (🥉28 · ⭐ 880) - Computer Vision in Python. MIT

GitHub (👨‍💻 35 · 🔀 150 · 📦 1.6K · 📋 92 - 21% open · ⏱️ 05.08.2025):
```
git clone https://github.com/luispedro/mahotas
```
PyPi (📥 62K / month · 📦 63 · ⏱️ 17.07.2024):
```
pip install mahotas
```
Conda (📥 780K · ⏱️ 22.04.2025):
```
conda install -c conda-forge mahotas
```

mtcnn (🥉27 · ⭐ 2.4K · 💤) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT

GitHub (👨‍💻 15 · 🔀 530 · 📥 73 · 📦 9.2K · 📋 130 - 37% open · ⏱️ 08.10.2024):
```
git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 220K / month · 📦 73 · ⏱️ 08.10.2024):
```
pip install mtcnn
```
Conda (📥 16K · ⏱️ 22.04.2025):
```
conda install -c conda-forge mtcnn
```

CellProfiler (🥉27 · ⭐ 1K) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 150 · 🔀 410 · 📥 22K · 📦 28 · 📋 3.4K - 10% open · ⏱️ 24.09.2025):
```
git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 2.4K / month · 📦 2 · ⏱️ 16.09.2024):
```
pip install cellprofiler
```

Image Deduplicator (🥉26 · ⭐ 5.5K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 19 · 🔀 460 · 📥 29 · 📦 200 · 📋 140 - 25% open · ⏱️ 15.08.2025):
```
git clone https://github.com/idealo/imagededup
```
PyPi (📥 56K / month · 📦 29 · ⏱️ 15.08.2025):
```
pip install imagededup
```

Norfair (🥉26 · ⭐ 2.5K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 32 · 🔀 260 · 📥 360 · 📦 340 · 📋 180 - 16% open · ⏱️ 30.04.2025):
```
git clone https://github.com/tryolabs/norfair
```
PyPi (📥 43K / month · 📦 9 · ⏱️ 30.04.2025):
```
pip install norfair
```

pyvips (🥉26 · ⭐ 740) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 17 · 🔀 52 · 📦 1.2K · 📋 660 - 29% open · ⏱️ 04.09.2025):
```
git clone https://github.com/libvips/pyvips
```
PyPi (📥 160K / month · 📦 94 · ⏱️ 28.04.2025):
```
pip install pyvips
```
Conda (📥 260K · ⏱️ 04.09.2025):
```
conda install -c conda-forge pyvips
```

pytorchvideo (🥉25 · ⭐ 3.5K · 💤) - A deep learning library for video understanding.. Apache-2

GitHub (👨‍💻 58 · 🔀 420 · 📋 210 - 50% open · ⏱️ 25.01.2025):
```
git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 56K / month · 📦 24 · ⏱️ 20.01.2022):
```
pip install pytorchvideo
```

tensorflow-graphics (🥉25 · ⭐ 2.8K · 💤) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2

GitHub (👨‍💻 39 · 🔀 370 · 📋 240 - 60% open · ⏱️ 03.02.2025):
```
git clone https://github.com/tensorflow/graphics
```
PyPi (📥 60K / month · 📦 11 · ⏱️ 03.12.2021):
```
pip install tensorflow-graphics
```

MMF (🥉24 · ⭐ 5.6K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 120 · 🔀 920 · 📦 23 · 📋 690 - 21% open · ⏱️ 24.04.2025):
```
git clone https://github.com/facebookresearch/mmf
```
PyPi (📥 360 / month · 📦 1 · ⏱️ 12.06.2020):
```
pip install mmf
```

kubric (🥉23 · ⭐ 2.6K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 32 · 🔀 250 · 📦 7 · 📋 200 - 35% open · ⏱️ 06.05.2025):
```
git clone https://github.com/google-research/kubric
```
PyPi (📥 9K / month · ⏱️ 27.12.2023):
```
pip install kubric-nightly
```

icevision (🥉22 · ⭐ 870 · 💤) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📋 570 - 10% open · ⏱️ 31.10.2024):
```
git clone https://github.com/airctic/icevision
```
PyPi (📥 4.6K / month · 📦 6 · ⏱️ 10.02.2022):
```
pip install icevision
```

PySlowFast (🥉21 · ⭐ 7.1K · 💤) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 34 · 🔀 1.2K · 📦 23 · 📋 720 - 59% open · ⏱️ 26.11.2024):
```
git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 51 / month · ⏱️ 15.01.2020):
```
pip install pyslowfast
```

Image Super-Resolution (🥉21 · ⭐ 4.8K · 💤) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 11 · 🔀 760 · 📋 220 - 48% open · ⏱️ 18.12.2024):
```
git clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 5.1K / month · 📦 5 · ⏱️ 08.01.2020):
```
pip install ISR
```
Docker Hub (📥 290 · ⭐ 1 · ⏱️ 01.04.2019):
```
docker pull idealo/image-super-resolution-gpu
```

Caer (🥉21 · ⭐ 810) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT

GitHub (👨‍💻 8 · 🔀 110 · 📥 48 · ⏱️ 11.08.2025):
```
git clone https://github.com/jasmcaus/caer
```
PyPi (📥 4.7K / month · 📦 3 · ⏱️ 11.08.2025):
```
pip install caer
```

scenic (🥉16 · ⭐ 3.7K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 95 · 🔀 460 · 📋 400 - 70% open · ⏱️ 06.08.2025):
```
git clone https://github.com/google-research/scenic
```

Show 30 hidden projects...

scikit-image (🥇40 · ⭐ 6.4K) - Image processing in Python. ❗Unlicensed
glfw (🥈38 · ⭐ 14K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
MMDetection (🥈37 · ⭐ 32K · 💀) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
imgaug (🥈36 · ⭐ 15K · 💀) - Image augmentation for machine learning experiments. MIT
Face Recognition (🥈35 · ⭐ 56K · 💀) - The worlds simplest facial recognition api for Python.. MIT
PyTorch3D (🥈32 · ⭐ 9.6K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
imutils (🥈31 · ⭐ 4.6K · 💀) - A series of convenience functions to make basic image processing.. MIT
imageai (🥈30 · ⭐ 8.8K · 💀) - A python library built to empower developers to build applications.. MIT
GluonCV (🥈29 · ⭐ 5.9K · 💀) - Gluon CV Toolkit. Apache-2
Face Alignment (🥉28 · ⭐ 7.4K · 💀) - 2D and 3D Face alignment library build using pytorch. BSD-3
Augmentor (🥉27 · ⭐ 5.1K · 💀) - Image augmentation library in Python for machine learning. MIT
vidgear (🥉27 · ⭐ 3.6K · 💀) - A High-performance cross-platform Video Processing Python.. Apache-2
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
facenet-pytorch (🥉26 · ⭐ 5K · 💀) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
Pillow-SIMD (🥉25 · ⭐ 2.2K · 💀) - The friendly PIL fork. ❗️PIL
layout-parser (🥉24 · ⭐ 5.5K · 💀) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
segmentation_models (🥉24 · ⭐ 4.9K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
ffcv (🥉24 · ⭐ 3K · 💀) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2
vissl (🥉23 · ⭐ 3.3K · 💀) - VISSL is FAIRs library of extensible, modular and scalable.. MIT
deep-daze (🥉22 · ⭐ 4.3K · 💀) - Simple command line tool for text to image generation using.. MIT
Luminoth (🥉22 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
Classy Vision (🥉22 · ⭐ 1.6K · 💀) - An end-to-end PyTorch framework for image and video.. MIT
detecto (🥉21 · ⭐ 620 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
DE⫶TR (🥉20 · ⭐ 15K · 💀) - End-to-End Object Detection with Transformers. Apache-2
image-match (🥉20 · ⭐ 3K · 💀) - Quickly search over billions of images. Apache-2
solt (🥉20 · ⭐ 260) - Streaming over lightweight data transformations. MIT
pycls (🥉18 · ⭐ 2.2K · 💀) - Codebase for Image Classification Research, written in PyTorch. MIT
Torch Points 3D (🥉17 · ⭐ 260 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3
nude.py (🥉16 · ⭐ 920 · 💀) - Nudity detection with Python. MIT
HugsVision (🥉14 · ⭐ 200 · 💀) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface

Graph Data

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

networkx (🥇46 · ⭐ 16K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 790 · 🔀 3.4K · 📥 110 · 📦 430K · 📋 3.5K - 11% open · ⏱️ 16.10.2025):
```
git clone https://github.com/networkx/networkx
```
PyPi (📥 120M / month · 📦 12K · ⏱️ 29.05.2025):
```
pip install networkx
```
Conda (📥 25M · ⏱️ 04.06.2025):
```
conda install -c conda-forge networkx
```

PyTorch Geometric (🥇41 · ⭐ 23K) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 560 · 🔀 3.9K · 📦 10K · 📋 4K - 30% open · ⏱️ 14.10.2025):
```
git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 970K / month · 📦 730 · ⏱️ 15.10.2025):
```
pip install torch-geometric
```

Conda (📥 190K · ⏱️ 16.10.2025):

conda install -c conda-forge pytorch_geometric

dgl (🥇35 · ⭐ 14K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 300 · 🔀 3K · 📦 4.1K · 📋 3K - 20% open · ⏱️ 31.07.2025):
```
git clone https://github.com/dmlc/dgl
```
PyPi (📥 210K / month · 📦 150 · ⏱️ 13.05.2024):
```
pip install dgl
```

pytorch_geometric_temporal (🥈29 · ⭐ 2.9K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 39 · 🔀 400 · 📋 210 - 18% open · ⏱️ 18.09.2025):
```
git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
```
PyPi (📥 8.7K / month · 📦 12 · ⏱️ 16.07.2025):
```
pip install torch-geometric-temporal
```

pygraphistry (🥈29 · ⭐ 2.3K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 48 · 🔀 220 · 📋 400 - 51% open · ⏱️ 14.10.2025):
```
git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 10K / month · 📦 9 · ⏱️ 14.10.2025):
```
pip install graphistry
```

ogb (🥈29 · ⭐ 2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 2.6K · 📋 310 - 11% open · ⏱️ 06.05.2025):
```
git clone https://github.com/snap-stanford/ogb
```
PyPi (📥 110K / month · 📦 73 · ⏱️ 07.04.2023):
```
pip install ogb
```
Conda (📥 62K · ⏱️ 22.04.2025):
```
conda install -c conda-forge ogb
```

PyKEEN (🥈28 · ⭐ 1.9K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 43 · 🔀 200 · 📥 240 · 📦 350 · 📋 590 - 19% open · ⏱️ 18.07.2025):
```
git clone https://github.com/pykeen/pykeen
```
PyPi (📥 41K / month · 📦 21 · ⏱️ 24.04.2025):
```
pip install pykeen
```

torch-cluster (🥈24 · ⭐ 900) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 40 · 🔀 150 · 📋 190 - 16% open · ⏱️ 12.08.2025):
```
git clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 45K / month · 📦 62 · ⏱️ 12.10.2023):
```
pip install torch-cluster
```

Conda (📥 430K · ⏱️ 22.09.2025):

conda install -c conda-forge pytorch_cluster

Show 28 hidden projects...

igraph (🥇33 · ⭐ 1.4K) - Python interface for igraph. ❗️GPL-2.0
Spektral (🥈28 · ⭐ 2.4K · 💀) - Graph Neural Networks with Keras and Tensorflow 2. MIT
StellarGraph (🥈27 · ⭐ 3K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (🥈26 · ⭐ 2.7K · 💀) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Paddle Graph Learning (🥈26 · ⭐ 1.6K · 💀) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
AmpliGraph (🥈25 · ⭐ 2.2K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
Node2Vec (🥈25 · ⭐ 1.3K · 💀) - Implementation of the node2vec algorithm. MIT
Karate Club (🥈24 · ⭐ 2.3K · 💀) - Karate Club: An API Oriented Open-source Python Framework.. ❗️GPL-3.0
graph-nets (🥉22 · ⭐ 5.4K · 💀) - Build Graph Nets in Tensorflow. Apache-2
PyTorch-BigGraph (🥉22 · ⭐ 3.4K · 💀) - Generate embeddings from large-scale graph-structured.. BSD-3
graph4nlp (🥉21 · ⭐ 1.7K · 💀) - Graph4nlp is the library for the easy use of Graph.. Apache-2
jraph (🥉21 · ⭐ 1.4K · 💀) - A Graph Neural Network Library in Jax. Apache-2
deepsnap (🥉21 · ⭐ 560 · 💀) - Python library assists deep learning on graphs. MIT
DeepWalk (🥉20 · ⭐ 2.7K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉20 · ⭐ 2K · 💀) - A library for graph deep learning research. ❗️GPL-3.0
pyRDF2Vec (🥉20 · ⭐ 260 · 💀) - Python Implementation and Extension of RDF2Vec. MIT
Sematch (🥉18 · ⭐ 440 · 💀) - semantic similarity framework for knowledge graph. Apache-2
GraphGym (🥉17 · ⭐ 1.8K · 💀) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
DeepGraph (🥉17 · ⭐ 320) - Analyze Data with Pandas-based Networks. Documentation:. ❗Unlicensed
AutoGL (🥉16 · ⭐ 1.1K · 💀) - An autoML framework & toolkit for machine learning on graphs. Apache-2
kglib (🥉16 · ⭐ 550 · 💀) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
ptgnn (🥉16 · ⭐ 380 · 💀) - A PyTorch Graph Neural Network Library. MIT
Euler (🥉15 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
GraphEmbedding (🥉14 · ⭐ 3.8K · 💀) - Implementation and experiments of graph embedding.. MIT
GraphSAGE (🥉14 · ⭐ 3.6K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenNE (🥉14 · ⭐ 1.7K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉14 · ⭐ 1.3K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2
OpenKE (🥉13 · ⭐ 4K · 💀) - An Open-Source Package for Knowledge Embedding (KE). ❗Unlicensed

Audio Data

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

espnet (🥇38 · ⭐ 9.5K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 520 · 🔀 2.3K · 📥 84 · 📦 480 · 📋 2.5K - 3% open · ⏱️ 16.10.2025):
```
git clone https://github.com/espnet/espnet
```
PyPi (📥 31K / month · 📦 19 · ⏱️ 13.09.2025):
```
pip install espnet
```

speechbrain (🥇37 · ⭐ 11K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 260 · 🔀 1.5K · 📦 3.9K · 📋 1.2K - 12% open · ⏱️ 09.10.2025):
```
git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 1.2M / month · 📦 79 · ⏱️ 07.04.2025):
```
pip install speechbrain
```

torchaudio (🥇37 · ⭐ 2.8K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 240 · 🔀 730 · 📋 1.1K - 31% open · ⏱️ 14.10.2025):
```
git clone https://github.com/pytorch/audio
```
PyPi (📥 13M / month · 📦 2.4K · ⏱️ 15.10.2025):
```
pip install torchaudio
```

SpeechRecognition (🥈34 · ⭐ 8.9K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 55 · 🔀 2.4K · 📦 21 · 📋 670 - 48% open · ⏱️ 14.09.2025):
```
git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 2.2M / month · 📦 730 · ⏱️ 12.05.2025):
```
pip install SpeechRecognition
```

Conda (📥 350K · ⏱️ 12.05.2025):

conda install -c conda-forge speechrecognition

librosa (🥈34 · ⭐ 7.9K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 130 · 🔀 1K · 📋 1.3K - 5% open · ⏱️ 19.05.2025):
```
git clone https://github.com/librosa/librosa
```
PyPi (📥 5.6M / month · 📦 1.6K · ⏱️ 11.03.2025):
```
pip install librosa
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge librosa
```

spleeter (🥈32 · ⭐ 27K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 22 · 🔀 3K · 📥 4.4M · 📦 1.1K · 📋 830 - 32% open · ⏱️ 02.04.2025):
```
git clone https://github.com/deezer/spleeter
```
PyPi (📥 28K / month · 📦 18 · ⏱️ 03.04.2025):
```
pip install spleeter
```
Conda (📥 120K · ⏱️ 22.04.2025):
```
conda install -c conda-forge spleeter
```

audiomentations (🥈32 · ⭐ 2.2K) - A Python library for audio data augmentation. Useful for.. MIT

GitHub (👨‍💻 34 · 🔀 200 · 📦 840 · 📋 210 - 26% open · ⏱️ 26.09.2025):
```
git clone https://github.com/iver56/audiomentations
```
PyPi (📥 110K / month · 📦 38 · ⏱️ 13.09.2025):
```
pip install audiomentations
```

Coqui TTS (🥈32 · ⭐ 1.9K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 200 · 🔀 240 · 📥 3.7K · 📦 750 · 📋 160 - 14% open · ⏱️ 16.10.2025):
```
git clone https://github.com/idiap/coqui-ai-TTS
```
PyPi (📥 87K / month · 📦 34 · ⏱️ 25.09.2025):
```
pip install coqui-tts
```

Magenta (🥈31 · ⭐ 20K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.7K · 📦 600 · 📋 1K - 41% open · ⏱️ 08.07.2025):
```
git clone https://github.com/magenta/magenta
```
PyPi (📥 6.5K / month · 📦 5 · ⏱️ 01.08.2022):
```
pip install magenta
```

audioread (🥈31 · ⭐ 520) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT

GitHub (👨‍💻 26 · 🔀 110 · 📦 35K · 📋 99 - 42% open · ⏱️ 12.10.2025):
```
git clone https://github.com/beetbox/audioread
```
PyPi (📥 4.7M / month · 📦 180 · ⏱️ 12.10.2025):
```
pip install audioread
```
Conda (📥 1.2M · ⏱️ 02.10.2025):
```
conda install -c conda-forge audioread
```

Porcupine (🥈29 · ⭐ 4.4K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 43 · 🔀 540 · 📦 51 · 📋 600 - 0% open · ⏱️ 11.09.2025):
```
git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 30K / month · 📦 38 · ⏱️ 05.02.2025):
```
pip install pvporcupine
```

pyAudioAnalysis (🥉28 · ⭐ 6.1K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 28 · 🔀 1.2K · 📦 670 · 📋 320 - 62% open · ⏱️ 04.08.2025):
```
git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 14K / month · 📦 12 · ⏱️ 07.02.2022):
```
pip install pyAudioAnalysis
```

tinytag (🥉28 · ⭐ 780) - Python library for reading audio file metadata. MIT

GitHub (👨‍💻 27 · 🔀 100 · 📦 1.3K · 📋 120 - 4% open · ⏱️ 13.08.2025):
```
git clone https://github.com/devsnd/tinytag
```
PyPi (📥 120K / month · 📦 130 · ⏱️ 13.08.2025):
```
pip install tinytag
```

python-soundfile (🥉27 · ⭐ 800) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 38 · 🔀 120 · 📥 21K · 📋 260 - 46% open · ⏱️ 28.04.2025):
```
git clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 9M / month · 📦 1.1K · ⏱️ 25.01.2025):
```
pip install soundfile
```
Conda:
```
conda install -c anaconda pysoundfile
```

kapre (🥉24 · ⭐ 930) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📥 33 · 📦 2.5K · 📋 99 - 17% open · ⏱️ 13.10.2025):
```
git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 8.6K / month · 📦 9 · ⏱️ 21.01.2022):
```
pip install kapre
```

nnAudio (🥉23 · ⭐ 1.1K) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 16 · 🔀 96 · 📦 410 · 📋 65 - 30% open · ⏱️ 16.05.2025):
```
git clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 80K / month · 📦 4 · ⏱️ 13.02.2024):
```
pip install nnAudio
```

DeepSpeech (🥉21 · ⭐ 27K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 140 · 🔀 4.1K):

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

PyPi (📥 7.1K / month · 📦 24 · ⏱️ 19.12.2020):
```
pip install deepspeech
```

Conda (📥 4.1K · ⏱️ 22.04.2025):

conda install -c conda-forge deepspeech

Julius (🥉21 · ⭐ 450 · 💤) - Fast PyTorch based DSP for audio and 1D signals. MIT

GitHub (👨‍💻 3 · 🔀 26 · 📋 12 - 16% open · ⏱️ 17.02.2025):
```
git clone https://github.com/adefossez/julius
```
PyPi (📥 840K / month · 📦 44 · ⏱️ 20.09.2022):
```
pip install julius
```

Show 11 hidden projects...

Pydub (🥈36 · ⭐ 9.6K · 💀) - Manipulate audio with a simple and easy high level interface. MIT
Essentia (🥉28 · ⭐ 3.2K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
Madmom (🥉28 · ⭐ 1.5K · 💀) - Python audio and music signal processing library. BSD-3
aubio (🥉27 · ⭐ 3.5K) - a library for audio and music analysis. ❗️GPL-3.0
TTS (🥉26 · ⭐ 10K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
DDSP (🥉25 · ⭐ 3.1K · 💀) - DDSP: Differentiable Digital Signal Processing. Apache-2
Dejavu (🥉23 · ⭐ 6.7K · 💀) - Audio fingerprinting and recognition in Python. MIT
python_speech_features (🥉21 · ⭐ 2.4K · 💀) - This library provides common speech features for ASR.. MIT
TimeSide (🥉21 · ⭐ 390 · 💤) - scalable audio processing framework and server written in.. ❗️AGPL-3.0
Muda (🥉18 · ⭐ 240 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉10 · ⭐ 550 · 💀) - Library for Textless Spoken Language Processing. MIT

Geospatial Data

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

pydeck (🥇43 · ⭐ 14K) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 300 · 🔀 2.2K · 📦 9.2K · 📋 3.2K - 13% open · ⏱️ 08.10.2025):
```
git clone https://github.com/visgl/deck.gl
```
PyPi (📥 15M / month · 📦 160 · ⏱️ 21.03.2025):
```
pip install pydeck
```
Conda (📥 840K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pydeck
```
npm (📥 690K / month · 📦 360 · ⏱️ 08.10.2025):
```
npm install deck.gl
```

folium (🥇40 · ⭐ 7.2K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 180 · 🔀 2.2K · 📦 64K · 📋 1.2K - 6% open · ⏱️ 06.10.2025):
```
git clone https://github.com/python-visualization/folium
```
PyPi (📥 2.8M / month · 📦 1K · ⏱️ 16.06.2025):
```
pip install folium
```
Conda (📥 4.4M · ⏱️ 16.06.2025):
```
conda install -c conda-forge folium
```

Shapely (🥇40 · ⭐ 4.3K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 170 · 🔀 600 · 📥 4K · 📦 110K · 📋 1.3K - 18% open · ⏱️ 14.10.2025):
```
git clone https://github.com/shapely/shapely
```
PyPi (📥 60M / month · 📦 4.7K · ⏱️ 24.09.2025):
```
pip install shapely
```
Conda (📥 14M · ⏱️ 24.09.2025):
```
conda install -c conda-forge shapely
```

GeoPandas (🥈39 · ⭐ 4.9K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 250 · 🔀 980 · 📥 3.1K · 📦 60K · 📋 1.8K - 24% open · ⏱️ 11.10.2025):
```
git clone https://github.com/geopandas/geopandas
```
PyPi (📥 11M / month · 📦 3.8K · ⏱️ 26.06.2025):
```
pip install geopandas
```
Conda (📥 5.3M · ⏱️ 06.10.2025):
```
conda install -c conda-forge geopandas
```

Rasterio (🥈37 · ⭐ 2.4K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 170 · 🔀 540 · 📥 1K · 📦 19K · 📋 1.9K - 8% open · ⏱️ 26.09.2025):
```
git clone https://github.com/rasterio/rasterio
```
PyPi (📥 2.7M / month · 📦 1.5K · ⏱️ 02.12.2024):
```
pip install rasterio
```
Conda (📥 5.2M · ⏱️ 17.09.2025):
```
conda install -c conda-forge rasterio
```

pyproj (🥈37 · ⭐ 1.2K) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 72 · 🔀 220 · 📦 47K · 📋 660 - 6% open · ⏱️ 02.10.2025):
```
git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 14M / month · 📦 2.3K · ⏱️ 14.08.2025):
```
pip install pyproj
```
Conda (📥 12M · ⏱️ 15.09.2025):
```
conda install -c conda-forge pyproj
```

ArcGIS API (🥈36 · ⭐ 2.1K · 📈) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 99 · 🔀 1.1K · 📥 16K · 📦 1K · 📋 920 - 8% open · ⏱️ 13.10.2025):
```
git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 160K / month · 📦 42 · ⏱️ 12.08.2025):
```
pip install arcgis
```

Docker Hub:

docker pull esridocker/arcgis-api-python-notebook

Fiona (🥈34 · ⭐ 1.2K · 💤) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 78 · 🔀 210 · 📦 27K · 📋 820 - 5% open · ⏱️ 20.02.2025):
```
git clone https://github.com/Toblerity/Fiona
```
PyPi (📥 5.7M / month · 📦 380 · ⏱️ 16.09.2024):
```
pip install fiona
```
Conda (📥 7.8M · ⏱️ 22.04.2025):
```
conda install -c conda-forge fiona
```

ipyleaflet (🥉33 · ⭐ 1.5K) - A Jupyter - Leaflet.js bridge. MIT

GitHub (👨‍💻 94 · 🔀 360 · 📦 18K · 📋 660 - 44% open · ⏱️ 19.06.2025):
```
git clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 260K / month · 📦 340 · ⏱️ 13.06.2025):
```
pip install ipyleaflet
```

Conda (📥 1.7M · ⏱️ 13.06.2025):

conda install -c conda-forge ipyleaflet

npm (📥 2.3K / month · 📦 9 · ⏱️ 13.06.2025):
```
npm install jupyter-leaflet
```

PySAL (🥉31 · ⭐ 1.4K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 79 · 🔀 310 · 📦 1.8K · 📋 660 - 3% open · ⏱️ 08.09.2025):
```
git clone https://github.com/pysal/pysal
```
PyPi (📥 55K / month · 📦 65 · ⏱️ 31.07.2025):
```
pip install pysal
```
Conda (📥 720K · ⏱️ 01.08.2025):
```
conda install -c conda-forge pysal
```

geojson (🥉31 · ⭐ 970 · 💤) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 58 · 🔀 120 · 📦 21K · 📋 100 - 26% open · ⏱️ 21.12.2024):
```
git clone https://github.com/jazzband/geojson
```
PyPi (📥 3.5M / month · 📦 720 · ⏱️ 21.12.2024):
```
pip install geojson
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge geojson
```

GeoViews (🥉28 · ⭐ 620) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 33 · 🔀 79 · 📦 5 · 📋 360 - 31% open · ⏱️ 15.10.2025):
```
git clone https://github.com/holoviz/geoviews
```
PyPi (📥 77K / month · 📦 76 · ⏱️ 14.08.2025):
```
pip install geoviews
```
Conda (📥 340K · ⏱️ 14.08.2025):
```
conda install -c conda-forge geoviews
```

EarthPy (🥉28 · ⭐ 530) - A package built to support working with spatial data using open source.. BSD-3

GitHub (👨‍💻 44 · 🔀 160 · 📥 75 · 📦 440 · 📋 250 - 16% open · ⏱️ 31.07.2025):
```
git clone https://github.com/earthlab/earthpy
```
PyPi (📥 26K / month · 📦 17 · ⏱️ 01.10.2021):
```
pip install earthpy
```
Conda (📥 98K · ⏱️ 22.04.2025):
```
conda install -c conda-forge earthpy
```

pymap3d (🥉25 · ⭐ 430) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2

GitHub (👨‍💻 19 · 🔀 87 · 📦 530 · 📋 59 - 8% open · ⏱️ 08.07.2025):
```
git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 520K / month · 📦 50 · ⏱️ 08.07.2025):
```
pip install pymap3d
```
Conda (📥 120K · ⏱️ 08.07.2025):
```
conda install -c conda-forge pymap3d
```

Mapbox GL (🥉22 · ⭐ 680 · 💤) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT

GitHub (👨‍💻 23 · 🔀 140 · 📋 110 - 38% open · ⏱️ 06.02.2025):
```
git clone https://github.com/mapbox/mapboxgl-jupyter
```
PyPi (📥 11K / month · 📦 12 · ⏱️ 02.06.2019):
```
pip install mapboxgl
```

Show 7 hidden projects...

Satpy (🥈34 · ⭐ 1.1K) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
geopy (🥉32 · ⭐ 4.7K · 💀) - Geocoding library for Python. MIT
Geocoder (🥉32 · ⭐ 1.6K · 💀) - Python Geocoder. MIT
Sentinelsat (🥉26 · ⭐ 1K · 💀) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
prettymaps (🥉24 · ⭐ 12K) - Draw pretty maps from OpenStreetMap data! Built with osmnx.. ❗️AGPL-3.0
gmaps (🥉22 · ⭐ 760 · 💀) - Google maps for Jupyter notebooks. BSD-3
geoplotlib (🥉21 · ⭐ 1K · 💀) - python toolbox for visualizing geographical data and making maps. MIT

Financial Data

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

yfinance (🥇42 · ⭐ 19K) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 140 · 🔀 2.8K · 📦 86K · 📋 1.7K - 9% open · ⏱️ 18.09.2025):
```
git clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 5.4M / month · 📦 1.2K · ⏱️ 17.09.2025):
```
pip install yfinance
```
Conda (📥 99K · ⏱️ 25.03.2025):
```
conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 32K) - Qlib is an AI-oriented Quant investment platform that aims to use AI tech.. MIT

GitHub (👨‍💻 140 · 🔀 4.9K · 📥 910 · 📦 21 · 📋 1K - 28% open · ⏱️ 16.10.2025):
```
git clone https://github.com/microsoft/qlib
```
PyPi (📥 15K / month · 📦 3 · ⏱️ 15.08.2025):
```
pip install pyqlib
```

bt (🥈30 · ⭐ 2.7K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 35 · 🔀 450 · 📦 1.7K · 📋 350 - 23% open · ⏱️ 16.10.2025):
```
git clone https://github.com/pmorissette/bt
```
PyPi (📥 14K / month · 📦 15 · ⏱️ 12.04.2025):
```
pip install bt
```
Conda (📥 100K · ⏱️ 02.10.2025):
```
conda install -c conda-forge bt
```

ffn (🥈27 · ⭐ 2.4K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 36 · 🔀 330 · 📦 580 · 📋 140 - 17% open · ⏱️ 02.10.2025):
```
git clone https://github.com/pmorissette/ffn
```
PyPi (📥 32K / month · 📦 22 · ⏱️ 11.02.2025):
```
pip install ffn
```
Conda (📥 25K · ⏱️ 22.04.2025):
```
conda install -c conda-forge ffn
```

Alpha Vantage (🥉26 · ⭐ 4.6K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 44 · 🔀 760 · 📋 290 - 0% open · ⏱️ 27.07.2025):
```
git clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 150K / month · 📦 35 · ⏱️ 18.07.2024):
```
pip install alpha_vantage
```

Conda (📥 10K · ⏱️ 22.04.2025):

conda install -c conda-forge alpha_vantage

stockstats (🥉26 · ⭐ 1.4K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 10 · 🔀 310 · 📦 1.3K · 📋 130 - 10% open · ⏱️ 18.05.2025):
```
git clone https://github.com/jealous/stockstats
```
PyPi (📥 55K / month · 📦 14 · ⏱️ 18.05.2025):
```
pip install stockstats
```

tf-quant-finance (🥉21 · ⭐ 5K · 💤) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 48 · 🔀 630 · 📋 65 - 56% open · ⏱️ 21.03.2025):
```
git clone https://github.com/google/tf-quant-finance
```
PyPi (📥 750 / month · 📦 3 · ⏱️ 19.08.2022):
```
pip install tf-quant-finance
```

finmarketpy (🥉21 · ⭐ 3.7K · 💤) - Python library for backtesting trading strategies &.. Apache-2

GitHub (👨‍💻 19 · 🔀 510 · 📥 57 · 📦 16 · 📋 35 - 88% open · ⏱️ 10.03.2025):
```
git clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 280 / month · ⏱️ 10.03.2025):
```
pip install finmarketpy
```

Show 17 hidden projects...

zipline (🥇32 · ⭐ 19K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
ta (🥇32 · ⭐ 4.8K · 💀) - Technical Analysis Library using Pandas and Numpy. MIT
arch (🥇32 · ⭐ 1.4K) - ARCH models in Python. ❗Unlicensed
pyfolio (🥈31 · ⭐ 6.1K · 💀) - Portfolio and risk analytics in Python. Apache-2
backtrader (🥈29 · ⭐ 19K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
IB-insync (🥈28 · ⭐ 3.1K · 💀) - Python sync/async framework for Interactive Brokers API. BSD-2
Alphalens (🥈27 · ⭐ 3.9K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
Enigma Catalyst (🥈27 · ⭐ 2.5K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
empyrical (🥈27 · ⭐ 1.4K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
Backtesting.py (🥉26 · ⭐ 7.3K) - Backtest trading strategies in Python. ❗️AGPL-3.0
TensorTrade (🥉26 · ⭐ 5.6K · 💀) - An open source reinforcement learning framework for.. Apache-2
PyAlgoTrade (🥉25 · ⭐ 4.6K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉24 · ⭐ 2.2K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
FinQuant (🥉23 · ⭐ 1.6K · 💀) - A program for financial portfolio management, analysis and.. MIT
Crypto Signals (🥉22 · ⭐ 5.4K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
surpriver (🥉12 · ⭐ 1.8K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉9 · ⭐ 150 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0

Time Series Data

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

sktime (🥇41 · ⭐ 9.3K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 510 · 🔀 1.7K · 📥 110 · 📦 4.7K · 📋 3K - 39% open · ⏱️ 15.10.2025):
```
git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 1.1M / month · 📦 160 · ⏱️ 25.09.2025):
```
pip install sktime
```

Conda (📥 1.2M · ⏱️ 18.09.2025):

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

Prophet (🥇34 · ⭐ 20K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 190 · 🔀 4.6K · 📥 3.2K · 📦 21 · 📋 2.2K - 20% open · ⏱️ 17.09.2025):
```
git clone https://github.com/facebook/prophet
```
PyPi (📥 100K / month · 📦 91 · ⏱️ 05.09.2020):
```
pip install fbprophet
```
Conda (📥 1.5M · ⏱️ 01.10.2025):
```
conda install -c conda-forge prophet
```

Darts (🥇33 · ⭐ 9K) - A python library for user-friendly forecasting and anomaly detection on.. Apache-2

GitHub (👨‍💻 140 · 🔀 970 · 📋 1.8K - 13% open · ⏱️ 10.10.2025):
```
git clone https://github.com/unit8co/darts
```
PyPi (📥 86K / month · 📦 10 · ⏱️ 03.10.2025):
```
pip install u8darts
```

Conda (📥 93K · ⏱️ 05.10.2025):

conda install -c conda-forge u8darts-all

Docker Hub (📥 2.1K · ⏱️ 03.10.2025):
```
docker pull unit8/darts
```

StatsForecast (🥇33 · ⭐ 4.5K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 56 · 🔀 330 · 📦 1.9K · 📋 380 - 32% open · ⏱️ 08.10.2025):
```
git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 1.1M / month · 📦 80 · ⏱️ 05.07.2025):
```
pip install statsforecast
```

Conda (📥 220K · ⏱️ 13.10.2025):

conda install -c conda-forge statsforecast

tslearn (🥇33 · ⭐ 3K) - The machine learning toolkit for time series analysis in Python. BSD-2

GitHub (👨‍💻 46 · 🔀 350 · 📦 1.9K · 📋 380 - 38% open · ⏱️ 03.10.2025):
```
git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 410K / month · 📦 110 · ⏱️ 02.07.2025):
```
pip install tslearn
```
Conda (📥 1.7M · ⏱️ 03.07.2025):
```
conda install -c conda-forge tslearn
```

skforecast (🥇33 · ⭐ 1.4K) - Time series forecasting with machine learning models. BSD-3

GitHub (👨‍💻 23 · 🔀 170 · 📦 490 · 📋 210 - 8% open · ⏱️ 22.09.2025):
```
git clone https://github.com/JoaquinAmatRodrigo/skforecast
```
PyPi (📥 95K / month · 📦 18 · ⏱️ 22.09.2025):
```
pip install skforecast
```

pytorch-forecasting (🥈32 · ⭐ 4.6K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 79 · 🔀 710 · 📦 670 · 📋 920 - 60% open · ⏱️ 10.10.2025):
```
git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 290K / month · 📦 27 · ⏱️ 10.10.2025):
```
pip install pytorch-forecasting
```

Conda (📥 86K · ⏱️ 05.07.2025):

conda install -c conda-forge pytorch-forecasting

pmdarima (🥈32 · ⭐ 1.7K · 💤) - A statistical library designed to fill the void in Pythons time.. MIT

GitHub (👨‍💻 23 · 🔀 250 · 📦 13K · 📋 340 - 19% open · ⏱️ 07.11.2024):
```
git clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 6.9M / month · 📦 150 · ⏱️ 23.10.2023):
```
pip install pmdarima
```
Conda (📥 1.4M · ⏱️ 22.04.2025):
```
conda install -c conda-forge pmdarima
```

tsfresh (🥈31 · ⭐ 9K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 100 · 🔀 1.3K · 📦 21 · 📋 550 - 12% open · ⏱️ 30.08.2025):
```
git clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 360K / month · 📦 120 · ⏱️ 30.08.2025):
```
pip install tsfresh
```
Conda (📥 1.5M · ⏱️ 31.08.2025):
```
conda install -c conda-forge tsfresh
```

STUMPY (🥈30 · ⭐ 4K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 41 · 🔀 340 · 📦 1.6K · 📋 540 - 13% open · ⏱️ 02.09.2025):
```
git clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 400K / month · 📦 30 · ⏱️ 09.07.2024):
```
pip install stumpy
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge stumpy
```

NeuralForecast (🥈30 · ⭐ 3.8K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub (👨‍💻 55 · 🔀 450 · 📋 650 - 17% open · ⏱️ 01.10.2025):
```
git clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 150K / month · 📦 30 · ⏱️ 01.10.2025):
```
pip install neuralforecast
```

Conda (📥 47K · ⏱️ 06.10.2025):

conda install -c conda-forge neuralforecast

GluonTS (🥈29 · ⭐ 5K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 120 · 🔀 790 · 📋 970 - 34% open · ⏱️ 14.08.2025):
```
git clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 1.1M / month · 📦 41 · ⏱️ 27.06.2025):
```
pip install gluonts
```
Conda (📥 3.1K · ⏱️ 22.04.2025):
```
conda install -c anaconda gluonts
```

Streamz (🥉28 · ⭐ 1.3K · 💤) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 49 · 🔀 150 · 📦 570 · 📋 270 - 44% open · ⏱️ 22.11.2024):
```
git clone https://github.com/python-streamz/streamz
```
PyPi (📥 35K / month · 📦 57 · ⏱️ 27.07.2022):
```
pip install streamz
```
Conda (📥 2.8M · ⏱️ 22.04.2025):
```
conda install -c conda-forge streamz
```

pyts (🥉27 · ⭐ 1.9K) - A Python package for time series classification. BSD-3

GitHub (👨‍💻 15 · 🔀 180 · 📦 890 · 📋 88 - 59% open · ⏱️ 18.06.2025):
```
git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 230K / month · 📦 45 · ⏱️ 18.06.2023):
```
pip install pyts
```
Conda (📥 35K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pyts
```

TSFEL (🥉26 · ⭐ 1.1K) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 21 · 🔀 150 · 📦 220 · 📋 86 - 4% open · ⏱️ 20.08.2025):
```
git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 16K / month · 📦 14 · ⏱️ 20.08.2025):
```
pip install tsfel
```

greykite (🥉22 · ⭐ 1.8K · 💤) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 10 · 🔀 110 · 📥 39 · 📦 47 · 📋 110 - 11% open · ⏱️ 20.02.2025):
```
git clone https://github.com/linkedin/greykite
```
PyPi (📥 9.8K / month · ⏱️ 20.02.2025):
```
pip install greykite
```

Show 13 hidden projects...

NeuralProphet (🥉26 · ⭐ 4.2K · 💀) - NeuralProphet: A simple forecasting package. MIT
PyFlux (🥉25 · ⭐ 2.1K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉22 · ⭐ 1.2K · 💀) - Anomaly Detection and Correlation library. Apache-2
ADTK (🥉22 · ⭐ 1.2K · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in.. MPL-2.0
seglearn (🥉21 · ⭐ 580 · 💀) - Python module for machine learning time series:. BSD-3
tick (🥉21 · ⭐ 520 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
pydlm (🥉21 · ⭐ 480 · 💀) - A python library for Bayesian time series modeling. BSD-3
matrixprofile-ts (🥉19 · ⭐ 740 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
tsflex (🥉19 · ⭐ 430 · 💀) - Flexible time series feature extraction & processing. MIT
Auto TS (🥉18 · ⭐ 760 · 💀) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
tsaug (🥉15 · ⭐ 360 · 💀) - A Python package for time series augmentation. Apache-2
atspy (🥉14 · ⭐ 520 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tslumen (🥉8 · ⭐ 71 · 💀) - A library for Time Series EDA (exploratory data analysis). Apache-2

Medical Data

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

Nilearn (🥇38 · ⭐ 1.3K) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 260 · 🔀 610 · 📥 410 · 📦 4.4K · 📋 2.4K - 12% open · ⏱️ 16.10.2025):
```
git clone https://github.com/nilearn/nilearn
```
PyPi (📥 250K / month · 📦 350 · ⏱️ 03.09.2025):
```
pip install nilearn
```
Conda (📥 390K · ⏱️ 04.09.2025):
```
conda install -c conda-forge nilearn
```

MONAI (🥇37 · ⭐ 6.9K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 240 · 🔀 1.3K · 📦 4.5K · 📋 3.3K - 13% open · ⏱️ 10.10.2025):
```
git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 400K / month · 📦 200 · ⏱️ 22.09.2025):
```
pip install monai
```
Conda (📥 59K · ⏱️ 22.09.2025):
```
conda install -c conda-forge monai
```

MNE (🥇37 · ⭐ 3.1K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 400 · 🔀 1.4K · 📋 5.1K - 11% open · ⏱️ 15.10.2025):
```
git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 390K / month · 📦 530 · ⏱️ 14.10.2025):
```
pip install mne
```
Conda (📥 610K · ⏱️ 14.10.2025):
```
conda install -c conda-forge mne
```

Hail (🥈34 · ⭐ 1K) - Cloud-native genomic dataframes and batch computing. MIT

GitHub (👨‍💻 99 · 🔀 260 · 📦 170 · 📋 2.6K - 11% open · ⏱️ 15.10.2025):
```
git clone https://github.com/hail-is/hail
```
PyPi (📥 140K / month · 📦 44 · ⏱️ 09.09.2025):
```
pip install hail
```

NIPYPE (🥈34 · ⭐ 790) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 260 · 🔀 530 · 📦 7.2K · 📋 1.4K - 30% open · ⏱️ 28.04.2025):
```
git clone https://github.com/nipy/nipype
```
PyPi (📥 430K / month · 📦 150 · ⏱️ 19.03.2025):
```
pip install nipype
```
Conda (📥 970K · ⏱️ 05.05.2025):
```
conda install -c conda-forge nipype
```

NiBabel (🥈34 · ⭐ 740) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 110 · 🔀 260 · 📦 30K · 📋 550 - 23% open · ⏱️ 25.09.2025):
```
git clone https://github.com/nipy/nibabel
```
PyPi (📥 1.1M / month · 📦 1.2K · ⏱️ 23.10.2024):
```
pip install nibabel
```
Conda (📥 1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge nibabel
```

Lifelines (🥈32 · ⭐ 2.5K · 💤) - Survival analysis in Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 4.2K · 📋 980 - 27% open · ⏱️ 29.10.2024):
```
git clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 1.9M / month · 📦 160 · ⏱️ 29.10.2024):
```
pip install lifelines
```
Conda (📥 500K · ⏱️ 22.04.2025):
```
conda install -c conda-forge lifelines
```

DeepVariant (🥉27 · ⭐ 3.5K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 41 · 🔀 760 · 📥 4.9K · 📦 4 · 📋 960 - 0% open · ⏱️ 10.09.2025):
```
git clone https://github.com/google/deepvariant
```
Conda (📥 79K · ⏱️ 24.05.2025):
```
conda install -c bioconda deepvariant
```

Brainiak (🥉18 · ⭐ 360 · 💤) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 35 · 🔀 140 · 📋 230 - 38% open · ⏱️ 06.01.2025):
```
git clone https://github.com/brainiak/brainiak
```
PyPi (📥 2.6K / month · ⏱️ 07.01.2025):
```
pip install brainiak
```
Docker Hub (📥 2K · ⭐ 1 · ⏱️ 07.01.2025):
```
docker pull brainiak/brainiak
```

Show 10 hidden projects...

DIPY (🥈31 · ⭐ 790) - DIPY is the paragon 3D/4D+ medical imaging library in Python... ❗Unlicensed
NiftyNet (🥉25 · ⭐ 1.4K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
MedPy (🥉23 · ⭐ 610 · 💀) - Medical image processing in Python. ❗️GPL-3.0
NIPY (🥉23 · ⭐ 400 · 💤) - Neuroimaging in Python FMRI analysis package. ❗Unlicensed
DLTK (🥉21 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Glow (🥉19 · ⭐ 290 · 💤) - An open-source toolkit for large-scale genomic analysis. Apache-2
MedicalTorch (🥉16 · ⭐ 870 · 💀) - A medical imaging framework for Pytorch. Apache-2
Medical Detection Toolkit (🥉14 · ⭐ 1.3K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
DeepNeuro (🥉14 · ⭐ 130 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 2.1K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

skrub (🥇30 · ⭐ 1.5K) - Machine learning with dataframes. BSD-3

GitHub (👨‍💻 76 · 🔀 160 · 📦 100 · 📋 560 - 22% open · ⏱️ 16.10.2025):
```
git clone https://github.com/skrub-data/skrub
```
PyPi (📥 43K / month · 📦 20 · ⏱️ 25.09.2025):
```
pip install skrub
```

pytorch_tabular (🥈23 · ⭐ 1.6K) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 27 · 🔀 150 · 📥 64 · 📋 180 - 5% open · ⏱️ 19.04.2025):
```
git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 6K / month · 📦 9 · ⏱️ 28.11.2024):
```
pip install pytorch_tabular
```

upgini (🥈21 · ⭐ 340) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 13 · 🔀 25 · 📦 9 · ⏱️ 15.10.2025):
```
git clone https://github.com/upgini/upgini
```
PyPi (📥 9.4K / month · ⏱️ 15.10.2025):
```
pip install upgini
```

Show 3 hidden projects...

miceforest (🥉19 · ⭐ 390 · 💀) - Multiple Imputation with LightGBM in Python. MIT
carefree-learn (🥉18 · ⭐ 410 · 💀) - Deep Learning PyTorch. MIT
deltapy (🥉13 · ⭐ 550 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

PaddleOCR (🥇43 · ⭐ 57K) - Turn any PDF or image document into structured data for your.. Apache-2

GitHub (👨‍💻 310 · 🔀 8.8K · 📥 2M · 📦 6.2K · 📋 10K - 1% open · ⏱️ 16.10.2025):
```
git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 680K / month · 📦 200 · ⏱️ 16.10.2025):
```
pip install paddleocr
```

OCRmyPDF (🥇37 · ⭐ 31K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 120 · 🔀 2.2K · 📥 15K · 📦 1.4K · 📋 1.3K - 11% open · ⏱️ 16.10.2025):
```
git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 400K / month · 📦 58 · ⏱️ 16.10.2025):
```
pip install ocrmypdf
```
Conda (📥 110K · ⏱️ 22.04.2025):
```
conda install -c conda-forge ocrmypdf
```

Tesseract (🥈32 · ⭐ 6.2K · 💤) - Python-tesseract is an optical character recognition (OCR).. Apache-2

GitHub (👨‍💻 50 · 🔀 730 · 📋 370 - 3% open · ⏱️ 17.02.2025):
```
git clone https://github.com/madmaze/pytesseract
```
PyPi (📥 5.5M / month · 📦 970 · ⏱️ 16.08.2024):
```
pip install pytesseract
```

Conda (📥 690K · ⏱️ 22.04.2025):

conda install -c conda-forge pytesseract

tesserocr (🥈32 · ⭐ 2.1K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 34 · 🔀 260 · 📥 1.1K · 📦 1.3K · 📋 290 - 14% open · ⏱️ 10.10.2025):
```
git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 200K / month · 📦 56 · ⏱️ 10.10.2025):
```
pip install tesserocr
```
Conda (📥 290K · ⏱️ 22.04.2025):
```
conda install -c conda-forge tesserocr
```

MMOCR (🥉27 · ⭐ 4.7K · 💤) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 90 · 🔀 770 · 📦 240 · 📋 930 - 20% open · ⏱️ 27.11.2024):
```
git clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 4.9K / month · 📦 4 · ⏱️ 05.05.2022):
```
pip install mmocr
```

keras-ocr (🥉25 · ⭐ 1.5K) - A packaged and flexible version of the CRAFT text detector and.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📥 2.1M · 📦 720 · 📋 220 - 46% open · ⏱️ 22.09.2025):
```
git clone https://github.com/faustomorales/keras-ocr
```
PyPi (📥 18K / month · 📦 8 · ⏱️ 06.11.2023):
```
pip install keras-ocr
```
Conda (📥 440 · ⏱️ 22.04.2025):
```
conda install -c anaconda keras-ocr
```

Show 6 hidden projects...

EasyOCR (🥈34 · ⭐ 28K · 💀) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
calamari (🥉22 · ⭐ 1.2K) - Line based ATR Engine based on OCRopy. ❗️GPL-3.0
pdftabextract (🥉21 · ⭐ 2.2K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
attention-ocr (🥉21 · ⭐ 1.1K · 💀) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
doc2text (🥉20 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
Mozart (🥉10 · ⭐ 690 · 💀) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

Data Containers & Structures

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

🔗 best-of-python - Data Containers ( ⭐ 4.2K) - Collection of data-container, dataframe, and pandas-..

Data Loading & Extraction

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

🔗 best-of-python - Data Extraction ( ⭐ 4.2K) - Collection of data-loading and -extraction libraries.

Web Scraping & Crawling

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

🔗 best-of-web-python - Web Scraping ( ⭐ 2.6K) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

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

🔗 best-of-python - Data Pipelines ( ⭐ 4.2K) - Libraries for data batch- and stream-processing,..

Show 1 hidden projects...

pyclugen (🥇10 · ⭐ 10) - Multidimensional cluster generation in Python. MIT

Distributed Machine Learning

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

Ray (🥇48 · ⭐ 39K · 📉) - Ray is an AI compute engine. Ray consists of a core distributed.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 6.8K · 📥 270 · 📦 26K · 📋 22K - 14% open · ⏱️ 16.10.2025):
```
git clone https://github.com/ray-project/ray
```
PyPi (📥 28M / month · 📦 1.1K · ⏱️ 10.10.2025):
```
pip install ray
```
Conda (📥 900K · ⏱️ 16.10.2025):
```
conda install -c conda-forge ray-tune
```

dask (🥇44 · ⭐ 14K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 630 · 🔀 1.8K · 📦 77K · 📋 5.6K - 21% open · ⏱️ 15.10.2025):
```
git clone https://github.com/dask/dask
```
PyPi (📥 19M / month · 📦 3.2K · ⏱️ 14.10.2025):
```
pip install dask
```
Conda (📥 14M · ⏱️ 14.10.2025):
```
conda install -c conda-forge dask
```

DeepSpeed (🥇41 · ⭐ 40K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2

GitHub (👨‍💻 420 · 🔀 4.6K · 📦 15K · 📋 3.2K - 34% open · ⏱️ 13.10.2025):
```
git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 1.2M / month · 📦 340 · ⏱️ 07.10.2025):
```
pip install deepspeed
```
Docker Hub (📥 24K · ⭐ 4 · ⏱️ 02.09.2022):
```
docker pull deepspeed/deepspeed
```

dask.distributed (🥇39 · ⭐ 1.7K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 340 · 🔀 740 · 📦 42K · 📋 4K - 37% open · ⏱️ 16.10.2025):
```
git clone https://github.com/dask/distributed
```
PyPi (📥 6M / month · 📦 1K · ⏱️ 14.10.2025):
```
pip install distributed
```

Conda (📥 20M · ⏱️ 14.10.2025):

conda install -c conda-forge distributed

horovod (🥈36 · ⭐ 15K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 180 · 🔀 2.3K · 📦 1.4K · 📋 2.3K - 17% open · ⏱️ 31.07.2025):
```
git clone https://github.com/horovod/horovod
```
PyPi (📥 79K / month · 📦 34 · ⏱️ 12.06.2023):
```
pip install horovod
```

metrics (🥈36 · ⭐ 2.3K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (👨‍💻 280 · 🔀 460 · 📥 6.9K · 📦 45K · 📋 980 - 7% open · ⏱️ 16.10.2025):
```
git clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 4.1K / month · 📦 4 · ⏱️ 26.02.2025):
```
pip install metrics
```

Conda (📥 2.1M · ⏱️ 03.09.2025):

conda install -c conda-forge torchmetrics

H2O-3 (🥈34 · ⭐ 7.3K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 280 · 🔀 2K · 📦 99 · 📋 9.6K - 30% open · ⏱️ 09.10.2025):
```
git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 200K / month · 📦 65 · ⏱️ 08.10.2025):
```
pip install h2o
```

ColossalAI (🥈33 · ⭐ 41K) - Making large AI models cheaper, faster and more accessible. Apache-2

GitHub (👨‍💻 200 · 🔀 4.5K · 📦 530 · 📋 1.8K - 26% open · ⏱️ 26.09.2025):
```
git clone https://github.com/hpcaitech/colossalai
```

mpi4py (🥈33 · ⭐ 880) - Python bindings for MPI. BSD-3

GitHub (👨‍💻 28 · 🔀 130 · 📥 39K · 📦 12K · 📋 220 - 1% open · ⏱️ 13.10.2025):
```
git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 930K / month · 📦 1K · ⏱️ 10.10.2025):
```
pip install mpi4py
```
Conda (📥 4.4M · ⏱️ 14.10.2025):
```
conda install -c conda-forge mpi4py
```

FairScale (🥈31 · ⭐ 3.4K) - PyTorch extensions for high performance and large scale training. BSD-3

GitHub (👨‍💻 77 · 🔀 290 · 📦 8.9K · 📋 390 - 26% open · ⏱️ 26.04.2025):
```
git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 620K / month · 📦 150 · ⏱️ 11.12.2022):
```
pip install fairscale
```
Conda (📥 520K · ⏱️ 22.04.2025):
```
conda install -c conda-forge fairscale
```

Submit it (🥈31 · ⭐ 1.5K) - Python 3.8+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 26 · 🔀 140 · 📦 4.7K · 📋 130 - 38% open · ⏱️ 21.05.2025):
```
git clone https://github.com/facebookincubator/submitit
```
PyPi (📥 800K / month · 📦 74 · ⏱️ 21.05.2025):
```
pip install submitit
```
Conda (📥 65K · ⏱️ 22.04.2025):
```
conda install -c conda-forge submitit
```

BigDL (🥈30 · ⭐ 8.4K) - Accelerate local LLM inference and finetuning (LLaMA, Mistral,.. Apache-2

GitHub (👨‍💻 120 · 🔀 1.4K · 📥 710 · 📋 3K - 40% open · ⏱️ 14.10.2025):
```
git clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 14K / month · 📦 2 · ⏱️ 24.03.2024):
```
pip install bigdl
```

Maven (📦 5 · ⏱️ 20.04.2021):

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

SynapseML (🥈30 · ⭐ 5.2K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 130 · 🔀 850 · 📋 820 - 49% open · ⏱️ 14.10.2025):
```
git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 1.6M / month · 📦 7 · ⏱️ 03.10.2025):
```
pip install synapseml
```

petastorm (🥈29 · ⭐ 1.9K) - Petastorm library enables single machine or distributed training.. Apache-2

GitHub (👨‍💻 52 · 🔀 280 · 📥 580 · 📦 250 · 📋 330 - 54% open · ⏱️ 15.09.2025):
```
git clone https://github.com/uber/petastorm
```
PyPi (📥 270K / month · 📦 15 · ⏱️ 11.08.2025):
```
pip install petastorm
```

dask-ml (🥉28 · ⭐ 940) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 82 · 🔀 260 · 📦 1.3K · 📋 550 - 51% open · ⏱️ 27.09.2025):
```
git clone https://github.com/dask/dask-ml
```
PyPi (📥 160K / month · 📦 100 · ⏱️ 08.02.2025):
```
pip install dask-ml
```
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge dask-ml
```

Hivemind (🥉26 · ⭐ 2.3K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 34 · 🔀 190 · 📦 130 · 📋 190 - 43% open · ⏱️ 12.10.2025):
```
git clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 48K / month · 📦 12 · ⏱️ 20.04.2025):
```
pip install hivemind
```

MMLSpark (🥉23 · ⭐ 5.2K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 130 · 🔀 850 · 📋 820 - 49% open · ⏱️ 14.10.2025):
```
git clone https://github.com/microsoft/SynapseML
```
PyPi (⏱️ 18.03.2020):
```
pip install mmlspark
```

Apache Singa (🥉23 · ⭐ 3.6K · 💤) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 98 · 🔀 1.3K · 📦 6 · 📋 140 - 35% open · ⏱️ 26.03.2025):
```
git clone https://github.com/apache/singa
```
Conda (📥 1.2K · ⏱️ 25.03.2025):
```
conda install -c nusdbsystem singa
```
Docker Hub (📥 9.9K · ⭐ 3 · ⏱️ 31.05.2022):
```
docker pull apache/singa
```

analytics-zoo (🥉22 · ⭐ 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2

GitHub (👨‍💻 110 · 🔀 730 · 📋 1.3K - 32% open · ⏱️ 09.10.2025):
```
git clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 660 / month · 📦 1 · ⏱️ 22.08.2022):
```
pip install analytics-zoo
```

Show 17 hidden projects...

DEAP (🥈34 · ⭐ 6.2K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈29 · ⭐ 2.6K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
TensorFlowOnSpark (🥉25 · ⭐ 3.9K · 💀) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
Elephas (🥉24 · ⭐ 1.6K · 💀) - Distributed Deep learning with Keras & Spark. MIT keras
Mesh (🥉23 · ⭐ 1.6K · 💀) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
BytePS (🥉21 · ⭐ 3.7K · 💀) - A high performance and generic framework for distributed DNN.. Apache-2
somoclu (🥉21 · ⭐ 280 · 💀) - Massively parallel self-organizing maps: accelerate training on.. MIT
TensorFrames (🥉19 · ⭐ 750 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (🥉19 · ⭐ 290 · 💀) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
mesh-transformer-jax (🥉18 · ⭐ 6.3K · 💀) - Model parallel transformers in JAX and Haiku. Apache-2
launchpad (🥉18 · ⭐ 330 · 💀) - Launchpad is a library that simplifies writing.. Apache-2
Fiber (🥉17 · ⭐ 1K · 💀) - Distributed Computing for AI Made Simple. Apache-2
parallelformers (🥉17 · ⭐ 790 · 💀) - Parallelformers: An Efficient Model Parallelization.. Apache-2
bluefog (🥉17 · ⭐ 290 · 💀) - Distributed and decentralized training framework for PyTorch.. Apache-2
LazyCluster (🥉14 · ⭐ 49 · 💀) - Distributed machine learning made simple. Apache-2
autodist (🥉12 · ⭐ 130 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2
moolib (🥉11 · ⭐ 370 · 💀) - A library for distributed ML training with PyTorch. MIT

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (🥇44 · ⭐ 13K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 320 · 🔀 1.2K · 📦 30K · 📋 1.8K - 3% open · ⏱️ 16.10.2025):
```
git clone https://github.com/optuna/optuna
```
PyPi (📥 7.6M / month · 📦 1.5K · ⏱️ 18.08.2025):
```
pip install optuna
```
Conda (📥 3.4M · ⏱️ 19.08.2025):
```
conda install -c conda-forge optuna
```

AutoGluon (🥇36 · ⭐ 9.5K) - Fast and Accurate ML in 3 Lines of Code. Apache-2

GitHub (👨‍💻 140 · 🔀 1.1K · 📦 1.2K · 📋 1.7K - 25% open · ⏱️ 26.09.2025):
```
git clone https://github.com/autogluon/autogluon
```
PyPi (📥 210K / month · 📦 38 · ⏱️ 16.10.2025):
```
pip install autogluon
```
Conda (📥 44K · ⏱️ 30.07.2025):
```
conda install -c conda-forge autogluon
```
Docker Hub (📥 20K · ⭐ 19 · ⏱️ 16.06.2025):
```
docker pull autogluon/autogluon
```

Ax (🥇36 · ⭐ 2.6K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 200 · 🔀 350 · 📦 1.1K · 📋 930 - 12% open · ⏱️ 16.10.2025):
```
git clone https://github.com/facebook/Ax
```
PyPi (📥 260K / month · 📦 71 · ⏱️ 09.09.2025):
```
pip install ax-platform
```

Conda (📥 48K · ⏱️ 10.09.2025):

conda install -c conda-forge ax-platform

Bayesian Optimization (🥇35 · ⭐ 8.4K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 52 · 🔀 1.6K · 📥 180 · 📦 3.9K · 📋 390 - 1% open · ⏱️ 09.09.2025):
```
git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 510K / month · 📦 190 · ⏱️ 24.07.2025):
```
pip install bayesian-optimization
```

BoTorch (🥇35 · ⭐ 3.4K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 150 · 🔀 440 · 📦 1.6K · 📋 620 - 14% open · ⏱️ 16.10.2025):
```
git clone https://github.com/pytorch/botorch
```
PyPi (📥 540K / month · 📦 130 · ⏱️ 12.08.2025):
```
pip install botorch
```
Conda (📥 180K · ⏱️ 12.08.2025):
```
conda install -c conda-forge botorch
```

Hyperopt (🥇34 · ⭐ 7.5K · 💤) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 100 · 🔀 1.1K · 📦 22K · 📋 800 - 17% open · ⏱️ 27.12.2024):
```
git clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 2.8M / month · 📦 450 · ⏱️ 17.11.2021):
```
pip install hyperopt
```
Conda (📥 860K · ⏱️ 22.04.2025):
```
conda install -c conda-forge hyperopt
```

AutoKeras (🥈32 · ⭐ 9.3K · 💤) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 150 · 🔀 1.4K · 📥 21K · 📦 890 · 📋 910 - 16% open · ⏱️ 16.12.2024):
```
git clone https://github.com/keras-team/autokeras
```
PyPi (📥 18K / month · 📦 13 · ⏱️ 20.03.2024):
```
pip install autokeras
```

featuretools (🥈32 · ⭐ 7.5K · 💤) - An open source python library for automated feature.. BSD-3

GitHub (👨‍💻 75 · 🔀 890 · 📦 2.1K · 📋 1K - 15% open · ⏱️ 13.11.2024):
```
git clone https://github.com/alteryx/featuretools
```
PyPi (📥 110K / month · 📦 74 · ⏱️ 14.05.2024):
```
pip install featuretools
```

Conda (📥 270K · ⏱️ 22.04.2025):

conda install -c conda-forge featuretools

nevergrad (🥈30 · ⭐ 4.1K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 58 · 🔀 360 · 📦 1K · 📋 310 - 40% open · ⏱️ 23.04.2025):
```
git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 180K / month · 📦 72 · ⏱️ 23.04.2025):
```
pip install nevergrad
```
Conda (📥 67K · ⏱️ 22.04.2025):
```
conda install -c conda-forge nevergrad
```

mljar-supervised (🥈28 · ⭐ 3.2K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 30 · 🔀 420 · 📦 170 · 📋 680 - 21% open · ⏱️ 07.07.2025):
```
git clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 8.8K / month · 📦 6 · ⏱️ 07.07.2025):
```
pip install mljar-supervised
```

Conda (📥 52K · ⏱️ 08.07.2025):

conda install -c conda-forge mljar-supervised

lazypredict (🥈27 · ⭐ 3.2K) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 19 · 🔀 360 · 📦 1.4K · 📋 160 - 64% open · ⏱️ 15.10.2025):
```
git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 30K / month · 📦 8 · ⏱️ 05.04.2025):
```
pip install lazypredict
```

Conda (📥 6.5K · ⏱️ 22.04.2025):

conda install -c conda-forge lazypredict

Hyperactive (🥉24 · ⭐ 530) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 15 · 🔀 51 · 📥 330 · 📦 40 · 📋 120 - 29% open · ⏱️ 30.09.2025):
```
git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 7.3K / month · 📦 13 · ⏱️ 20.09.2025):
```
pip install hyperactive
```

FEDOT (🥉23 · ⭐ 700) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub (👨‍💻 40 · 🔀 88 · 📦 65 · 📋 570 - 11% open · ⏱️ 14.10.2025):
```
git clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 3.9K / month · 📦 7 · ⏱️ 10.03.2025):
```
pip install fedot
```

AlphaPy (🥉21 · ⭐ 1.6K) - Python AutoML for Trading Systems and Sports Betting. Apache-2

GitHub (👨‍💻 5 · 🔀 250 · 📦 10 · 📋 45 - 35% open · ⏱️ 24.08.2025):
```
git clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 310 / month · ⏱️ 29.08.2020):
```
pip install alphapy
```

Auto ViML (🥉20 · ⭐ 540 · 💤) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2

GitHub (👨‍💻 9 · 🔀 100 · 📦 28 · ⏱️ 30.01.2025):
```
git clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 2.6K / month · 📦 3 · ⏱️ 30.01.2025):
```
pip install autoviml
```

featurewiz (🥉18 · ⭐ 670 · 💤) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub (👨‍💻 18 · 🔀 98 · 📋 110 - 0% open · ⏱️ 19.02.2025):
```
git clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 5.7K / month · 📦 4 · ⏱️ 19.02.2025):
```
pip install featurewiz
```

Show 36 hidden projects...

TPOT (🥈33 · ⭐ 10K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
Keras Tuner (🥈32 · ⭐ 2.9K · 💀) - A Hyperparameter Tuning Library for Keras. Apache-2
scikit-optimize (🥈32 · ⭐ 2.8K · 💀) - Sequential model-based optimization with a.. BSD-3
NNI (🥈31 · ⭐ 14K · 💀) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
auto-sklearn (🥈31 · ⭐ 8K · 💀) - Automated Machine Learning with scikit-learn. BSD-3
Hyperas (🥈27 · ⭐ 2.2K · 💀) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
SMAC3 (🥈27 · ⭐ 1.2K · 💤) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
GPyOpt (🥈26 · ⭐ 950 · 💀) - Gaussian Process Optimization using GPy. BSD-3
Talos (🥈25 · ⭐ 1.6K · 💀) - Hyperparameter Experiments with TensorFlow and Keras. MIT
lightwood (🥈25 · ⭐ 490) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
AdaNet (🥉24 · ⭐ 3.5K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
auto_ml (🥉24 · ⭐ 1.7K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
Orion (🥉24 · ⭐ 300 · 💀) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
HpBandSter (🥉22 · ⭐ 620 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
MLBox (🥉21 · ⭐ 1.5K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
sklearn-deap (🥉21 · ⭐ 770 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Test Tube (🥉21 · ⭐ 740 · 💀) - Python library to easily log experiments and parallelize.. MIT
Neuraxle (🥉21 · ⭐ 610 · 💀) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2
optunity (🥉21 · ⭐ 420 · 💀) - optimization routines for hyperparameter tuning. BSD-3
igel (🥉20 · ⭐ 3.1K · 💀) - a delightful machine learning tool that allows you to train, test, and.. MIT
opytimizer (🥉20 · ⭐ 630 · 💀) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2
Dragonfly (🥉19 · ⭐ 890 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
Auto Tune Models (🥉19 · ⭐ 530 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Xcessiv (🥉18 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
shap-hypetune (🥉18 · ⭐ 580 · 💀) - A python package for simultaneous Hyperparameters Tuning and.. MIT
Advisor (🥉17 · ⭐ 1.6K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
Sherpa (🥉17 · ⭐ 340 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
automl-gs (🥉16 · ⭐ 1.9K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
HyperparameterHunter (🥉16 · ⭐ 710 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
Parfit (🥉15 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.7K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 200 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉12 · ⭐ 110 · 💀) - Better, faster hyper-parameter optimization. BSD-3
model_search (🥉11 · ⭐ 3.3K · 💀) - AutoML algorithms for model architecture search at scale. Apache-2
Devol (🥉11 · ⭐ 950 · 💀) - Genetic neural architecture search with Keras. MIT
Hypertunity (🥉10 · ⭐ 140 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

Libraries for building and evaluating reinforcement learning & agent-based systems.

ViZDoom (🥇31 · ⭐ 1.9K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub (👨‍💻 57 · 🔀 400 · 📥 12K · 📦 340 · 📋 470 - 7% open · ⏱️ 01.10.2025):
```
git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 8.6K / month · 📦 17 · ⏱️ 29.06.2025):
```
pip install vizdoom
```

FinRL (🥇30 · ⭐ 13K) - FinRL: Financial Reinforcement Learning. MIT

GitHub (👨‍💻 130 · 🔀 2.9K · 📦 110 · 📋 760 - 35% open · ⏱️ 03.10.2025):
```
git clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 3.1K / month · ⏱️ 08.01.2022):
```
pip install finrl
```

Acme (🥈28 · ⭐ 3.8K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 90 · 🔀 500 · 📦 250 · 📋 270 - 24% open · ⏱️ 26.09.2025):
```
git clone https://github.com/deepmind/acme
```
PyPi (📥 15K / month · 📦 3 · ⏱️ 10.02.2022):
```
pip install dm-acme
```
Conda (📥 14K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dm-acme
```

TF-Agents (🥈28 · ⭐ 3K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 150 · 🔀 740 · 📋 680 - 30% open · ⏱️ 16.06.2025):
```
git clone https://github.com/tensorflow/agents
```
PyPi (📥 61K / month · 📦 14 · ⏱️ 14.12.2023):
```
pip install tf-agents
```

Dopamine (🥈27 · ⭐ 11K · 💤) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 15 · 🔀 1.4K · 📦 21 · 📋 200 - 55% open · ⏱️ 04.11.2024):
```
git clone https://github.com/google/dopamine
```
PyPi (📥 120K / month · 📦 10 · ⏱️ 31.10.2024):
```
pip install dopamine-rl
```

RLax (🥉26 · ⭐ 1.4K) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 23 · 🔀 94 · 📦 370 · 📋 27 - 29% open · ⏱️ 26.09.2025):
```
git clone https://github.com/deepmind/rlax
```
PyPi (📥 53K / month · 📦 22 · ⏱️ 01.09.2025):
```
pip install rlax
```

PARL (🥉25 · ⭐ 3.4K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 46 · 🔀 820 · 📦 140 · 📋 540 - 23% open · ⏱️ 13.09.2025):
```
git clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 3.3K / month · 📦 1 · ⏱️ 13.05.2022):
```
pip install parl
```

ReAgent (🥉21 · ⭐ 3.7K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 170 · 🔀 520 · 📋 160 - 53% open · ⏱️ 02.09.2025):
```
git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 33 / month · ⏱️ 27.05.2020):
```
pip install reagent
```

Show 15 hidden projects...

OpenAI Gym (🥇40 · ⭐ 37K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
baselines (🥈29 · ⭐ 16K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
TensorLayer (🥈28 · ⭐ 7.4K · 💀) - Deep Learning and Reinforcement Learning Library for.. Apache-2
keras-rl (🥈28 · ⭐ 5.6K · 💀) - Deep Reinforcement Learning for Keras. MIT
TensorForce (🥈27 · ⭐ 3.3K · 💀) - Tensorforce: a TensorFlow library for applied.. Apache-2
garage (🥉26 · ⭐ 2K · 💀) - A toolkit for reproducible reinforcement learning research. MIT
Stable Baselines (🥉25 · ⭐ 4.3K · 💀) - A fork of OpenAI Baselines, implementations of.. MIT
ChainerRL (🥉25 · ⭐ 1.2K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
PFRL (🥉23 · ⭐ 1.2K · 💀) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
Coach (🥉21 · ⭐ 2.3K · 💀) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
SerpentAI (🥉19 · ⭐ 6.9K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 7.3K · 💀) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉13 · ⭐ 280 · 💀) - Maze Applied Reinforcement Learning Framework. ❗️Custom
rliable (🥉11 · ⭐ 850 · 💀) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on.. Apache-2

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇34 · ⭐ 21K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 140 · 🔀 3.2K · 📥 790 · 📦 180 · 📋 890 - 18% open · ⏱️ 13.10.2025):
```
git clone https://github.com/microsoft/recommenders
```
PyPi (📥 13K / month · 📦 4 · ⏱️ 24.12.2024):
```
pip install recommenders
```

torchrec (🥇32 · ⭐ 2.4K) - Pytorch domain library for recommendation systems. BSD-3

GitHub (👨‍💻 390 · 🔀 560 · 📦 240 · 📋 320 - 49% open · ⏱️ 15.10.2025):
```
git clone https://github.com/pytorch/torchrec
```
PyPi (📥 580 / month · ⏱️ 12.05.2022):
```
pip install torchrec-nightly-cpu
```

Cornac (🥈28 · ⭐ 990) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 25 · 🔀 160 · 📦 300 · 📋 170 - 17% open · ⏱️ 04.10.2025):
```
git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 40K / month · 📦 18 · ⏱️ 04.10.2025):
```
pip install cornac
```
Conda (📥 910K · ⏱️ 05.10.2025):
```
conda install -c conda-forge cornac
```

lkpy (🥈28 · ⭐ 300) - Python recommendation toolkit. MIT

GitHub (👨‍💻 41 · 🔀 72 · 📦 140 · 📋 280 - 32% open · ⏱️ 14.10.2025):
```
git clone https://github.com/lenskit/lkpy
```
PyPi (📥 6.9K / month · 📦 13 · ⏱️ 14.10.2025):
```
pip install lenskit
```
Conda (📥 51K · ⏱️ 15.10.2025):
```
conda install -c conda-forge lenskit
```

RecBole (🥉25 · ⭐ 4K · 💤) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 79 · 🔀 680 · 📋 1K - 30% open · ⏱️ 24.02.2025):
```
git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 130K / month · 📦 2 · ⏱️ 24.02.2025):
```
pip install recbole
```
Conda (📥 9.2K · ⏱️ 25.03.2025):
```
conda install -c aibox recbole
```

TF Recommenders (🥉25 · ⭐ 2K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 45 · 🔀 290 · 📋 450 - 59% open · ⏱️ 27.09.2025):
```
git clone https://github.com/tensorflow/recommenders
```
PyPi (📥 210K / month · 📦 2 · ⏱️ 03.02.2023):
```
pip install tensorflow-recommenders
```

Show 11 hidden projects...

implicit (🥈30 · ⭐ 3.7K · 💀) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
lightfm (🥈28 · ⭐ 5K · 💀) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2
scikit-surprise (🥈27 · ⭐ 6.7K · 💀) - A Python scikit for building and analyzing recommender.. BSD-3
TF Ranking (🥉26 · ⭐ 2.8K · 💀) - Learning to Rank in TensorFlow. Apache-2
fastFM (🥉22 · ⭐ 1.1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
tensorrec (🥉21 · ⭐ 1.3K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
Spotlight (🥉18 · ⭐ 3K · 💀) - Deep recommender models using PyTorch. MIT
recmetrics (🥉18 · ⭐ 580 · 💀) - A library of metrics for evaluating recommender systems. MIT
Case Recommender (🥉18 · ⭐ 500 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
OpenRec (🥉16 · ⭐ 420 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2
Collie (🥉10 · ⭐ 100 · 💀) - A library for preparing, training, and evaluating scalable deep.. BSD-3

Privacy Machine Learning

Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.

PySyft (🥇31 · ⭐ 9.8K) - Perform data science on data that remains in someone elses server. Apache-2

GitHub (👨‍💻 520 · 🔀 2K · 📥 2.1K · 📦 1 · 📋 3.4K - 1% open · ⏱️ 13.04.2025):
```
git clone https://github.com/OpenMined/PySyft
```
PyPi (📥 23K / month · 📦 5 · ⏱️ 13.04.2025):
```
pip install syft
```

Opacus (🥇31 · ⭐ 1.9K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 87 · 🔀 370 · 📥 140 · 📦 1.2K · 📋 340 - 19% open · ⏱️ 16.09.2025):
```
git clone https://github.com/pytorch/opacus
```
PyPi (📥 120K / month · 📦 49 · ⏱️ 27.05.2025):
```
pip install opacus
```
Conda (📥 28K · ⏱️ 09.07.2025):
```
conda install -c conda-forge opacus
```

TensorFlow Privacy (🥈24 · ⭐ 2K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 60 · 🔀 450 · 📥 190 · 📋 210 - 55% open · ⏱️ 13.06.2025):
```
git clone https://github.com/tensorflow/privacy
```
PyPi (📥 28K / month · 📦 21 · ⏱️ 14.02.2024):
```
pip install tensorflow-privacy
```

FATE (🥉23 · ⭐ 6K · 💤) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 100 · 🔀 1.6K · 📦 1 · 📋 2.1K - 2% open · ⏱️ 19.11.2024):
```
git clone https://github.com/FederatedAI/FATE
```
PyPi (⏱️ 06.05.2020):
```
pip install ETAF
```

CrypTen (🥉22 · ⭐ 1.6K · 💤) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 40 · 🔀 290 · 📋 280 - 28% open · ⏱️ 23.11.2024):
```
git clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 1.3K / month · 📦 1 · ⏱️ 08.12.2022):
```
pip install crypten
```

Show 2 hidden projects...

TFEncrypted (🥈24 · ⭐ 1.2K · 💀) - A Framework for Encrypted Machine Learning in.. Apache-2
PipelineDP (🥉19 · ⭐ 280) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

Libraries to organize, track, and visualize machine learning experiments.

mlflow (🥇47 · ⭐ 23K · 📈) - The open source developer platform to build AI/LLM applications.. Apache-2

GitHub (👨‍💻 910 · 🔀 4.9K · 📦 66K · 📋 5.2K - 39% open · ⏱️ 16.10.2025):
```
git clone https://github.com/mlflow/mlflow
```
PyPi (📥 25M / month · 📦 1.3K · ⏱️ 16.10.2025):
```
pip install mlflow
```
Conda (📥 3.6M · ⏱️ 08.08.2025):
```
conda install -c conda-forge mlflow
```

wandb client (🥇44 · ⭐ 10K) - The AI developer platform. Use Weights & Biases to train and fine-.. MIT

GitHub (👨‍💻 220 · 🔀 780 · 📥 1.1K · 📦 84K · 📋 3.7K - 18% open · ⏱️ 15.10.2025):
```
git clone https://github.com/wandb/client
```
PyPi (📥 21M / month · 📦 2.3K · ⏱️ 29.09.2025):
```
pip install wandb
```
Conda (📥 1.2M · ⏱️ 07.10.2025):
```
conda install -c conda-forge wandb
```

DVC (🥇42 · ⭐ 15K) - Data Versioning and ML Experiments. Apache-2

GitHub (👨‍💻 320 · 🔀 1.2K · 📦 24K · 📋 4.9K - 4% open · ⏱️ 14.10.2025):
```
git clone https://github.com/iterative/dvc
```
PyPi (📥 1.3M / month · 📦 140 · ⏱️ 02.09.2025):
```
pip install dvc
```
Conda (📥 3.1M · ⏱️ 02.09.2025):
```
conda install -c conda-forge dvc
```

Tensorboard (🥇41 · ⭐ 7K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 330 · 🔀 1.7K · 📦 330K · 📋 2K - 36% open · ⏱️ 12.08.2025):
```
git clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 29M / month · 📦 2.8K · ⏱️ 17.07.2025):
```
pip install tensorboard
```

Conda (📥 6M · ⏱️ 18.07.2025):

conda install -c conda-forge tensorboard

SageMaker SDK (🥇41 · ⭐ 2.2K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 500 · 🔀 1.2K · 📦 6.2K · 📋 1.6K - 21% open · ⏱️ 14.10.2025):
```
git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 26M / month · 📦 210 · ⏱️ 14.10.2025):
```
pip install sagemaker
```

Conda (📥 1.7M · ⏱️ 25.08.2025):

conda install -c conda-forge sagemaker-python-sdk

Metaflow (🥈37 · ⭐ 9.6K) - Build, Manage and Deploy AI/ML Systems. Apache-2

GitHub (👨‍💻 120 · 🔀 940 · 📦 950 · 📋 840 - 43% open · ⏱️ 15.10.2025):
```
git clone https://github.com/Netflix/metaflow
```
PyPi (📥 690K / month · 📦 53 · ⏱️ 15.10.2025):
```
pip install metaflow
```
Conda (📥 340K · ⏱️ 15.10.2025):
```
conda install -c conda-forge metaflow
```

tensorboardX (🥈35 · ⭐ 8K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 85 · 🔀 860 · 📥 500 · 📦 60K · 📋 470 - 18% open · ⏱️ 13.06.2025):
```
git clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 4.6M / month · 📦 740 · ⏱️ 10.06.2025):
```
pip install tensorboardX
```

Conda (📥 1.3M · ⏱️ 22.04.2025):

conda install -c conda-forge tensorboardx

PyCaret (🥈34 · ⭐ 9.6K · 💤) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 140 · 🔀 1.8K · 📥 730 · 📦 7.9K · 📋 2.3K - 16% open · ⏱️ 06.03.2025):
```
git clone https://github.com/pycaret/pycaret
```
PyPi (📥 320K / month · 📦 31 · ⏱️ 28.04.2024):
```
pip install pycaret
```
Conda (📥 78K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pycaret
```

ClearML (🥈34 · ⭐ 6.3K) - ClearML - Auto-Magical CI/CD to streamline your AI workload... Apache-2

GitHub (👨‍💻 100 · 🔀 710 · 📥 3.5K · 📦 1.9K · 📋 1.2K - 44% open · ⏱️ 14.10.2025):
```
git clone https://github.com/allegroai/clearml
```
PyPi (📥 490K / month · 📦 78 · ⏱️ 24.07.2025):
```
pip install clearml
```
Docker Hub (📥 31K · ⏱️ 05.10.2020):
```
docker pull allegroai/trains
```

snakemake (🥈34 · ⭐ 2.6K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 390 · 🔀 610 · 📦 2.5K · 📋 2.1K - 58% open · ⏱️ 14.10.2025):
```
git clone https://github.com/snakemake/snakemake
```
PyPi (📥 160K / month · 📦 310 · ⏱️ 12.10.2025):
```
pip install snakemake
```
Conda (📥 1.5M · ⏱️ 12.10.2025):
```
conda install -c bioconda snakemake
```

kaggle (🥈32 · ⭐ 6.9K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 49 · 🔀 1.2K · 📦 21 · 📋 530 - 26% open · ⏱️ 26.09.2025):
```
git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 800K / month · 📦 240 · ⏱️ 08.05.2025):
```
pip install kaggle
```
Conda (📥 250K · ⏱️ 11.08.2025):
```
conda install -c conda-forge kaggle
```

aim (🥈32 · ⭐ 5.8K) - Aim An easy-to-use & supercharged open-source experiment tracker. Apache-2

GitHub (👨‍💻 82 · 🔀 350 · 📦 1K · 📋 1.1K - 37% open · ⏱️ 26.06.2025):
```
git clone https://github.com/aimhubio/aim
```
PyPi (📥 120K / month · 📦 56 · ⏱️ 11.06.2025):
```
pip install aim
```
Conda (📥 140K · ⏱️ 22.04.2025):
```
conda install -c conda-forge aim
```

AzureML SDK (🥈31 · ⭐ 4.3K · 💤) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 65 · 🔀 2.5K · 📥 680 · 📋 1.5K - 26% open · ⏱️ 14.03.2025):
```
git clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 2.1M / month · 📦 31 · ⏱️ 11.04.2025):
```
pip install azureml-sdk
```

sacred (🥈30 · ⭐ 4.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 110 · 🔀 390 · 📦 3.6K · 📋 560 - 18% open · ⏱️ 05.09.2025):
```
git clone https://github.com/IDSIA/sacred
```
PyPi (📥 65K / month · 📦 60 · ⏱️ 26.11.2024):
```
pip install sacred
```
Conda (📥 9.8K · ⏱️ 22.04.2025):
```
conda install -c conda-forge sacred
```

VisualDL (🥈29 · ⭐ 4.8K · 💤) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 36 · 🔀 630 · 📥 530 · 📦 3.6K · 📋 510 - 30% open · ⏱️ 22.01.2025):
```
git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 210K / month · 📦 82 · ⏱️ 30.10.2024):
```
pip install visualdl
```

Neptune.ai (🥈29 · ⭐ 620) - The experiment tracker for foundation model training. Apache-2

GitHub (👨‍💻 57 · 🔀 65 · 📦 920 · 📋 260 - 12% open · ⏱️ 09.06.2025):
```
git clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 520K / month · 📦 77 · ⏱️ 15.04.2025):
```
pip install neptune-client
```

Conda (📥 380K · ⏱️ 22.04.2025):

conda install -c conda-forge neptune-client

TNT (🥉28 · ⭐ 1.7K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub (👨‍💻 150 · 🔀 290 · 📋 150 - 56% open · ⏱️ 09.10.2025):
```
git clone https://github.com/pytorch/tnt
```
PyPi (📥 16K / month · 📦 24 · ⏱️ 29.07.2018):
```
pip install torchnet
```

Labml (🥉25 · ⭐ 2.2K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 9 · 🔀 140 · 📦 240 · 📋 50 - 12% open · ⏱️ 10.04.2025):
```
git clone https://github.com/labmlai/labml
```
PyPi (📥 10K / month · 📦 14 · ⏱️ 15.09.2024):
```
pip install labml
```

livelossplot (🥉25 · ⭐ 1.3K · 💤) - Live training loss plot in Jupyter Notebook for Keras,.. MIT

GitHub (👨‍💻 17 · 🔀 140 · 📦 1.9K · 📋 79 - 7% open · ⏱️ 03.01.2025):
```
git clone https://github.com/stared/livelossplot
```
PyPi (📥 22K / month · 📦 16 · ⏱️ 03.01.2025):
```
pip install livelossplot
```

ml-metadata (🥉25 · ⭐ 660) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 23 · 🔀 170 · 📥 3K · 📦 720 · 📋 130 - 41% open · ⏱️ 03.04.2025):
```
git clone https://github.com/google/ml-metadata
```
PyPi (📥 50K / month · 📦 32 · ⏱️ 07.04.2025):
```
pip install ml-metadata
```

quinn (🥉24 · ⭐ 670 · 💤) - pyspark methods to enhance developer productivity. Apache-2

GitHub (👨‍💻 31 · 🔀 98 · 📥 69 · 📦 94 · 📋 130 - 27% open · ⏱️ 06.12.2024):
```
git clone https://github.com/MrPowers/quinn
```
PyPi (📥 710K / month · 📦 7 · ⏱️ 13.02.2024):
```
pip install quinn
```

gokart (🥉24 · ⭐ 330) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT

GitHub (👨‍💻 48 · 🔀 63 · 📦 85 · 📋 100 - 31% open · ⏱️ 18.06.2025):
```
git clone https://github.com/m3dev/gokart
```
PyPi (📥 6.2K / month · 📦 8 · ⏱️ 18.06.2025):
```
pip install gokart
```

Guild AI (🥉23 · ⭐ 890) - Experiment tracking, ML developer tools. Apache-2

GitHub (👨‍💻 30 · 🔀 90 · 📥 32 · 📦 110 · 📋 440 - 50% open · ⏱️ 29.04.2025):
```
git clone https://github.com/guildai/guildai
```
PyPi (📥 3.1K / month · ⏱️ 11.05.2022):
```
pip install guildai
```

TensorWatch (🥉22 · ⭐ 3.5K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT

GitHub (👨‍💻 15 · 🔀 360 · 📦 160 · 📋 70 - 75% open · ⏱️ 27.09.2025):
```
git clone https://github.com/microsoft/tensorwatch
```
PyPi (📥 2.8K / month · 📦 7 · ⏱️ 04.03.2020):
```
pip install tensorwatch
```

keepsake (🥉18 · ⭐ 1.7K · 💤) - Version control for machine learning. Apache-2

GitHub (👨‍💻 18 · 🔀 71 · 📋 190 - 65% open · ⏱️ 03.12.2024):
```
git clone https://github.com/replicate/keepsake
```
PyPi (📥 910 / month · 📦 1 · ⏱️ 25.01.2021):
```
pip install keepsake
```

datmo (🥉18 · ⭐ 340) - Open source production model management tool for data scientists. MIT

GitHub (👨‍💻 6 · 🔀 30 · 📦 7 · 📋 180 - 17% open · ⏱️ 23.06.2025):
```
git clone https://github.com/datmo/datmo
```
PyPi (📥 230 / month · ⏱️ 07.12.2018):
```
pip install datmo
```

CometML (🥉16) - Supercharging Machine Learning. MIT

GitHub:

git clone https://github.com/comet-ml/examples

PyPi (📥 550K / month · 📦 99 · ⏱️ 15.10.2025):
```
pip install comet_ml
```
Conda:
```
conda install -c anaconda comet_ml
```

Show 13 hidden projects...

Catalyst (🥉28 · ⭐ 3.4K · 💀) - Accelerated deep learning R&D. Apache-2
knockknock (🥉25 · ⭐ 2.8K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
hiddenlayer (🥉23 · ⭐ 1.9K · 💀) - Neural network graphs and training metrics for.. MIT
SKLL (🥉22 · ⭐ 560 · 💤) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗Unlicensed
lore (🥉21 · ⭐ 1.5K · 💀) - Lore makes machine learning approachable for Software Engineers and.. MIT
TensorBoard Logger (🥉21 · ⭐ 630 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
Studio.ml (🥉21 · ⭐ 380 · 💀) - Studio: Simplify and expedite model building process. Apache-2
chitra (🥉17 · ⭐ 230) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉17 · ⭐ 140 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
MXBoard (🥉16 · ⭐ 320 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
caliban (🥉15 · ⭐ 500 · 💀) - Research workflows made easy, locally and in the Cloud. Apache-2
ModelChimp (🥉12 · ⭐ 130 · 💀) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉8 · ⭐ 12 · 💀) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.

triton (🥇45 · ⭐ 17K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 470 · 🔀 2.3K · 📥 1.1K · 📦 74K · 📋 1.9K - 41% open · ⏱️ 16.10.2025):
```
git clone https://github.com/openai/triton
```
PyPi (📥 37M / month · 📦 540 · ⏱️ 13.10.2025):
```
pip install triton
```

onnx (🥇43 · ⭐ 20K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 360 · 🔀 3.8K · 📥 25K · 📦 49K · 📋 3.1K - 9% open · ⏱️ 15.10.2025):
```
git clone https://github.com/onnx/onnx
```
PyPi (📥 13M / month · 📦 1.6K · ⏱️ 10.10.2025):
```
pip install onnx
```
Conda (📥 2.1M · ⏱️ 11.10.2025):
```
conda install -c conda-forge onnx
```

huggingface_hub (🥈40 · ⭐ 3K) - The official Python client for the Hugging Face Hub. Apache-2

GitHub (👨‍💻 270 · 🔀 820 · 📋 1.3K - 11% open · ⏱️ 16.10.2025):
```
git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 120M / month · 📦 4K · ⏱️ 13.10.2025):
```
pip install huggingface_hub
```

Conda (📥 4.1M · ⏱️ 29.09.2025):

conda install -c conda-forge huggingface_hub

BentoML (🥈36 · ⭐ 8.1K) - The easiest way to serve AI apps and models - Build Model Inference.. Apache-2

GitHub (👨‍💻 260 · 🔀 870 · 📥 140 · 📦 2.8K · 📋 1.1K - 12% open · ⏱️ 15.10.2025):
```
git clone https://github.com/bentoml/BentoML
```
PyPi (📥 150K / month · 📦 44 · ⏱️ 10.10.2025):
```
pip install bentoml
```

Core ML Tools (🥈35 · ⭐ 5K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 200 · 🔀 710 · 📥 15K · 📦 5.1K · 📋 1.6K - 26% open · ⏱️ 22.09.2025):
```
git clone https://github.com/apple/coremltools
```
PyPi (📥 1.2M / month · 📦 110 · ⏱️ 28.07.2025):
```
pip install coremltools
```

Conda (📥 110K · ⏱️ 02.10.2025):

conda install -c conda-forge coremltools

TorchServe (🥈33 · ⭐ 4.4K · 💤) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 220 · 🔀 890 · 📥 8K · 📦 900 · 📋 1.7K - 25% open · ⏱️ 17.03.2025):
```
git clone https://github.com/pytorch/serve
```
PyPi (📥 110K / month · 📦 26 · ⏱️ 30.09.2024):
```
pip install torchserve
```
Conda (📥 560K · ⏱️ 25.03.2025):
```
conda install -c pytorch torchserve
```
Docker Hub (📥 1.5M · ⭐ 32 · ⏱️ 30.09.2024):
```
docker pull pytorch/torchserve
```

hls4ml (🥈29 · ⭐ 1.7K) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 81 · 🔀 440 · 📦 51 · 📋 480 - 41% open · ⏱️ 23.09.2025):
```
git clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 2.2K / month · 📦 1 · ⏱️ 17.03.2025):
```
pip install hls4ml
```
Conda (📥 12K · ⏱️ 22.04.2025):
```
conda install -c conda-forge hls4ml
```

mmdnn (🥈25 · ⭐ 5.8K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT

GitHub (👨‍💻 86 · 🔀 960 · 📥 3.9K · 📦 160 · 📋 630 - 53% open · ⏱️ 07.08.2025):
```
git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 420 / month · ⏱️ 24.07.2020):
```
pip install mmdnn
```

Hummingbird (🥉24 · ⭐ 3.5K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 40 · 🔀 290 · 📥 920 · 📋 330 - 21% open · ⏱️ 17.07.2025):
```
git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 8.9K / month · 📦 7 · ⏱️ 25.10.2024):
```
pip install hummingbird-ml
```

Conda (📥 64K · ⏱️ 22.04.2025):

conda install -c conda-forge hummingbird-ml

tfdeploy (🥉15 · ⭐ 360 · 💤) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3

GitHub (👨‍💻 4 · 🔀 38 · 📋 34 - 32% open · ⏱️ 04.01.2025):
```
git clone https://github.com/riga/tfdeploy
```
PyPi (📥 130 / month · ⏱️ 30.03.2017):
```
pip install tfdeploy
```

Show 10 hidden projects...

m2cgen (🥈25 · ⭐ 2.9K · 💀) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
sklearn-porter (🥉23 · ⭐ 1.3K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
cortex (🥉22 · ⭐ 8K · 💀) - Production infrastructure for machine learning at scale. Apache-2
nebullvm (🥉21 · ⭐ 8.4K · 💀) - A collection of libraries to optimise AI model performances. Apache-2
Larq Compute Engine (🥉20 · ⭐ 250) - Highly optimized inference engine for Binarized.. Apache-2
pytorch2keras (🥉19 · ⭐ 860 · 💀) - PyTorch to Keras model convertor. MIT
OMLT (🥉19 · ⭐ 330) - Represent trained machine learning models as Pyomo optimization.. ❗Unlicensed
modelkit (🥉17 · ⭐ 150 · 💀) - Toolkit for developing and maintaining ML models. MIT
backprop (🥉14 · ⭐ 240 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉13 · ⭐ 2.7K · 💀) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.

shap (🥇42 · ⭐ 25K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 280 · 🔀 3.4K · 📦 35K · 📋 2.7K - 23% open · ⏱️ 14.10.2025):
```
git clone https://github.com/slundberg/shap
```
PyPi (📥 9.5M / month · 📦 1.2K · ⏱️ 14.10.2025):
```
pip install shap
```
Conda (📥 7.4M · ⏱️ 17.06.2025):
```
conda install -c conda-forge shap
```

arviz (🥇37 · ⭐ 1.7K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 180 · 🔀 450 · 📥 190 · 📦 11K · 📋 900 - 19% open · ⏱️ 16.10.2025):
```
git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 3.4M / month · 📦 410 · ⏱️ 09.07.2025):
```
pip install arviz
```
Conda (📥 2.5M · ⏱️ 10.07.2025):
```
conda install -c conda-forge arviz
```

Netron (🥇36 · ⭐ 32K) - Visualizer for neural network, deep learning and machine learning.. MIT

GitHub (👨‍💻 2 · 🔀 3K · 📥 70K · 📦 13 · 📋 1.2K - 1% open · ⏱️ 16.10.2025):
```
git clone https://github.com/lutzroeder/netron
```
PyPi (📥 46K / month · 📦 92 · ⏱️ 10.10.2025):
```
pip install netron
```

evaluate (🥇34 · ⭐ 2.3K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 130 · 🔀 290 · 📦 23K · 📋 390 - 62% open · ⏱️ 25.09.2025):
```
git clone https://github.com/huggingface/evaluate
```
PyPi (📥 3.8M / month · 📦 660 · ⏱️ 18.09.2025):
```
pip install evaluate
```

InterpretML (🥇33 · ⭐ 6.7K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 53 · 🔀 770 · 📦 920 · 📋 480 - 22% open · ⏱️ 12.10.2025):
```
git clone https://github.com/interpretml/interpret
```
PyPi (📥 220K / month · 📦 58 · ⏱️ 14.10.2025):
```
pip install interpret
```

Captum (🥇33 · ⭐ 5.4K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 140 · 🔀 540 · 📦 3.5K · 📋 600 - 41% open · ⏱️ 02.10.2025):
```
git clone https://github.com/pytorch/captum
```
PyPi (📥 400K / month · 📦 170 · ⏱️ 27.03.2025):
```
pip install captum
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
conda install -c conda-forge captum
```

shapash (🥈30 · ⭐ 3K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2

GitHub (👨‍💻 43 · 🔀 350 · 📦 200 · 📋 240 - 16% open · ⏱️ 03.10.2025):
```
git clone https://github.com/MAIF/shapash
```
PyPi (📥 7.7K / month · 📦 4 · ⏱️ 24.07.2025):
```
pip install shapash
```

DoWhy (🥈29 · ⭐ 7.8K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 100 · 🔀 980 · 📥 43 · 📦 660 · 📋 510 - 27% open · ⏱️ 26.08.2025):
```
git clone https://github.com/py-why/dowhy
```
PyPi (📥 82K / month · 📦 28 · ⏱️ 12.07.2025):
```
pip install dowhy
```
Conda (📥 51K · ⏱️ 13.07.2025):
```
conda install -c conda-forge dowhy
```

explainerdashboard (🥈29 · ⭐ 2.4K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 23 · 🔀 340 · 📦 650 · 📋 240 - 16% open · ⏱️ 01.08.2025):
```
git clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 44K / month · 📦 15 · ⏱️ 03.06.2025):
```
pip install explainerdashboard
```

Conda (📥 74K · ⏱️ 04.06.2025):

conda install -c conda-forge explainerdashboard

dtreeviz (🥈28 · ⭐ 3.1K · 💤) - A python library for decision tree visualization and model.. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 1.6K · 📋 210 - 35% open · ⏱️ 06.03.2025):
```
git clone https://github.com/parrt/dtreeviz
```
PyPi (📥 120K / month · 📦 53 · ⏱️ 07.07.2022):
```
pip install dtreeviz
```
Conda (📥 120K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dtreeviz
```

fairlearn (🥈28 · ⭐ 2.1K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 100 · 🔀 460 · 📦 3 · 📋 540 - 28% open · ⏱️ 12.10.2025):
```
git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 190K / month · 📦 63 · ⏱️ 11.12.2024):
```
pip install fairlearn
```
Conda (📥 54K · ⏱️ 22.04.2025):
```
conda install -c conda-forge fairlearn
```

Fairness 360 (🥈27 · ⭐ 2.7K · 💤) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 72 · 🔀 870 · 📦 740 · 📋 300 - 65% open · ⏱️ 10.12.2024):
```
git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 39K / month · 📦 32 · ⏱️ 08.04.2024):
```
pip install aif360
```
Conda (📥 29K · ⏱️ 22.04.2025):
```
conda install -c conda-forge aif360
```

imodels (🥈27 · ⭐ 1.5K) - Interpretable ML package for concise, transparent, and accurate.. MIT

GitHub (👨‍💻 27 · 🔀 130 · 📦 130 · 📋 98 - 38% open · ⏱️ 26.08.2025):
```
git clone https://github.com/csinva/imodels
```
PyPi (📥 34K / month · 📦 12 · ⏱️ 26.08.2025):
```
pip install imodels
```

Model Analysis (🥈27 · ⭐ 1.3K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 61 · 🔀 280 · 📋 97 - 39% open · ⏱️ 06.08.2025):
```
git clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 81K / month · 📦 20 · ⏱️ 23.06.2025):
```
pip install tensorflow-model-analysis
```

LIT (🥉25 · ⭐ 3.6K · 💤) - The Learning Interpretability Tool: Interactively analyze ML models.. Apache-2

GitHub (👨‍💻 38 · 🔀 360 · 📋 210 - 57% open · ⏱️ 20.12.2024):
```
git clone https://github.com/PAIR-code/lit
```
PyPi (📥 8.2K / month · 📦 3 · ⏱️ 20.12.2024):
```
pip install lit-nlp
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
conda install -c conda-forge lit-nlp
```

responsible-ai-widgets (🥉25 · ⭐ 1.6K · 💤) - Responsible AI Toolbox is a suite of tools providing.. MIT

GitHub (👨‍💻 43 · 🔀 430 · 📋 330 - 28% open · ⏱️ 07.02.2025):
```
git clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 10K / month · 📦 6 · ⏱️ 08.07.2024):
```
pip install raiwidgets
```

aequitas (🥉25 · ⭐ 730 · 💤) - Bias Auditing & Fair ML Toolkit. MIT

GitHub (👨‍💻 23 · 🔀 120 · 📦 200 · 📋 99 - 51% open · ⏱️ 25.03.2025):
```
git clone https://github.com/dssg/aequitas
```
PyPi (📥 20K / month · 📦 8 · ⏱️ 30.01.2024):
```
pip install aequitas
```

Explainability 360 (🥉24 · ⭐ 1.7K · 💤) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 41 · 🔀 310 · 📦 170 · 📋 86 - 62% open · ⏱️ 26.02.2025):
```
git clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 2.8K / month · 📦 1 · ⏱️ 31.07.2023):
```
pip install aix360
```

DiCE (🥉24 · ⭐ 1.5K) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 23 · 🔀 210 · 📋 190 - 49% open · ⏱️ 13.07.2025):
```
git clone https://github.com/interpretml/DiCE
```
PyPi (📥 75K / month · 📦 13 · ⏱️ 13.07.2025):
```
pip install dice-ml
```

keract (🥉24 · ⭐ 1.1K) - Layers Outputs and Gradients in Keras. Made easy. MIT

GitHub (👨‍💻 17 · 🔀 190 · 📦 260 · 📋 89 - 3% open · ⏱️ 07.04.2025):
```
git clone https://github.com/philipperemy/keract
```
PyPi (📥 11K / month · 📦 7 · ⏱️ 07.04.2025):
```
pip install keract
```

fairness-indicators (🥉21 · ⭐ 350) - Tensorflows Fairness Evaluation and Visualization.. Apache-2

GitHub (👨‍💻 39 · 🔀 86 · 📋 45 - 77% open · ⏱️ 04.08.2025):
```
git clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 1.3K / month · ⏱️ 25.06.2025):
```
pip install fairness-indicators
```

LOFO (🥉19 · ⭐ 840 · 💤) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 6 · 🔀 87 · 📦 42 · 📋 30 - 13% open · ⏱️ 14.02.2025):
```
git clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 1.5K / month · 📦 5 · ⏱️ 14.02.2025):
```
pip install lofo-importance
```

random-forest-importances (🥉19 · ⭐ 620 · 💤) - Code to compute permutation and drop-column.. MIT

GitHub (👨‍💻 16 · 🔀 130 · 📋 39 - 20% open · ⏱️ 24.03.2025):
```
git clone https://github.com/parrt/random-forest-importances
```
PyPi (📥 19K / month · 📦 5 · ⏱️ 28.01.2021):
```
pip install rfpimp
```

Show 32 hidden projects...

Lime (🥈32 · ⭐ 12K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
pyLDAvis (🥈29 · ⭐ 1.8K · 💀) - Python library for interactive topic model visualization... BSD-3
yellowbrick (🥈27 · ⭐ 4.4K · 💀) - Visual analysis and diagnostic tools to facilitate.. Apache-2
Deep Checks (🥈27 · ⭐ 3.9K) - Deepchecks: Tests for Continuous Validation of ML Models &.. ❗️AGPL-3.0
Alibi (🥈27 · ⭐ 2.6K) - Algorithms for explaining machine learning models. ❗️Intel
scikit-plot (🥈27 · ⭐ 2.4K · 💀) - An intuitive library to add plotting functionality to.. MIT
DALEX (🥈27 · ⭐ 1.4K · 📈) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
Lucid (🥈26 · ⭐ 4.7K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
eli5 (🥈26 · ⭐ 2.8K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
iNNvestigate (🥈26 · ⭐ 1.3K · 💀) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
keras-vis (🥉25 · ⭐ 3K · 💀) - Neural network visualization toolkit for keras. MIT
CausalNex (🥉24 · ⭐ 2.4K · 💀) - A Python library that helps data scientists to infer.. Apache-2
checklist (🥉24 · ⭐ 2K · 💀) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
What-If Tool (🥉23 · ⭐ 980 · 💀) - Source code/webpage/demos for the What-If Tool. Apache-2
tf-explain (🥉22 · ⭐ 1K · 💀) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
deeplift (🥉22 · ⭐ 860 · 💀) - Public facing deeplift repo. MIT
TreeInterpreter (🥉22 · ⭐ 760 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
Quantus (🥉22 · ⭐ 630) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. ❗️GPL-3.0
XAI (🥉21 · ⭐ 1.2K · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
tcav (🥉20 · ⭐ 640 · 💀) - Code for the TCAV ML interpretability project. Apache-2
ecco (🥉19 · ⭐ 2.1K · 💀) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
sklearn-evaluation (🥉17 · ⭐ 460 · 💀) - Machine learning model evaluation made easy: plots,.. MIT
model-card-toolkit (🥉17 · ⭐ 440 · 💀) - A toolkit that streamlines and automates the.. Apache-2
Anchor (🥉16 · ⭐ 810 · 💀) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
FlashTorch (🥉16 · ⭐ 740 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
ExplainX.ai (🥉15 · ⭐ 440 · 💀) - Explainable AI framework for data scientists. Explain & debug any.. MIT
Skater (🥉14 · ⭐ 1.1K) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
interpret-text (🥉14 · ⭐ 430 · 💀) - A library that incorporates state-of-the-art explainers.. MIT
effector (🥉14 · ⭐ 120) - Effector - a Python package for global and regional effect methods. MIT
Attribution Priors (🥉12 · ⭐ 120 · 💀) - Tools for training explainable models using.. MIT
contextual-ai (🥉12 · ⭐ 87 · 💀) - Contextual AI adds explainability to different stages of.. Apache-2
bias-detector (🥉12 · ⭐ 45 · 💀) - Bias Detector is a python package for detecting bias in machine.. MIT

Vector Similarity Search (ANN)

Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.

🔗 ANN Benchmarks ( ⭐ 5.5K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇42 · ⭐ 38K · 📉) - Milvus is a high-performance, cloud-native vector database built.. Apache-2

GitHub (👨‍💻 330 · 🔀 3.5K · 📥 280K · 📋 14K - 5% open · ⏱️ 16.10.2025):
```
git clone https://github.com/milvus-io/milvus
```
PyPi (📥 6.1M / month · 📦 350 · ⏱️ 19.09.2025):
```
pip install pymilvus
```
Docker Hub (📥 72M · ⭐ 89 · ⏱️ 16.10.2025):
```
docker pull milvusdb/milvus
```

Faiss (🥇42 · ⭐ 38K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 250 · 🔀 4K · 📦 5K · 📋 2.7K - 9% open · ⏱️ 16.10.2025):
```
git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 6.1M / month · 📦 350 · ⏱️ 19.09.2025):
```
pip install pymilvus
```
Conda (📥 3M · ⏱️ 22.04.2025):
```
conda install -c conda-forge faiss
```

USearch (🥈33 · ⭐ 3.2K) - Fast Open-Source Search & Clustering engine for Vectors & Arbitrary.. Apache-2

GitHub (👨‍💻 81 · 🔀 230 · 📥 97K · 📦 210 · 📋 240 - 31% open · ⏱️ 10.10.2025):
```
git clone https://github.com/unum-cloud/usearch
```
PyPi (📥 140K / month · 📦 44 · ⏱️ 04.09.2025):
```
pip install usearch
```
npm (📥 18K / month · 📦 22 · ⏱️ 10.10.2025):
```
npm install usearch
```
Docker Hub (📥 450 · ⭐ 1 · ⏱️ 10.10.2025):
```
docker pull unum/usearch
```

NMSLIB (🥉31 · ⭐ 3.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 49 · 🔀 460 · 📦 1.4K · 📋 450 - 21% open · ⏱️ 14.10.2025):
```
git clone https://github.com/nmslib/nmslib
```
PyPi (📥 320K / month · 📦 63 · ⏱️ 03.02.2021):
```
pip install nmslib
```
Conda (📥 230K · ⏱️ 30.08.2025):
```
conda install -c conda-forge nmslib
```

PyNNDescent (🥉27 · ⭐ 950) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 30 · 🔀 110 · 📦 13K · 📋 140 - 53% open · ⏱️ 11.10.2025):
```
git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 2.3M / month · 📦 160 · ⏱️ 17.06.2024):
```
pip install pynndescent
```

Conda (📥 2.4M · ⏱️ 22.04.2025):

conda install -c conda-forge pynndescent

NGT (🥉23 · ⭐ 1.3K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2

GitHub (👨‍💻 19 · 🔀 120 · 📋 150 - 18% open · ⏱️ 15.10.2025):
```
git clone https://github.com/yahoojapan/NGT
```
PyPi (📥 2.6K / month · 📦 12 · ⏱️ 26.02.2025):
```
pip install ngt
```

Show 6 hidden projects...

Annoy (🥈35 · ⭐ 14K · 💀) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
hnswlib (🥈32 · ⭐ 4.9K · 💀) - Header-only C++/python library for fast approximate nearest.. Apache-2
NearPy (🥉22 · ⭐ 770 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
N2 (🥉22 · ⭐ 580 · 💀) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
Magnitude (🥉20 · ⭐ 1.7K · 💀) - A fast, efficient universal vector embedding utility package. MIT
PySparNN (🥉11 · ⭐ 920 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3

Probabilistics & Statistics

Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.

PyMC3 (🥇40 · ⭐ 9.3K) - Bayesian Modeling and Probabilistic Programming in Python. Apache-2

GitHub (👨‍💻 530 · 🔀 2.1K · 📥 140 · 📦 7.7K · 📋 3.5K - 11% open · ⏱️ 13.10.2025):
```
git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 370K / month · 📦 190 · ⏱️ 31.05.2024):
```
pip install pymc3
```
Conda (📥 840K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pymc3
```

tensorflow-probability (🥇36 · ⭐ 4.4K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 500 · 🔀 1.1K · 📦 4 · 📋 1.5K - 48% open · ⏱️ 15.10.2025):
```
git clone https://github.com/tensorflow/probability
```
PyPi (📥 1.1M / month · 📦 620 · ⏱️ 08.11.2024):
```
pip install tensorflow-probability
```

Conda (📥 200K · ⏱️ 22.04.2025):

conda install -c conda-forge tensorflow-probability

GPyTorch (🥇34 · ⭐ 3.8K · 📈) - A highly efficient implementation of Gaussian Processes in.. MIT

GitHub (👨‍💻 140 · 🔀 580 · 📦 3.1K · 📋 1.4K - 28% open · ⏱️ 14.10.2025):
```
git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 500K / month · 📦 250 · ⏱️ 14.10.2025):
```
pip install gpytorch
```
Conda (📥 230K · ⏱️ 11.10.2025):
```
conda install -c conda-forge gpytorch
```

pgmpy (🥇34 · ⭐ 3.1K) - Python library for causal inference and probabilistic modeling. MIT

GitHub (👨‍💻 170 · 🔀 860 · 📥 680 · 📦 1.7K · 📋 1.1K - 27% open · ⏱️ 08.10.2025):
```
git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 170K / month · 📦 72 · ⏱️ 31.03.2025):
```
pip install pgmpy
```

patsy (🥈33 · ⭐ 970) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 23 · 🔀 100 · 📦 130K · 📋 160 - 47% open · ⏱️ 29.09.2025):
```
git clone https://github.com/pydata/patsy
```
PyPi (📥 21M / month · 📦 530 · ⏱️ 12.11.2024):
```
pip install patsy
```
Conda (📥 18M · ⏱️ 22.04.2025):
```
conda install -c conda-forge patsy
```

Pyro (🥈32 · ⭐ 8.9K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 160 · 🔀 1K · 📋 1.1K - 24% open · ⏱️ 09.07.2025):
```
git clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 590K / month · 📦 190 · ⏱️ 02.06.2024):
```
pip install pyro-ppl
```
Conda (📥 270K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pyro-ppl
```

SALib (🥈31 · ⭐ 950 · 📈) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST,.. MIT

GitHub (👨‍💻 54 · 🔀 250 · 📦 1.6K · 📋 350 - 18% open · ⏱️ 12.10.2025):
```
git clone https://github.com/SALib/SALib
```
PyPi (📥 240K / month · 📦 190 · ⏱️ 12.10.2025):
```
pip install salib
```
Conda (📥 290K · ⏱️ 12.10.2025):
```
conda install -c conda-forge salib
```

hmmlearn (🥈30 · ⭐ 3.2K · 💤) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 49 · 🔀 740 · 📦 3.7K · 📋 450 - 16% open · ⏱️ 31.10.2024):
```
git clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 230K / month · 📦 92 · ⏱️ 31.10.2024):
```
pip install hmmlearn
```
Conda (📥 420K · ⏱️ 10.09.2025):
```
conda install -c conda-forge hmmlearn
```

GPflow (🥈30 · ⭐ 1.9K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 84 · 🔀 430 · 📦 790 · 📋 840 - 19% open · ⏱️ 29.05.2025):
```
git clone https://github.com/GPflow/GPflow
```
PyPi (📥 64K / month · 📦 43 · ⏱️ 29.05.2025):
```
pip install gpflow
```
Conda (📥 51K · ⏱️ 22.04.2025):
```
conda install -c conda-forge gpflow
```

emcee (🥈30 · ⭐ 1.5K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT

GitHub (👨‍💻 76 · 🔀 430 · 📦 3.2K · 📋 300 - 19% open · ⏱️ 14.10.2025):
```
git clone https://github.com/dfm/emcee
```
PyPi (📥 220K / month · 📦 440 · ⏱️ 19.04.2024):
```
pip install emcee
```
Conda (📥 500K · ⏱️ 22.04.2025):
```
conda install -c conda-forge emcee
```

bambi (🥉28 · ⭐ 1.2K) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 47 · 🔀 140 · 📦 220 · 📋 450 - 20% open · ⏱️ 13.10.2025):
```
git clone https://github.com/bambinos/bambi
```
PyPi (📥 48K / month · 📦 14 · ⏱️ 21.12.2024):
```
pip install bambi
```
Conda (📥 56K · ⏱️ 22.04.2025):
```
conda install -c conda-forge bambi
```

pomegranate (🥉26 · ⭐ 3.5K · 💤) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 75 · 🔀 590 · 📋 800 - 4% open · ⏱️ 07.02.2025):
```
git clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 45K / month · 📦 67 · ⏱️ 07.02.2025):
```
pip install pomegranate
```

Conda (📥 230K · ⏱️ 22.04.2025):

conda install -c conda-forge pomegranate

scikit-posthocs (🥉25 · ⭐ 380) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT

GitHub (👨‍💻 18 · 🔀 41 · 📥 67 · 📦 1.2K · 📋 72 - 6% open · ⏱️ 11.09.2025):
```
git clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 140K / month · 📦 73 · ⏱️ 29.03.2025):
```
pip install scikit-posthocs
```

Conda (📥 1.1M · ⏱️ 22.04.2025):

conda install -c conda-forge scikit-posthocs

pandas-ta (🥉23 · ⭐ 5.5K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 40 · 🔀 1.1K):

git clone https://github.com/twopirllc/pandas-ta

PyPi (📥 300K / month · 📦 190 · ⏱️ 14.09.2025):
```
pip install pandas-ta
```
Conda (📥 37K · ⏱️ 23.09.2025):
```
conda install -c conda-forge pandas-ta
```

TorchUncertainty (🥉23 · ⭐ 440) - Open-source framework for uncertainty and deep.. Apache-2

GitHub (👨‍💻 13 · 🔀 36 · 📋 67 - 23% open · ⏱️ 31.07.2025):
```
git clone https://github.com/ENSTA-U2IS-AI/torch-uncertainty
```
PyPi (📥 1.3K / month · 📦 4 · ⏱️ 31.07.2025):
```
pip install torch-uncertainty
```

Baal (🥉22 · ⭐ 910) - Bayesian active learning library for research and industrial usecases. Apache-2

GitHub (👨‍💻 24 · 🔀 87 · 📦 67 · 📋 120 - 18% open · ⏱️ 07.10.2025):
```
git clone https://github.com/baal-org/baal
```
PyPi (📥 2K / month · 📦 2 · ⏱️ 24.06.2025):
```
pip install baal
```
Conda (📥 14K · ⏱️ 22.04.2025):
```
conda install -c conda-forge baal
```

Orbit (🥉21 · ⭐ 2K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (👨‍💻 21 · 🔀 140 · 📋 410 - 13% open · ⏱️ 05.06.2025):
```
git clone https://github.com/uber/orbit
```
PyPi (📥 29K / month · 📦 1 · ⏱️ 01.04.2024):
```
pip install orbit-ml
```

pyhsmm (🥉21 · ⭐ 570 · 💤) - Bayesian inference in HSMMs and HMMs. MIT

GitHub (👨‍💻 14 · 🔀 170 · 📦 35 · 📋 100 - 39% open · ⏱️ 25.01.2025):
```
git clone https://github.com/mattjj/pyhsmm
```
PyPi (📥 960 / month · 📦 1 · ⏱️ 10.05.2017):
```
pip install pyhsmm
```

Show 6 hidden projects...

filterpy (🥈31 · ⭐ 3.7K · 💀) - Python Kalman filtering and optimal estimation library. Implements.. MIT
pingouin (🥉29 · ⭐ 1.8K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.8K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉27 · ⭐ 360 · 💀) - PyStan, a Python interface to Stan, a platform for statistical.. ISC
Funsor (🥉21 · ⭐ 240 · 💀) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉15 · ⭐ 2.2K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

ART (🥇34 · ⭐ 5.6K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 140 · 🔀 1.2K · 📦 770 · 📋 910 - 1% open · ⏱️ 15.10.2025):
```
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 36K / month · 📦 25 · ⏱️ 07.07.2025):
```
pip install adversarial-robustness-toolbox
```

Conda (📥 84K · ⏱️ 07.07.2025):

conda install -c conda-forge adversarial-robustness-toolbox

TextAttack (🥈28 · ⭐ 3.3K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 67 · 🔀 420 · 📦 420 · 📋 290 - 23% open · ⏱️ 10.07.2025):
```
git clone https://github.com/QData/TextAttack
```
PyPi (📥 11K / month · 📦 11 · ⏱️ 11.03.2024):
```
pip install textattack
```

Conda (📥 11K · ⏱️ 22.04.2025):

conda install -c conda-forge textattack

Show 7 hidden projects...

CleverHans (🥈30 · ⭐ 6.4K · 💀) - An adversarial example library for constructing attacks,.. MIT
Foolbox (🥈28 · ⭐ 2.9K · 💀) - A Python toolbox to create adversarial examples that fool neural.. MIT
advertorch (🥉24 · ⭐ 1.4K · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
robustness (🥉20 · ⭐ 940 · 💀) - A library for experimenting with, training and evaluating neural.. MIT
AdvBox (🥉19 · ⭐ 1.4K · 💀) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
textflint (🥉17 · ⭐ 650 · 💀) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
Adversary (🥉15 · ⭐ 400 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU & Accelerator Utilities

Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.

optimum (🥇36 · ⭐ 3.1K) - Accelerate inference and training of Transformers, Diffusers, TIMM.. Apache-2

GitHub (👨‍💻 150 · 🔀 600 · 📦 6.2K · 📋 860 - 30% open · ⏱️ 09.10.2025):
```
git clone https://github.com/huggingface/optimum
```
PyPi (📥 3.1M / month · 📦 270 · ⏱️ 09.10.2025):
```
pip install optimum
```
Conda (📥 49K · ⏱️ 09.10.2025):
```
conda install -c conda-forge optimum
```

cuDF (🥇35 · ⭐ 9.3K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 310 · 🔀 980 · 📦 64 · 📋 7.3K - 15% open · ⏱️ 16.10.2025):
```
git clone https://github.com/rapidsai/cudf
```
PyPi (📥 3.2K / month · 📦 22 · ⏱️ 01.06.2020):
```
pip install cudf
```

PyCUDA (🥈33 · ⭐ 2K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 83 · 🔀 290 · 📦 4K · 📋 290 - 29% open · ⏱️ 12.10.2025):
```
git clone https://github.com/inducer/pycuda
```
PyPi (📥 71K / month · 📦 200 · ⏱️ 09.09.2025):
```
pip install pycuda
```
Conda (📥 1.1M · ⏱️ 10.09.2025):
```
conda install -c conda-forge pycuda
```

Apex (🥈32 · ⭐ 8.8K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 3.3K · 📋 1.3K - 57% open · ⏱️ 03.10.2025):
```
git clone https://github.com/NVIDIA/apex
```

Conda (📥 570K · ⏱️ 26.07.2025):

conda install -c conda-forge nvidia-apex

cuML (🥈31 · ⭐ 5K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 190 · 🔀 590 · 📋 2.9K - 31% open · ⏱️ 16.10.2025):
```
git clone https://github.com/rapidsai/cuml
```
PyPi (📥 2.6K / month · 📦 14 · ⏱️ 01.06.2020):
```
pip install cuml
```

ArrayFire (🥈29 · ⭐ 4.8K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 97 · 🔀 540 · 📥 9.5K · 📋 1.8K - 19% open · ⏱️ 28.07.2025):
```
git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 9.4K / month · 📦 13 · ⏱️ 22.02.2022):
```
pip install arrayfire
```

gpustat (🥈29 · ⭐ 4.3K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 280 · 📦 7.8K · 📋 130 - 22% open · ⏱️ 13.04.2025):
```
git clone https://github.com/wookayin/gpustat
```
PyPi (📥 980K / month · 📦 150 · ⏱️ 22.08.2023):
```
pip install gpustat
```
Conda (📥 310K · ⏱️ 22.04.2025):
```
conda install -c conda-forge gpustat
```

cuGraph (🥈28 · ⭐ 2.1K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 120 · 🔀 340 · 📋 1.9K - 6% open · ⏱️ 15.10.2025):
```
git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 780 / month · 📦 4 · ⏱️ 01.06.2020):
```
pip install cugraph
```

Conda (📥 68K · ⏱️ 22.04.2025):

conda install -c conda-forge libcugraph

CuPy (🥉27 · ⭐ 11K) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 340 · 🔀 950):
```
git clone https://github.com/cupy/cupy
```
PyPi (📥 45K / month · 📦 400 · ⏱️ 18.08.2025):
```
pip install cupy
```
Conda (📥 7.2M · ⏱️ 14.09.2025):
```
conda install -c conda-forge cupy
```
Docker Hub (📥 91K · ⭐ 14 · ⏱️ 18.08.2025):
```
docker pull cupy/cupy
```

DALI (🥉25 · ⭐ 5.5K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 99 · 🔀 650 · 📋 1.7K - 15% open · ⏱️ 15.10.2025):
```
git clone https://github.com/NVIDIA/DALI
```

Vulkan Kompute (🥉23 · ⭐ 2.4K) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 35 · 🔀 160 · 📥 700 · 📋 230 - 32% open · ⏱️ 05.10.2025):
```
git clone https://github.com/KomputeProject/kompute
```
PyPi (📥 2.1K / month · ⏱️ 20.01.2024):
```
pip install kp
```

Show 9 hidden projects...

GPUtil (🥉25 · ⭐ 1.2K · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
scikit-cuda (🥉25 · ⭐ 990 · 💀) - Python interface to GPU-powered libraries. BSD-3
py3nvml (🥉22 · ⭐ 250 · 💀) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
BlazingSQL (🥉20 · ⭐ 2K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
Merlin (🥉20 · ⭐ 850 · 💀) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2
nvidia-ml-py3 (🥉18 · ⭐ 140 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
ipyexperiments (🥉16 · ⭐ 220 · 💀) - Automatic GPU+CPU memory profiling, re-use and memory.. Apache-2
SpeedTorch (🥉15 · ⭐ 680 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
cuSignal (🥉14 · ⭐ 730 · 💀) - GPU accelerated signal processing. ❗Unlicensed

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TensorFlow Datasets (🥇39 · ⭐ 4.5K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 650 · 🔀 1.6K · 📦 25K · 📋 1.5K - 47% open · ⏱️ 10.10.2025):
```
git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.8M / month · 📦 340 · ⏱️ 28.05.2025):
```
pip install tensorflow-datasets
```

Conda (📥 50K · ⏱️ 22.04.2025):

conda install -c conda-forge tensorflow-datasets

tensorflow-hub (🥈31 · ⭐ 3.5K · 💤) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📋 710 - 2% open · ⏱️ 17.01.2025):
```
git clone https://github.com/tensorflow/hub
```
PyPi (📥 1.8M / month · 📦 300 · ⏱️ 30.01.2024):
```
pip install tensorflow-hub
```

Conda (📥 130K · ⏱️ 22.04.2025):

conda install -c conda-forge tensorflow-hub

TFX (🥈31 · ⭐ 2.2K · 💤) - TFX is an end-to-end platform for deploying production ML.. Apache-2

GitHub (👨‍💻 190 · 🔀 710 · 📦 1.8K · 📋 1.2K - 22% open · ⏱️ 26.03.2025):
```
git clone https://github.com/tensorflow/tfx
```
PyPi (📥 32K / month · 📦 17 · ⏱️ 11.12.2024):
```
pip install tfx
```

TF Model Optimization (🥈29 · ⭐ 1.6K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 87 · 🔀 320 · 📋 400 - 57% open · ⏱️ 07.07.2025):
```
git clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 880K / month · 📦 45 · ⏱️ 08.02.2024):
```
pip install tensorflow-model-optimization
```

TensorFlow I/O (🥈29 · ⭐ 730) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 120 · 🔀 290 · 📋 660 - 44% open · ⏱️ 10.04.2025):
```
git clone https://github.com/tensorflow/io
```
PyPi (📥 730K / month · 📦 61 · ⏱️ 01.07.2024):
```
pip install tensorflow-io
```

TensorFlow Transform (🥉27 · ⭐ 990) - Input pipeline framework. Apache-2

GitHub (👨‍💻 31 · 🔀 220 · 📋 220 - 17% open · ⏱️ 06.08.2025):
```
git clone https://github.com/tensorflow/transform
```
PyPi (📥 260K / month · 📦 19 · ⏱️ 13.06.2025):
```
pip install tensorflow-transform
```

Neural Structured Learning (🥉24 · ⭐ 1K · 💤) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 39 · 🔀 190 · 📦 520 · 📋 69 - 1% open · ⏱️ 29.01.2025):
```
git clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 3.4K / month · 📦 3 · ⏱️ 29.07.2022):
```
pip install neural-structured-learning
```

TF Compression (🥉21 · ⭐ 900) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 24 · 🔀 260 · 📋 100 - 10% open · ⏱️ 19.08.2025):
```
git clone https://github.com/tensorflow/compression
```
PyPi (📥 10K / month · 📦 2 · ⏱️ 02.02.2024):
```
pip install tensorflow-compression
```

TensorFlow Cloud (🥉21 · ⭐ 380) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 29 · 🔀 92 · 📋 100 - 73% open · ⏱️ 01.10.2025):
```
git clone https://github.com/tensorflow/cloud
```
PyPi (📥 23K / month · 📦 7 · ⏱️ 17.06.2021):
```
pip install tensorflow-cloud
```

Show 7 hidden projects...

tensor2tensor (🥇33 · ⭐ 17K · 💀) - Library of deep learning models and datasets designed.. Apache-2
TF Addons (🥈32 · ⭐ 1.7K · 💀) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2
Keras-Preprocessing (🥉27 · ⭐ 1K · 💀) - Utilities for working with image data, text data, and.. MIT
efficientnet (🥉26 · ⭐ 2.1K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
Saliency (🥉22 · ⭐ 980 · 💀) - Framework-agnostic implementation for state-of-the-art.. Apache-2
TensorNets (🥉21 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
tffm (🥉18 · ⭐ 780 · 💀) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇33 · ⭐ 2.6K) - Elegant easy-to-use neural networks + scientific computing in.. Apache-2

GitHub (👨‍💻 81 · 🔀 170 · 📦 1.4K · 📋 610 - 35% open · ⏱️ 12.10.2025):
```
git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 520K / month · 📦 350 · ⏱️ 09.10.2025):
```
pip install equinox
```

Show 2 hidden projects...

evojax (🥉18 · ⭐ 920 · 💀) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2
jaxdf (🥉12 · ⭐ 130 · 💀) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

scikit-learn-intelex (🥇35 · ⭐ 1.3K) - Extension for Scikit-learn is a seamless way to speed.. Apache-2

GitHub (👨‍💻 86 · 🔀 180 · 📦 14K · 📋 250 - 16% open · ⏱️ 16.10.2025):
```
git clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 98K / month · 📦 67 · ⏱️ 18.08.2025):
```
pip install scikit-learn-intelex
```

Conda (📥 640K · ⏱️ 22.08.2025):

conda install -c conda-forge scikit-learn-intelex

imbalanced-learn (🥇33 · ⭐ 7K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 89 · 🔀 1.3K · 📋 630 - 8% open · ⏱️ 14.08.2025):
```
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 16M / month · 📦 600 · ⏱️ 14.08.2025):
```
pip install imbalanced-learn
```

Conda (📥 750K · ⏱️ 14.08.2025):

conda install -c conda-forge imbalanced-learn

MLxtend (🥇33 · ⭐ 5.1K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 110 · 🔀 880 · 📦 21K · 📋 500 - 29% open · ⏱️ 19.06.2025):
```
git clone https://github.com/rasbt/mlxtend
```
PyPi (📥 930K / month · 📦 200 · ⏱️ 26.01.2025):
```
pip install mlxtend
```
Conda (📥 450K · ⏱️ 22.04.2025):
```
conda install -c conda-forge mlxtend
```

category_encoders (🥈31 · ⭐ 2.5K · 💤) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 71 · 🔀 400 · 📦 4.1K · 📋 300 - 13% open · ⏱️ 24.03.2025):
```
git clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 2.2M / month · 📦 310 · ⏱️ 15.03.2025):
```
pip install category_encoders
```

Conda (📥 370K · ⏱️ 22.04.2025):

conda install -c conda-forge category_encoders

scikit-lego (🥈27 · ⭐ 1.4K) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 69 · 🔀 120 · 📦 190 · 📋 340 - 9% open · ⏱️ 15.10.2025):
```
git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 52K / month · 📦 13 · ⏱️ 15.09.2025):
```
pip install scikit-lego
```

Conda (📥 75K · ⏱️ 22.04.2025):

conda install -c conda-forge scikit-lego

scikit-opt (🥉26 · ⭐ 5.6K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 24 · 🔀 1K · 📦 280 · 📋 180 - 37% open · ⏱️ 31.08.2025):
```
git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 16K / month · 📦 15 · ⏱️ 14.01.2022):
```
pip install scikit-opt
```

iterative-stratification (🥉21 · ⭐ 880 · 💤) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 7 · 🔀 75 · 📦 620 · 📋 27 - 7% open · ⏱️ 12.10.2024):
```
git clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 58K / month · 📦 15 · ⏱️ 12.10.2024):
```
pip install iterative-stratification
```

Show 12 hidden projects...

scikit-survival (🥈32 · ⭐ 1.2K) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
fancyimpute (🥈27 · ⭐ 1.3K · 💀) - Multivariate imputation and matrix completion.. Apache-2
scikit-multilearn (🥈27 · ⭐ 950 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
sklearn-crfsuite (🥉25 · ⭐ 430 · 💀) - scikit-learn inspired API for CRFsuite. MIT
skope-rules (🥉22 · ⭐ 650 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
combo (🥉21 · ⭐ 660 · 💀) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
celer (🥉21 · ⭐ 230) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
sklearn-contrib-lightning (🥉20 · ⭐ 1.8K · 💀) - Large-scale linear classification, regression and.. BSD-3
scikit-tda (🥉19 · ⭐ 550 · 💀) - Topological Data Analysis for Python. MIT
dabl (🥉18 · ⭐ 730 · 💀) - Data Analysis Baseline Library. BSD-3
DESlib (🥉18 · ⭐ 490 · 💀) - A Python library for dynamic classifier and ensemble selection. BSD-3
skggm (🥉18 · ⭐ 250) - Scikit-learn compatible estimation of general graphical models. MIT

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (🥇43 · ⭐ 9.2K) - A simple way to launch, train, and use PyTorch models on.. Apache-2

GitHub (👨‍💻 370 · 🔀 1.2K · 📦 100K · 📋 1.9K - 6% open · ⏱️ 14.10.2025):
```
git clone https://github.com/huggingface/accelerate
```
PyPi (📥 16M / month · 📦 2.6K · ⏱️ 25.08.2025):
```
pip install accelerate
```

Conda (📥 630K · ⏱️ 25.08.2025):

conda install -c conda-forge accelerate

tinygrad (🥇33 · ⭐ 30K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 420 · 🔀 3.6K · 📦 20 · 📋 1K - 13% open · ⏱️ 16.10.2025):
```
git clone https://github.com/geohot/tinygrad
```

PML (🥇33 · ⭐ 6.2K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 45 · 🔀 660 · 📦 2.9K · 📋 530 - 14% open · ⏱️ 17.08.2025):
```
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 2.2M / month · 📦 68 · ⏱️ 17.08.2025):
```
pip install pytorch-metric-learning
```

Conda (📥 13K · ⏱️ 25.03.2025):

conda install -c metric-learning pytorch-metric-learning

torchdiffeq (🥇31 · ⭐ 6.2K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 23 · 🔀 940 · 📦 5.5K · 📋 230 - 34% open · ⏱️ 04.04.2025):
```
git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 1M / month · 📦 120 · ⏱️ 21.11.2024):
```
pip install torchdiffeq
```

Conda (📥 24K · ⏱️ 22.04.2025):

conda install -c conda-forge torchdiffeq

torchsde (🥈30 · ⭐ 1.7K · 💤) - Differentiable SDE solvers with GPU support and efficient.. Apache-2

GitHub (👨‍💻 9 · 🔀 210 · 📦 5.5K · 📋 84 - 36% open · ⏱️ 30.12.2024):
```
git clone https://github.com/google-research/torchsde
```
PyPi (📥 3.9M / month · 📦 37 · ⏱️ 26.09.2023):
```
pip install torchsde
```
Conda (📥 45K · ⏱️ 22.04.2025):
```
conda install -c conda-forge torchsde
```

torch-scatter (🥈26 · ⭐ 1.7K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 34 · 🔀 200 · 📋 420 - 6% open · ⏱️ 12.08.2025):
```
git clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 90K / month · 📦 150 · ⏱️ 06.10.2023):
```
pip install torch-scatter
```

Conda (📥 1M · ⏱️ 03.10.2025):

conda install -c conda-forge pytorch_scatter

PyTorch Sparse (🥈25 · ⭐ 1.1K) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT

GitHub (👨‍💻 48 · 🔀 160 · 📋 300 - 10% open · ⏱️ 12.08.2025):
```
git clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 76K / month · 📦 120 · ⏱️ 06.10.2023):
```
pip install torch-sparse
```

Conda (📥 930K · ⏱️ 03.10.2025):

conda install -c conda-forge pytorch_sparse

Pytorch Toolbelt (🥉24 · ⭐ 1.6K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 9 · 🔀 120 · 📥 180 · 📋 33 - 12% open · ⏱️ 09.10.2025):
```
git clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 12K / month · 📦 12 · ⏱️ 21.11.2024):
```
pip install pytorch_toolbelt
```

madgrad (🥉18 · ⭐ 800 · 💤) - MADGRAD Optimization Method. MIT

GitHub (👨‍💻 3 · 🔀 58 · 📦 110 · ⏱️ 27.01.2025):
```
git clone https://github.com/facebookresearch/madgrad
```
PyPi (📥 8.3K / month · 📦 1 · ⏱️ 08.03.2022):
```
pip install madgrad
```

pytorchviz (🥉14 · ⭐ 3.4K · 💤) - A small package to create visualizations of PyTorch execution.. MIT

GitHub (👨‍💻 6 · 🔀 280 · 📋 72 - 47% open · ⏱️ 30.12.2024):
```
git clone https://github.com/szagoruyko/pytorchviz
```

Show 22 hidden projects...

pretrainedmodels (🥈29 · ⭐ 9.1K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
EfficientNet-PyTorch (🥈28 · ⭐ 8.2K · 💀) - A PyTorch implementation of EfficientNet. Apache-2
lightning-flash (🥈27 · ⭐ 1.7K · 💀) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2
pytorch-optimizer (🥈26 · ⭐ 3.1K · 💀) - torch-optimizer -- collection of optimizers for.. Apache-2
TabNet (🥈26 · ⭐ 2.9K · 💀) - PyTorch implementation of TabNet paper :.. MIT
EfficientNets (🥈25 · ⭐ 1.6K · 💀) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
pytorch-summary (🥉24 · ⭐ 4.1K · 💀) - Model summary in PyTorch similar to model.summary().. MIT
Higher (🥉23 · ⭐ 1.6K · 💀) - higher is a pytorch library allowing users to obtain higher.. Apache-2
micrograd (🥉22 · ⭐ 13K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
SRU (🥉22 · ⭐ 2.1K · 💀) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
Torchmeta (🥉22 · ⭐ 2K · 💀) - A collection of extensions and data-loaders for few-shot.. MIT
Antialiased CNNs (🥉22 · ⭐ 1.7K · 💀) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
AdaBound (🥉21 · ⭐ 2.9K · 💀) - An optimizer that trains as fast as Adam and as good as SGD. Apache-2
reformer-pytorch (🥉21 · ⭐ 2.2K · 💀) - Reformer, the efficient Transformer, in Pytorch. MIT
Poutyne (🥉21 · ⭐ 580) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
Performer Pytorch (🥉19 · ⭐ 1.2K · 💀) - An implementation of Performer, a linear attention-.. MIT
Torch-Struct (🥉19 · ⭐ 1.1K · 💀) - Fast, general, and tested differentiable structured.. MIT
Lambda Networks (🥉17 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
Pywick (🥉17 · ⭐ 400 · 💀) - High-level batteries-included neural network training library for.. MIT
TorchDrift (🥉15 · ⭐ 320 · 💀) - Drift Detection for your PyTorch Models. Apache-2
Tez (🥉14 · ⭐ 1.2K · 💀) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
Tensor Sensor (🥉14 · ⭐ 810 · 💀) - The goal of this library is to generate more helpful.. MIT

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 4.2K) - Collection of database clients for python.

Others

scipy (🥇51 · ⭐ 14K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.8K · 🔀 5.5K · 📥 100K · 📦 1.4M · 📋 11K - 15% open · ⏱️ 16.10.2025):
```
git clone https://github.com/scipy/scipy
```
PyPi (📥 210M / month · 📦 60K · ⏱️ 11.09.2025):
```
pip install scipy
```
Conda (📥 69M · ⏱️ 12.09.2025):
```
conda install -c conda-forge scipy
```

SymPy (🥇49 · ⭐ 14K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.4K · 🔀 4.8K · 📥 570K · 📦 290K · 📋 15K - 37% open · ⏱️ 16.10.2025):
```
git clone https://github.com/sympy/sympy
```
PyPi (📥 70M / month · 📦 4.6K · ⏱️ 27.04.2025):
```
pip install sympy
```
Conda (📥 10M · ⏱️ 29.04.2025):
```
conda install -c conda-forge sympy
```

Streamlit (🥇47 · ⭐ 42K) - Streamlit A faster way to build and share data apps. Apache-2

GitHub (👨‍💻 560 · 🔀 3.8K · 📦 1M · 📋 5.7K - 23% open · ⏱️ 16.10.2025):
```
git clone https://github.com/streamlit/streamlit
```
PyPi (📥 17M / month · 📦 4.5K · ⏱️ 23.09.2025):
```
pip install streamlit
```

Gradio (🥇46 · ⭐ 40K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 700 · 🔀 3.1K · 📦 83K · 📋 6.1K - 6% open · ⏱️ 13.10.2025):
```
git clone https://github.com/gradio-app/gradio
```
PyPi (📥 9.8M / month · 📦 1.6K · ⏱️ 13.10.2025):
```
pip install gradio
```

carla (🥇37 · ⭐ 13K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 190 · 🔀 4.2K · 📦 1.1K · 📋 6.2K - 18% open · ⏱️ 15.10.2025):
```
git clone https://github.com/carla-simulator/carla
```
PyPi (📥 19K / month · 📦 16 · ⏱️ 14.09.2025):
```
pip install carla
```

Autograd (🥇37 · ⭐ 7.4K) - Efficiently computes derivatives of NumPy code. MIT

GitHub (👨‍💻 64 · 🔀 910 · 📦 14K · 📋 440 - 42% open · ⏱️ 13.10.2025):
```
git clone https://github.com/HIPS/autograd
```
PyPi (📥 3.8M / month · 📦 310 · ⏱️ 05.05.2025):
```
pip install autograd
```
Conda (📥 680K · ⏱️ 05.05.2025):
```
conda install -c conda-forge autograd
```

PennyLane (🥇37 · ⭐ 2.8K) - PennyLane is a cross-platform Python library for quantum.. Apache-2

GitHub (👨‍💻 210 · 🔀 700 · 📥 100 · 📦 1.9K · 📋 1.7K - 25% open · ⏱️ 16.10.2025):
```
git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 250K / month · 📦 89 · ⏱️ 15.10.2025):
```
pip install pennylane
```
Conda (📥 340K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pennylane
```

PyOD (🥈36 · ⭐ 9.5K) - A Python Library for Outlier and Anomaly Detection, Integrating Classical.. BSD-2

GitHub (👨‍💻 64 · 🔀 1.4K · 📦 5.5K · 📋 390 - 59% open · ⏱️ 29.04.2025):
```
git clone https://github.com/yzhao062/pyod
```
PyPi (📥 850K / month · 📦 130 · ⏱️ 29.04.2025):
```
pip install pyod
```
Conda (📥 170K · ⏱️ 30.04.2025):
```
conda install -c conda-forge pyod
```

DeepChem (🥈35 · ⭐ 6.3K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 260 · 🔀 1.9K · 📦 650 · 📋 2.1K - 39% open · ⏱️ 07.10.2025):
```
git clone https://github.com/deepchem/deepchem
```
PyPi (📥 70K / month · 📦 22 · ⏱️ 07.10.2025):
```
pip install deepchem
```
Conda (📥 120K · ⏱️ 22.04.2025):
```
conda install -c conda-forge deepchem
```

Datasette (🥈34 · ⭐ 10K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 82 · 🔀 770 · 📥 75 · 📦 1.6K · 📋 1.9K - 32% open · ⏱️ 09.10.2025):
```
git clone https://github.com/simonw/datasette
```
PyPi (📥 190K / month · 📦 480 · ⏱️ 22.04.2025):
```
pip install datasette
```
Conda (📥 72K · ⏱️ 22.04.2025):
```
conda install -c conda-forge datasette
```

Pythran (🥈34 · ⭐ 2.1K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 75 · 🔀 200 · 📦 3.6K · 📋 930 - 15% open · ⏱️ 30.09.2025):
```
git clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 480K / month · 📦 28 · ⏱️ 23.05.2025):
```
pip install pythran
```
Conda (📥 1.2M · ⏱️ 07.07.2025):
```
conda install -c conda-forge pythran
```

agate (🥈34 · ⭐ 1.2K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 55 · 🔀 150 · 📦 5.3K · 📋 650 - 0% open · ⏱️ 05.09.2025):
```
git clone https://github.com/wireservice/agate
```
PyPi (📥 23M / month · 📦 54 · ⏱️ 29.01.2025):
```
pip install agate
```
Conda (📥 410K · ⏱️ 22.04.2025):
```
conda install -c conda-forge agate
```

River (🥈32 · ⭐ 5.6K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 130 · 🔀 590 · 📦 800 · 📋 630 - 19% open · ⏱️ 05.10.2025):
```
git clone https://github.com/online-ml/river
```
PyPi (📥 110K / month · 📦 64 · ⏱️ 25.11.2024):
```
pip install river
```
Conda (📥 130K · ⏱️ 22.04.2025):
```
conda install -c conda-forge river
```

hdbscan (🥈32 · ⭐ 3K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 97 · 🔀 500 · 📦 7.6K · 📋 530 - 67% open · ⏱️ 11.10.2025):
```
git clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 1.1M / month · 📦 350 · ⏱️ 18.11.2024):
```
pip install hdbscan
```
Conda (📥 2.8M · ⏱️ 09.09.2025):
```
conda install -c conda-forge hdbscan
```

anomalib (🥈31 · ⭐ 5K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub (👨‍💻 97 · 🔀 820 · 📥 40K · 📦 200 · 📋 1.2K - 5% open · ⏱️ 10.10.2025):
```
git clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 22K / month · 📦 7 · ⏱️ 09.10.2025):
```
pip install anomalib
```

pyjanitor (🥈31 · ⭐ 1.5K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 170 · 📦 980 · 📋 590 - 18% open · ⏱️ 15.10.2025):
```
git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 260K / month · 📦 42 · ⏱️ 07.03.2025):
```
pip install pyjanitor
```
Conda (📥 300K · ⏱️ 22.04.2025):
```
conda install -c conda-forge pyjanitor
```

tensorly (🥈30 · ⭐ 1.6K) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 73 · 🔀 290 · 📦 1.1K · 📋 280 - 22% open · ⏱️ 05.05.2025):
```
git clone https://github.com/tensorly/tensorly
```
PyPi (📥 150K / month · 📦 99 · ⏱️ 12.11.2024):
```
pip install tensorly
```
Conda (📥 380K · ⏱️ 22.04.2025):
```
conda install -c conda-forge tensorly
```

metricflow (🥈30 · ⭐ 1.3K · 📈) - MetricFlow allows you to define, build, and maintain metrics.. Apache-2

GitHub (👨‍💻 52 · 🔀 130 · 📦 37 · 📋 370 - 27% open · ⏱️ 15.10.2025):
```
git clone https://github.com/transform-data/metricflow
```
PyPi (📥 90K / month · 📦 4 · ⏱️ 14.10.2025):
```
pip install metricflow
```

causalml (🥈29 · ⭐ 5.6K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 71 · 🔀 830 · 📦 310 · 📋 420 - 10% open · ⏱️ 26.09.2025):
```
git clone https://github.com/uber/causalml
```
PyPi (📥 59K / month · 📦 10 · ⏱️ 09.07.2025):
```
pip install causalml
```

dstack (🥈29 · ⭐ 1.9K) - dstack is an open-source control plane for running development,.. MPL-2.0

GitHub (👨‍💻 62 · 🔀 200 · 📦 22 · 📋 1.5K - 6% open · ⏱️ 16.10.2025):
```
git clone https://github.com/dstackai/dstack
```
PyPi (📥 4.9K / month · ⏱️ 16.10.2025):
```
pip install dstack
```

pycm (🥈28 · ⭐ 1.5K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 18 · 🔀 120 · 📦 420 · 📋 210 - 7% open · ⏱️ 14.10.2025):
```
git clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 180K / month · 📦 28 · ⏱️ 15.10.2025):
```
pip install pycm
```

Prince (🥈28 · ⭐ 1.4K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT

GitHub (👨‍💻 16 · 🔀 190 · 📦 770 · ⏱️ 04.08.2025):
```
git clone https://github.com/MaxHalford/prince
```
PyPi (📥 250K / month · 📦 23 · ⏱️ 04.08.2025):
```
pip install prince
```

Conda (📥 28K · ⏱️ 22.04.2025):

conda install -c conda-forge prince-factor-analysis

Trax (🥉27 · ⭐ 8.3K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 82 · 🔀 830 · 📦 230 · 📋 250 - 50% open · ⏱️ 26.09.2025):
```
git clone https://github.com/google/trax
```
PyPi (📥 6K / month · 📦 1 · ⏱️ 26.10.2021):
```
pip install trax
```

adapter-transformers (🥉27 · ⭐ 2.8K) - A Unified Library for Parameter-Efficient and Modular.. Apache-2 huggingface

GitHub (👨‍💻 17 · 🔀 360 · 📦 250 · 📋 410 - 10% open · ⏱️ 12.10.2025):
```
git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 7.9K / month · 📦 12 · ⏱️ 07.07.2024):
```
pip install adapter-transformers
```

avalanche (🥉26 · ⭐ 2K · 💤) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub (👨‍💻 87 · 🔀 310 · 📥 60 · 📦 140 · 📋 840 - 13% open · ⏱️ 11.03.2025):
```
git clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 7.6K / month · 📦 3 · ⏱️ 29.10.2024):
```
pip install avalanche-lib
```

TabPy (🥉26 · ⭐ 1.6K · 💤) - Execute Python code on the fly and display results in Tableau.. MIT

GitHub (👨‍💻 51 · 🔀 600 · 📦 220 · 📋 320 - 6% open · ⏱️ 25.11.2024):
```
git clone https://github.com/tableau/TabPy
```
PyPi (📥 6.1K / month · 📦 2 · ⏱️ 25.11.2024):
```
pip install tabpy
```
Conda (📥 5.7K · ⏱️ 22.04.2025):
```
conda install -c anaconda tabpy-client
```

findspark (🥉26 · ⭐ 520) - Find pyspark to make it importable. BSD-3

GitHub (👨‍💻 16 · 🔀 72 · 📦 5.6K · 📋 23 - 47% open · ⏱️ 04.09.2025):
```
git clone https://github.com/minrk/findspark
```
PyPi (📥 2.7M / month · 📦 100 · ⏱️ 11.02.2022):
```
pip install findspark
```
Conda (📥 1M · ⏱️ 22.04.2025):
```
conda install -c conda-forge findspark
```

AugLy (🥉25 · ⭐ 5.1K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 41 · 🔀 310 · 📦 180 · 📋 80 - 30% open · ⏱️ 10.09.2025):
```
git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 4.6K / month · 📦 4 · ⏱️ 05.12.2023):
```
pip install augly
```

gplearn (🥉25 · ⭐ 1.7K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3

GitHub (👨‍💻 12 · 🔀 300 · 📦 730 · 📋 220 - 11% open · ⏱️ 23.07.2025):
```
git clone https://github.com/trevorstephens/gplearn
```
PyPi (📥 31K / month · 📦 19 · ⏱️ 03.05.2022):
```
pip install gplearn
```
Conda (📥 11K · ⏱️ 22.04.2025):
```
conda install -c conda-forge gplearn
```

vecstack (🥉23 · ⭐ 700) - Python package for stacking (machine learning technique). MIT

GitHub (👨‍💻 1 · 🔀 82 · 📦 570 · ⏱️ 28.09.2025):
```
git clone https://github.com/vecxoz/vecstack
```
PyPi (📥 2K / month · 📦 5 · ⏱️ 28.09.2025):
```
pip install vecstack
```
Conda (📥 3K · ⏱️ 22.04.2025):
```
conda install -c conda-forge vecstack
```

MONAILabel (🥉22 · ⭐ 760) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub (👨‍💻 69 · 🔀 240 · 📥 130K · 📋 560 - 26% open · ⏱️ 14.08.2025):
```
git clone https://github.com/Project-MONAI/MONAILabel
```
PyPi (📥 480 / month · ⏱️ 01.10.2023):
```
pip install monailabel-weekly
```

apricot (🥉22 · ⭐ 520) - apricot implements submodular optimization for the purpose of selecting.. MIT

GitHub (👨‍💻 4 · 🔀 49 · 📥 33 · 📦 200 · 📋 34 - 38% open · ⏱️ 09.06.2025):
```
git clone https://github.com/jmschrei/apricot
```
PyPi (📥 19K / month · 📦 16 · ⏱️ 18.02.2021):
```
pip install apricot-select
```

pykale (🥉21 · ⭐ 470) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 28 · 🔀 70 · 📦 6 · 📋 140 - 8% open · ⏱️ 14.10.2025):
```
git clone https://github.com/pykale/pykale
```
PyPi (📥 100 / month · ⏱️ 12.04.2022):
```
pip install pykale
```

SUOD (🥉21 · ⭐ 390 · 💤) - (MLSys 21) An Acceleration System for Large-scare Unsupervised.. BSD-2

GitHub (👨‍💻 3 · 🔀 49 · 📦 560 · 📋 15 - 80% open · ⏱️ 24.03.2025):
```
git clone https://github.com/yzhao062/SUOD
```
PyPi (📥 13K / month · 📦 9 · ⏱️ 24.03.2025):
```
pip install suod
```

pymdp (🥉17 · ⭐ 570) - A Python implementation of active inference for Markov Decision Processes. MIT

GitHub (👨‍💻 19 · 🔀 110 · 📋 120 - 42% open · ⏱️ 09.09.2025):
```
git clone https://github.com/infer-actively/pymdp
```
PyPi (📥 1.5K / month · ⏱️ 08.12.2022):
```
pip install inferactively-pymdp
```

Show 31 hidden projects...

pyopencl (🥈31 · ⭐ 1.1K) - OpenCL integration for Python, plus shiny features. ❗Unlicensed
pysc2 (🥈30 · ⭐ 8.2K · 💀) - StarCraft II Learning Environment. Apache-2
modAL (🥈30 · ⭐ 2.3K · 💀) - A modular active learning framework for Python. MIT
cleanlab (🥈29 · ⭐ 11K) - Cleanlabs open-source library is the standard data-centric AI.. ❗️AGPL-3.0
datalad (🥈29 · ⭐ 610 · 📉) - Keep code, data, containers under control with git and git-.. ❗Unlicensed
alibi-detect (🥈28 · ⭐ 2.4K) - Algorithms for outlier, adversarial and drift detection. ❗️Intel
minisom (🥈28 · ⭐ 1.5K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
PySwarms (🥈28 · ⭐ 1.4K · 💀) - A research toolkit for particle swarm optimization in Python. MIT
kmodes (🥈28 · ⭐ 1.3K · 💀) - Python implementations of the k-modes and k-prototypes clustering.. MIT
pyclustering (🥈28 · ⭐ 1.2K · 💀) - pyclustering is a Python, C++ data mining library. BSD-3
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Feature Engine (🥉26 · ⭐ 2.1K · 💀) - Feature engineering package with sklearn like functionality. BSD-3
metric-learn (🥉26 · ⭐ 1.4K · 💀) - Metric learning algorithms in Python. MIT
pandas-ai (🥉25 · ⭐ 22K) - Chat with your database or your datalake (SQL, CSV, parquet)... ❗Unlicensed
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AstroML (🥉24 · ⭐ 1.1K · 💀) - Machine learning, statistics, and data mining for astronomy.. BSD-2
PaddleHub (🥉22 · ⭐ 13K · 💀) - 400+ AI Models: Rich, high-quality AI models, including.. Apache-2
opyrator (🥉22 · ⭐ 3.1K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
mlens (🥉22 · ⭐ 860 · 💀) - ML-Ensemble high performance ensemble learning. MIT
BioPandas (🥉22 · ⭐ 740 · 💀) - Working with molecular structures in pandas DataFrames. BSD-3
benchmark_VAE (🥉21 · ⭐ 2K · 💀) - Unifying Variational Autoencoder (VAE).. Apache-2
impyute (🥉21 · ⭐ 360 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
StreamAlert (🥉20 · ⭐ 2.9K · 💀) - StreamAlert is a serverless, realtime data analysis.. Apache-2
rrcf (🥉20 · ⭐ 520 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
scikit-rebate (🥉20 · ⭐ 420 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
baikal (🥉18 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
pandas-ml (🥉16 · ⭐ 320 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
KD-Lib (🥉15 · ⭐ 650 · 💀) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT
NeuralCompression (🥉15 · ⭐ 580 · 💀) - A collection of tools for neural compression enthusiasts. MIT
traingenerator (🥉13 · ⭐ 1.4K · 💀) - A web app to generate template code for machine learning. MIT
nylon (🥉13 · ⭐ 83 · 💀) - An intelligent, flexible grammar of machine learning. MIT

Papers With Code: Discover ML papers, code, and evaluation tables.
Sotabench: Discover & compare open-source ML models.
Google Dataset Search: Dataset search engine by Google.
Dataset List: List of the biggest ML datasets from across the web.
Awesome Public Datasets: A topic-centric list of open datasets.
Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-python-dev: A ranked list of awesome python developer tools and libraries.
best-of-web-python: A ranked list of awesome python libraries for web development.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
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lukasmasuch/best-of-ml-python

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About best-of-ml-python

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU & Accelerator Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution

License

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