GitHub - lukasmasuch/best-of-ml-python: 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇56 · ⭐ 200K) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 5K · 🔀 75K · 📦 540K · 📋 42K - 4% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 26M / month · 📦 9.6K · ⏱️ 13.08.2025):

Conda (📥 6M · ⏱️ 27.10.2025):

 conda install -c conda-forge tensorflow

Docker Hub (📥 81M · ⭐ 2.8K · ⏱️ 30.10.2025):
```
 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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/pytorch/pytorch
```
PyPi (📥 70M / month · 📦 30K · ⏱️ 15.10.2025):
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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 140M / month · 📦 35K · ⏱️ 09.09.2025):

Conda (📥 40M · ⏱️ 09.09.2025):

 conda install -c conda-forge scikit-learn

Keras (🥇50 · ⭐ 64K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.4K · 🔀 20K · 📦 300K · 📋 13K - 2% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/keras-team/keras
```
PyPi (📥 19M / month · 📦 2K · ⏱️ 27.10.2025):
Conda (📥 4.5M · ⏱️ 28.10.2025):
```
 conda install -c conda-forge keras
```

XGBoost (🥇46 · ⭐ 28K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 670 · 🔀 8.8K · 📥 20K · 📦 170K · 📋 5.6K - 8% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/dmlc/xgboost
```
PyPi (📥 31M / month · 📦 2.9K · ⏱️ 21.10.2025):
Conda (📥 6.6M · ⏱️ 16.09.2025):
```
 conda install -c conda-forge xgboost
```

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

GitHub (👨‍💻 1.5K · 🔀 5.9K · 📥 15K · 📦 8.8K · 📋 20K - 8% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 1.6M / month · 📦 280 · ⏱️ 30.10.2025):

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

GitHub (👨‍💻 980 · 🔀 3.2K · 📦 47K · 📋 6.6K - 24% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/google/jax
```
PyPi (📥 12M / month · 📦 3.1K · ⏱️ 15.10.2025):
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 · ⏱️ 29.10.2025):
```
 git clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 9.8M / 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 · ⏱️ 22.10.2025):
```
 git clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 24M / month · 📦 5.6K · ⏱️ 07.07.2025):

Conda (📥 22M · ⏱️ 01.10.2025):

 conda install -c conda-forge statsmodels

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

GitHub (👨‍💻 3.3K · 🔀 29K · ⏱️ 30.10.2025):
```
 git clone https://github.com/apache/spark
```
PyPi (📥 47M / month · 📦 2.1K · ⏱️ 30.10.2025):
Conda (📥 4.2M · ⏱️ 08.09.2025):
```
 conda install -c conda-forge pyspark
```

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

GitHub (👨‍💻 330 · 🔀 3.9K · 📥 310K · 📦 56K · 📋 3.6K - 12% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/microsoft/LightGBM
```
PyPi (📥 11M / month · 📦 1.6K · ⏱️ 15.02.2025):
Conda (📥 4.1M · ⏱️ 20.10.2025):
```
 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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/catboost/catboost
```
PyPi (📥 5.1M / month · 📦 650 · ⏱️ 13.04.2025):
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 - 14% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/fastai/fastai
```
PyPi (📥 640K / month · 📦 340 · ⏱️ 26.10.2025):

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

GitHub (👨‍💻 2.1K · 🔀 14K · 📦 21 · ⏱️ 30.10.2025):
```
 git clone https://github.com/apache/flink
```
PyPi (📥 450K / month · 📦 38 · ⏱️ 28.10.2025):

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 - 33% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/google/flax
```
PyPi (📥 2M / month · 📦 740 · ⏱️ 25.09.2025):
Conda (📥 130K · ⏱️ 27.10.2025):
```
 conda install -c conda-forge flax
```

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

GitHub (👨‍💻 1K · 🔀 660 · 📦 3.9K · 📋 1.4K - 10% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/pytorch/ignite
```
PyPi (📥 170K / month · 📦 120 · ⏱️ 30.10.2025):
```
 pip install pytorch-ignite
```
Conda (📥 250K · ⏱️ 16.10.2025):
```
 conda install -c pytorch ignite
```

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 (📥 15M / month · 📦 2.6K · ⏱️ 09.02.2025):
Conda (📥 470K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge einops
```

ivy (🥈34 · ⭐ 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 (📥 33K / month · 📦 16 · ⏱️ 16.06.2025):

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 (📥 120K / month · 📦 29 · ⏱️ 24.03.2025):

Conda (📥 110K · ⏱️ 22.04.2025):

 conda install -c conda-forge jina-core

Docker Hub (📥 1.8M · ⭐ 9 · ⏱️ 24.03.2025):

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

GitHub (👨‍💻 340 · 🔀 1.7K · 📋 1.7K - 1% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/mlpack/mlpack
```
PyPi (📥 4.7K / month · 📦 6 · ⏱️ 22.05.2025):
Conda (📥 410K · ⏱️ 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 · 📥 2K · 📦 70K · 📋 160 - 14% open · ⏱️ 07.03.2025):
```
 git clone https://github.com/explosion/thinc
```
PyPi (📥 17M / month · 📦 160 · ⏱️ 04.04.2025):
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 (📥 3.8K / month · 📦 6 · ⏱️ 30.07.2024):

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

GitHub (👨‍💻 68 · 🔀 400 · 📦 1.7K · 📋 540 - 12% open · ⏱️ 23.10.2025):
```
 git clone https://github.com/skorch-dev/skorch
```
PyPi (📥 150K / month · 📦 110 · ⏱️ 08.08.2025):
Conda (📥 810K · ⏱️ 08.08.2025):
```
 conda install -c conda-forge skorch
```

Sonnet (🥉31 · ⭐ 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 (📥 35K / month · 📦 19 · ⏱️ 02.01.2024):
Conda (📥 47K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sonnet
```

Haiku (🥉31 · ⭐ 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 (📥 260K / month · 📦 200 · ⏱️ 18.09.2025):
Conda (📥 44K · ⏱️ 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 · ⏱️ 29.10.2025):
```
 git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 1.7K / 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 (📥 15K / month · 📦 12 · ⏱️ 09.09.2024):

Conda (📥 8.2K · ⏱️ 22.04.2025):

 conda install -c conda-forge geomstats

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

GitHub (👨‍💻 38 · 🔀 170 · 📦 480 · 📋 110 - 2% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 75K / month · 📦 31 · ⏱️ 23.07.2025):

Conda (📥 16K · ⏱️ 23.07.2025):

 conda install -c conda-forge pyriemann

NuPIC (🥉27 · ⭐ 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 (📥 510 / month · ⏱️ 01.09.2016):

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 (📥 33K / month · 📦 4 · ⏱️ 19.03.2025):

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 (📥 1.6K / month · 📦 44 · ⏱️ 29.05.2024):

deepinv (🥉26 · ⭐ 540) - DeepInverse: a PyTorch library for solving imaging inverse problems.. BSD-3

GitHub (👨‍💻 53 · 🔀 120 · 📥 24 · 📦 23 · 📋 350 - 33% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/deepinv/deepinv
```
PyPi (📥 2.4K / month · ⏱️ 08.10.2025):

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 (📥 1.3K / month · ⏱️ 04.12.2023):

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 (📥 750 / month · ⏱️ 26.02.2025):

Runhouse (🥉21 · ⭐ 1.1K) - Distribute and run AI workloads magically in Python, like PyTorch.. Apache-2

GitHub (👨‍💻 16 · 🔀 41 · 📥 79 · ⏱️ 29.10.2025):
```
 git clone https://github.com/run-house/runhouse
```
PyPi (📥 4.5K / month · 📦 1 · ⏱️ 10.03.2025):

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

GitHub (👨‍💻 41 · 🔀 130 · 📦 2 · 📋 91 - 40% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/neoml-lib/neoml
```
PyPi (📥 190 / month · ⏱️ 26.12.2023):

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 (📥 770 / month · ⏱️ 30.10.2024):

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 (📥 220 / month · ⏱️ 19.09.2022):

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
MindsDB (🥈33 · ⭐ 37K) - Federated query engine for AI - The only MCP Server youll ever need. ❗️ICU
Vowpal Wabbit (🥈33 · ⭐ 8.6K · 💀) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
Chainer (🥈33 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
Turi Create (🥉32 · ⭐ 11K · 💀) - Turi Create simplifies the development of custom machine.. BSD-3
tensorpack (🥉32 · ⭐ 6.3K · 💀) - A Neural Net Training Interface on TensorFlow, with.. Apache-2
TFlearn (🥉31 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
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 (🥉28 · ⭐ 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
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
Neural Tangents (🥉21 · ⭐ 2.4K · 💀) - Fast and Easy Infinite Neural Networks in Python. Apache-2
Objax (🥉20 · ⭐ 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 · ⭐ 300 · 💀) - 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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 120M / month · 📦 68K · ⏱️ 09.10.2025):

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 · 📥 550 · 📦 460K · 📋 3.3K - 21% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/plotly/plotly.py
```
PyPi (📥 37M / month · 📦 9.7K · ⏱️ 02.10.2025):
Conda (📥 12M · ⏱️ 03.10.2025):
```
 conda install -c conda-forge plotly
```
npm (📥 2.8K / month · 📦 9 · ⏱️ 12.01.2021):

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

GitHub (👨‍💻 190 · 🔀 2.2K · 📥 120 · 📦 89K · 📋 2.1K - 27% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/plotly/dash
```
PyPi (📥 5.5M / month · 📦 1.9K · ⏱️ 22.10.2025):
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 · ⏱️ 28.10.2025):
```
 git clone https://github.com/bokeh/bokeh
```
PyPi (📥 5M / month · 📦 2.2K · ⏱️ 13.10.2025):
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):
Conda (📥 15M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge seaborn
```

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

GitHub (👨‍💻 180 · 🔀 800 · 📥 280 · 📦 240K · 📋 2.1K - 6% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/altair-viz/altair
```
PyPi (📥 37M / month · 📦 920 · ⏱️ 23.11.2024):
Conda (📥 3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge altair
```

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

GitHub (👨‍💻 160 · 🔀 680 · 📦 1K · 📋 1.8K - 35% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/voxel51/fiftyone
```
PyPi (📥 170K / month · 📦 36 · ⏱️ 20.10.2025):

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

GitHub (👨‍💻 24 · 🔀 220 · 📦 95K · 📋 190 - 6% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/xflr6/graphviz
```
PyPi (📥 26M / month · 📦 3.2K · ⏱️ 15.06.2025):

Conda (📥 59K · ⏱️ 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 · ⏱️ 28.10.2025):
```
 git clone https://github.com/pyvista/pyvista
```
PyPi (📥 1M / month · 📦 820 · ⏱️ 26.08.2025):
Conda (📥 810K · ⏱️ 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 · ⏱️ 29.10.2025):
```
 git clone https://github.com/holoviz/holoviews
```
PyPi (📥 820K / month · 📦 490 · ⏱️ 29.10.2025):

Conda (📥 2.4M · ⏱️ 25.06.2025):

 conda install -c conda-forge holoviews

npm (📥 380 / 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 (📥 530K / month · 📦 280 · ⏱️ 10.10.2025):

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 (📥 560K / month · 📦 1K · ⏱️ 29.04.2024):

Conda (📥 880K · ⏱️ 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 · 📥 490 · 📦 6.9K · 📋 850 - 30% open · ⏱️ 19.09.2025):
```
 git clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 330K / month · 📦 180 · ⏱️ 03.02.2023):
```
 pip install pandas-profiling
```

Conda (📥 590K · ⏱️ 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):
Conda (📥 560K · ⏱️ 15.07.2025):
```
 conda install -c conda-forge plotnine
```

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

GitHub (👨‍💻 140 · 🔀 390 · 📦 8.1K · 📋 1.3K - 23% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/SciTools/cartopy
```
PyPi (📥 810K / month · 📦 970 · ⏱️ 01.08.2025):
Conda (📥 5.6M · ⏱️ 27.10.2025):
```
 conda install -c conda-forge cartopy
```

VisPy (🥈34 · ⭐ 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 (📥 190K / month · 📦 200 · ⏱️ 19.05.2025):
Conda (📥 980K · ⏱️ 30.08.2025):
```
 conda install -c conda-forge vispy
```
npm (📥 12 / month · 📦 3 · ⏱️ 15.03.2020):

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 (📥 280K / month · 📦 250 · ⏱️ 05.08.2025):

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 · 📋 740 - 21% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 120K / month · 📦 16 · ⏱️ 12.09.2025):

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):

Conda (📥 790K · ⏱️ 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 · 📋 890 - 12% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/finos/perspective
```
PyPi (📥 17K / month · 📦 31 · ⏱️ 28.10.2025):
```
 pip install perspective-python
```

Conda (📥 2.4M · ⏱️ 28.10.2025):

 conda install -c conda-forge perspective

npm (📥 600 / month · 📦 6 · ⏱️ 03.09.2025):
```
 npm install @finos/perspective-jupyterlab
```

UMAP (🥈33 · ⭐ 8K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 140 · 🔀 850 · 📦 1 · 📋 860 - 59% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/lmcinnes/umap
```
PyPi (📥 2.7M / month · 📦 1.3K · ⏱️ 03.07.2025):

Conda (📥 3.2M · ⏱️ 03.07.2025):

 conda install -c conda-forge umap-learn

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

GitHub (👨‍💻 52 · 🔀 110 · 📦 7.3K · 📋 940 - 41% open · ⏱️ 24.10.2025):
```
 git clone https://github.com/holoviz/hvplot
```
PyPi (📥 310K / month · 📦 270 · ⏱️ 29.08.2025):
Conda (📥 860K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge hvplot
```

mpld3 (🥉31 · ⭐ 2.4K · 📉) - An interactive data visualization tool which brings matplotlib.. BSD-3

GitHub (👨‍💻 54 · 🔀 360 · 📦 7.6K · 📋 370 - 59% open · ⏱️ 27.07.2025):
```
 git clone https://github.com/mpld3/mpld3
```
PyPi (📥 440K / month · 📦 160 · ⏱️ 27.07.2025):
Conda (📥 280K · ⏱️ 28.07.2025):
```
 conda install -c conda-forge mpld3
```
npm (📥 900 / month · 📦 11 · ⏱️ 27.07.2025):

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 (📥 230K / month · 📦 110 · ⏱️ 21.05.2025):
Conda (📥 1.9M · ⏱️ 02.09.2025):
```
 conda install -c conda-forge bqplot
```
npm (📥 3K / month · 📦 21 · ⏱️ 03.09.2025):

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 (📥 31K / month · 📦 53 · ⏱️ 30.07.2025):
Conda (📥 480K · ⏱️ 30.07.2025):
```
 conda install -c conda-forge dtale
```

openTSNE (🥉29 · ⭐ 1.6K · 📈) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 14 · 🔀 170 · 📦 1.1K · 📋 150 - 2% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 58K / month · 📦 69 · ⏱️ 27.10.2025):
Conda (📥 500K · ⏱️ 27.10.2025):
```
 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 (📥 370K / month · 📦 38 · ⏱️ 29.08.2025):
```
 pip install plotly-resampler
```

Conda (📥 140K · ⏱️ 09.10.2025):

 conda install -c conda-forge plotly-resampler

HyperTools (🥉26 · ⭐ 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 (📥 1.1K / month · 📦 2 · ⏱️ 09.07.2025):

data-validation (🥉25 · ⭐ 780) - 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 (📥 1.2K / month · 📦 9 · ⏱️ 16.10.2024):
Conda (📥 40K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge chartify
```

Popmon (🥉22 · ⭐ 510) - 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 (📥 3.4K / month · 📦 4 · ⏱️ 04.09.2025):

vega (🥉22 · ⭐ 390 · 💤) - 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 (📥 26K / month · 📦 17 · ⏱️ 25.09.2024):
Conda (📥 940K · ⏱️ 04.10.2025):
```
 conda install -c conda-forge vega
```

vegafusion (🥉21 · ⭐ 390) - Serverside scaling for Vega and Altair visualizations. BSD-3

GitHub (👨‍💻 6 · 🔀 26 · 📥 6.6K · 📋 150 - 36% open · ⏱️ 29.09.2025):
```
 git clone https://github.com/vegafusion/vegafusion
```
PyPi (📥 770 / month · 📦 2 · ⏱️ 09.05.2024):
```
 pip install vegafusion-jupyter
```

Conda (📥 520K · ⏱️ 27.10.2025):

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

npm (📥 1.9K / month · 📦 3 · ⏱️ 09.05.2024):
```
 npm install vegafusion-jupyter
```

Show 22 hidden projects...

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 - 11% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/huggingface/transformers
```
PyPi (📥 93M / month · 📦 11K · ⏱️ 14.10.2025):

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 · 🔀 3K · 📦 410K · 📋 1.9K - 14% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/nltk/nltk
```
PyPi (📥 42M / month · 📦 6.3K · ⏱️ 01.10.2025):
Conda (📥 3.4M · ⏱️ 01.10.2025):
```
 conda install -c conda-forge nltk
```

litellm (🥇45 · ⭐ 30K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s

GitHub (👨‍💻 960 · 🔀 4.5K · 📥 800 · 📦 17K · 📋 7.8K - 17% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/BerriAI/litellm
```
PyPi (📥 34M / month · 📦 1.9K · ⏱️ 29.10.2025):

spaCy (🥇43 · ⭐ 33K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 780 · 🔀 4.5K · 📥 4.9K · 📦 140K · 📋 5.8K - 3% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/explosion/spaCy
```
PyPi (📥 17M / month · 📦 3.2K · ⏱️ 23.05.2025):
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 - 51% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 17M / month · 📦 3.7K · ⏱️ 22.10.2025):
```
 pip install sentence-transformers
```

Conda (📥 1M · ⏱️ 22.10.2025):

 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 (📥 5.2M / month · 📦 1.6K · ⏱️ 18.10.2025):
Conda (📥 1.8M · ⏱️ 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 · 📥 110K · 📦 120K · 📋 800 - 3% open · ⏱️ 04.10.2025):
```
 git clone https://github.com/google/sentencepiece
```
PyPi (📥 31M / 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 (📥 81M / month · 📦 1.7K · ⏱️ 19.09.2025):

Conda (📥 3.6M · ⏱️ 19.09.2025):

 conda install -c conda-forge tokenizers

NeMo (🥇38 · ⭐ 16K) - A scalable generative AI framework built for researchers and.. Apache-2

GitHub (👨‍💻 460 · 🔀 3.2K · 📥 520K · 📦 21 · 📋 2.8K - 4% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 810K / month · 📦 18 · ⏱️ 27.10.2025):

haystack (🥇37 · ⭐ 23K) - AI orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 310 · 🔀 2.5K · 📦 1.3K · 📋 4.1K - 2% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/deepset-ai/haystack
```
PyPi (📥 7.4K / month · 📦 5 · ⏱️ 15.12.2021):

Opik (🥇37 · ⭐ 15K) - Debug, evaluate, and monitor your LLM applications, RAG systems, and.. Apache-2

GitHub (👨‍💻 81 · 🔀 1.1K · 📦 17 · 📋 540 - 29% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/comet-ml/opik
```
PyPi (📥 850K / month · 📦 34 · ⏱️ 29.10.2025):

ChatterBot (🥇37 · ⭐ 14K) - ChatterBot is a machine learning, conversational dialog engine for.. BSD-3

GitHub (👨‍💻 110 · 🔀 4.5K · 📦 6.5K · 📋 1.7K - 6% open · ⏱️ 25.10.2025):
```
 git clone https://github.com/gunthercox/ChatterBot
```
PyPi (📥 20K / month · 📦 19 · ⏱️ 16.10.2025):

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 (📥 180K / month · 📦 160 · ⏱️ 05.02.2025):

Conda (📥 49K · ⏱️ 22.04.2025):

 conda install -c conda-forge python-flair

TextBlob (🥇37 · ⭐ 9.5K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 37 · 🔀 1.2K · 📥 140 · 📦 60K · 📋 280 - 25% open · ⏱️ 18.10.2025):
```
 git clone https://github.com/sloria/TextBlob
```
PyPi (📥 1.5M / month · 📦 400 · ⏱️ 13.01.2025):
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 (📥 77K / month · 📦 120 · ⏱️ 27.06.2022):
Conda (📥 170K · ⏱️ 02.10.2025):
```
 conda install -c conda-forge fairseq
```

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 (📥 770K / month · 📦 240 · ⏱️ 05.10.2025):
Conda (📥 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 · 🔀 1.9K · 📥 500K · 📦 120 · 📋 1.6K - 22% open · ⏱️ 30.09.2025):
```
 git clone https://github.com/qdrant/qdrant
```

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

GitHub (👨‍💻 120 · 🔀 730 · 📦 620 · 📋 910 - 2% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 1M / month · 📦 39 · ⏱️ 22.10.2025):

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):

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 (📥 6.8M / month · 📦 230 · ⏱️ 04.04.2025):
```
 pip install tensorflow-text
```

snowballstemmer (🥈34 · ⭐ 810) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 41 · 🔀 190 · 📦 11 · 📋 120 - 17% open · ⏱️ 28.10.2025):
```
 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 (📥 730K / month · 📦 280 · ⏱️ 24.04.2024):

jellyfish (🥈32 · ⭐ 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 (📥 8.6M / month · 📦 320 · ⏱️ 11.10.2025):

Conda (📥 1.7M · ⏱️ 22.04.2025):

 conda install -c conda-forge jellyfish

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 (📥 11K / month · 📦 4 · ⏱️ 12.08.2024):

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

GitHub (👨‍💻 22 · 🔀 120 · 📥 100 · 📦 33K · 📋 150 - 7% open · ⏱️ 30.10.2024):
```
 git clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 11M / month · 📦 570 · ⏱️ 26.10.2024):
Conda (📥 380K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ftfy
```

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 (📥 42K / month · 📦 50 · ⏱️ 01.10.2025):

CLTK (🥈31 · ⭐ 870 · 📉) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 340 · 📥 160 · 📦 300 · 📋 580 - 0% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/cltk/cltk
```
PyPi (📥 14K / month · 📦 17 · ⏱️ 21.10.2025):

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 (📥 1.2K / month · ⏱️ 24.10.2022):
Conda (📥 52K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge rubrix
```

Dedupe (🥈29 · ⭐ 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 (📥 59K / month · 📦 19 · ⏱️ 15.08.2024):
Conda (📥 130K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dedupe
```

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):

Conda (📥 970K · ⏱️ 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 · 📥 610 · 📦 2.4K · ⏱️ 26.05.2025):
```
 git clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 270K / month · 📦 110 · ⏱️ 26.05.2025):
```
 pip install spacy-transformers
```

Conda (📥 140K · ⏱️ 22.04.2025):

 conda install -c conda-forge spacy-transformers

detoxify (🥉26 · ⭐ 1.1K) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 14 · 🔀 130 · 📥 1.9M · 📦 980 · 📋 67 - 55% open · ⏱️ 29.07.2025):
```
 git clone https://github.com/unitaryai/detoxify
```
PyPi (📥 140K / month · 📦 30 · ⏱️ 01.02.2024):

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 (📥 7.5K / month · 📦 5 · ⏱️ 23.09.2024):

Conda (📥 140K · ⏱️ 22.04.2025):

 conda install -c conda-forge scattertext

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 (📥 83K / month · 📦 2 · ⏱️ 18.10.2021):

DeepKE (🥉24 · ⭐ 4.2K) - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and.. MIT

GitHub (👨‍💻 34 · 🔀 730 · 📦 25 · ⏱️ 19.07.2025):
```
 git clone https://github.com/zjunlp/deepke
```
PyPi (📥 950 / month · ⏱️ 21.09.2023):

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 (📥 3.4K / month · 📦 13 · ⏱️ 19.04.2021):

Conda (📥 67K · ⏱️ 22.04.2025):

 conda install -c conda-forge sense2vec

finetune (🥉23 · ⭐ 720) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 24 · 🔀 79 · 📦 16 · 📋 190 - 39% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 2.7K / month · 📦 2 · ⏱️ 29.09.2023):

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

GitHub (👨‍💻 14 · 🔀 69 · 📦 330 · 📋 130 - 16% open · ⏱️ 22.03.2025):
```
 git clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 2.7K / month · 📦 5 · ⏱️ 05.08.2023):
```
 pip install happytransformer
```

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 (📥 580 / month · ⏱️ 03.03.2023):

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

GitHub (👨‍💻 21 · 🔀 76 · 📥 710 · 📦 36 · 📋 39 - 38% open · ⏱️ 03.09.2025):
```
 git clone https://github.com/unum-cloud/uform
```
PyPi (📥 490 / month · 📦 2 · ⏱️ 03.09.2025):

small-text (🥉20 · ⭐ 630) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 10 · 🔀 76 · 📦 34 · 📋 74 - 28% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/webis-de/small-text
```
PyPi (📥 390 / month · ⏱️ 17.08.2025):

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 (📥 4.2K / month · 📦 4 · ⏱️ 16.11.2023):

VizSeq (🥉15 · ⭐ 450) - 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 (📥 120 / month · ⏱️ 07.08.2020):

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
OpenNMT (🥈33 · ⭐ 7K · 💀) - Open Source Neural Machine Translation and (Large) Language Models.. MIT
ParlAI (🥈32 · ⭐ 11K · 💀) - A framework for training and evaluating AI models on a variety of.. MIT
fuzzywuzzy (🥈31 · ⭐ 9.3K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
Sumy (🥈30 · ⭐ 3.6K · 💀) - Module for automatic summarization of text documents and HTML pages. Apache-2
underthesea (🥈30 · ⭐ 1.6K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
nlpaug (🥈29 · ⭐ 4.6K · 💀) - Data augmentation for NLP. MIT
vaderSentiment (🥈28 · ⭐ 4.9K · 💀) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
textacy (🥈28 · ⭐ 2.2K · 💀) - NLP, before and after spaCy. ❗Unlicensed
PyTextRank (🥈28 · ⭐ 2.2K · 💀) - Python implementation of TextRank algorithms (textgraphs) for.. MIT
Ciphey (🥉27 · ⭐ 20K · 💀) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
fastNLP (🥉27 · ⭐ 3.1K · 💀) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
polyglot (🥉27 · ⭐ 2.3K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
flashtext (🥉26 · ⭐ 5.7K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
langid (🥉26 · ⭐ 2.4K · 💀) - Stand-alone language identification system. BSD-3
pySBD (🥉26 · ⭐ 880 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
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
PyText (🥉24 · ⭐ 6.3K · 💀) - A natural language modeling framework based on PyTorch. BSD-3
textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
OpenPrompt (🥉24 · ⭐ 4.7K · 💀) - An Open-Source Framework for Prompt-Learning. Apache-2
Snips NLU (🥉24 · ⭐ 3.9K · 💀) - Snips Python library to extract meaning from text. Apache-2
MatchZoo (🥉24 · ⭐ 3.9K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
promptsource (🥉24 · ⭐ 3K · 💀) - Toolkit for creating, sharing and using natural language.. Apache-2
YouTokenToMe (🥉24 · ⭐ 970 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
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
gpt-2-simple (🥉22 · ⭐ 3.4K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
Texar (🥉22 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
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
NLP Architect (🥉21 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
Texthero (🥉21 · ⭐ 2.9K · 💀) - Text preprocessing, representation and visualization from zero to.. MIT
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
numerizer (🥉19 · ⭐ 230 · 💀) - A Python module to convert natural language numerics into ints and.. MIT
pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
DeepMatcher (🥉18 · ⭐ 5.2K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
nboost (🥉18 · ⭐ 670 · 💀) - 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
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
skift (🥉15 · ⭐ 240 · 💀) - scikit-learn wrappers for Python fastText. MIT
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
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
Headliner (🥉13 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
textvec (🥉12 · ⭐ 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 · ⏱️ 27.10.2025):
```
 git clone https://github.com/python-pillow/Pillow
```
PyPi (📥 220M / month · 📦 20K · ⏱️ 15.10.2025):
Conda (📥 62M · ⏱️ 28.10.2025):
```
 conda install -c conda-forge pillow
```

PyTorch Image Models (🥇42 · ⭐ 36K) - The largest collection of PyTorch image encoders /.. Apache-2

GitHub (👨‍💻 180 · 🔀 5.1K · 📥 8.4M · 📦 62K · 📋 1K - 4% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 11M / month · 📦 1.5K · ⏱️ 24.10.2025):
Conda (📥 470K · ⏱️ 24.10.2025):
```
 conda install -c conda-forge timm
```

torchvision (🥇42 · ⭐ 17K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 660 · 🔀 7.2K · 📥 41K · 📦 21 · 📋 3.8K - 30% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pytorch/vision
```
PyPi (📥 26M / month · 📦 8.4K · ⏱️ 15.10.2025):

Conda (📥 3.1M · ⏱️ 23.10.2025):

 conda install -c conda-forge torchvision

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

GitHub (👨‍💻 190 · 🔀 1.9K · 📦 67K · 📋 1.7K - 3% open · ⏱️ 25.09.2025):
```
 git clone https://github.com/Zulko/moviepy
```
PyPi (📥 4.3M / month · 📦 1.2K · ⏱️ 21.05.2025):
Conda (📥 360K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge moviepy
```

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

GitHub (👨‍💻 300 · 🔀 1.1K · 📥 2.2K · 📦 17K · 📋 1K - 32% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/kornia/kornia
```
PyPi (📥 3M / month · 📦 340 · ⏱️ 08.05.2025):
Conda (📥 260K · ⏱️ 08.05.2025):
```
 conda install -c conda-forge kornia
```

imageio (🥇39 · ⭐ 1.7K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 130 · 🔀 330 · 📥 1.9K · 📦 180K · 📋 620 - 16% open · ⏱️ 24.10.2025):
```
 git clone https://github.com/imageio/imageio
```
PyPi (📥 36M / month · 📦 2.6K · ⏱️ 20.01.2025):
Conda (📥 8.5M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge imageio
```

deepface (🥈38 · ⭐ 21K · 📉) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 96 · 🔀 2.8K · 📦 8.4K · 📋 1.2K - 0% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/serengil/deepface
```
PyPi (📥 280K / month · 📦 78 · ⏱️ 05.08.2025):

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

GitHub (👨‍💻 67 · 🔀 5.7K · 📥 11M · 📦 4.8K · 📋 2.6K - 46% open · ⏱️ 27.09.2025):
```
 git clone https://github.com/deepinsight/insightface
```
PyPi (📥 350K / month · 📦 30 · ⏱️ 17.12.2022):

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 (📥 4.6M / month · 📦 730 · ⏱️ 27.05.2025):
```
 pip install albumentations
```

Conda (📥 340K · ⏱️ 28.05.2025):

 conda install -c conda-forge albumentations

opencv-python (🥈36 · ⭐ 5.1K) - 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 (📥 29M / month · 📦 15K · ⏱️ 07.07.2025):
```
 pip install opencv-python
```

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

GitHub (👨‍💻 280 · 🔀 7.5K · 📦 2.6K · 📋 3.6K - 14% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 13 · ⏱️ 06.02.2020):

Conda (📥 820K · ⏱️ 02.06.2025):

 conda install -c conda-forge detectron2

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 (📥 2.2M / month · 📦 260 · ⏱️ 03.11.2023):
Conda (📥 180K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge wand
```

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 (📥 5.6M / month · 📦 270 · ⏱️ 01.02.2025):

Conda (📥 500K · ⏱️ 22.04.2025):

 conda install -c conda-forge imagehash

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

GitHub (👨‍💻 24 · 🔀 3.4K · 📦 21 · 📋 290 - 49% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 31K / month · 📦 28 · ⏱️ 27.10.2025):

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 (📥 3.8K / month · 📦 7 · ⏱️ 30.11.2022):

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

GitHub (👨‍💻 69 · 🔀 700 · 📥 43K · 📦 1.9K · ⏱️ 28.10.2025):
```
 git clone https://github.com/obss/sahi
```
PyPi (📥 140K / month · 📦 43 · ⏱️ 28.09.2025):
Conda (📥 120K · ⏱️ 29.09.2025):
```
 conda install -c conda-forge sahi
```

lightly (🥈31 · ⭐ 3.6K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 72 · 🔀 310 · 📦 510 · 📋 610 - 12% open · ⏱️ 25.09.2025):
```
 git clone https://github.com/lightly-ai/lightly
```
PyPi (📥 190K / month · 📦 20 · ⏱️ 22.07.2025):

doctr (🥈29 · ⭐ 5.6K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 68 · 🔀 580 · 📥 6.5M · 📋 440 - 6% open · ⏱️ 07.09.2025):
```
 git clone https://github.com/mindee/doctr
```
PyPi (📥 2M / month · 📦 18 · ⏱️ 09.07.2025):

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 (📥 2.2K / month · 📦 2 · ⏱️ 19.09.2022):

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

GitHub (👨‍💻 15 · 🔀 530 · 📥 76 · 📦 9.2K · 📋 130 - 37% open · ⏱️ 08.10.2024):
```
 git clone https://github.com/ipazc/mtcnn
```
PyPi (📥 210K / month · 📦 73 · ⏱️ 08.10.2024):
Conda (📥 16K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge mtcnn
```

CellProfiler (🥉27 · ⭐ 1.1K) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 150 · 🔀 410 · 📥 24K · 📦 28 · 📋 3.4K - 10% open · ⏱️ 24.09.2025):
```
 git clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 16.09.2024):

mahotas (🥉27 · ⭐ 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 (📥 42K / month · 📦 63 · ⏱️ 17.07.2024):
Conda (📥 790K · ⏱️ 21.10.2025):
```
 conda install -c conda-forge mahotas
```

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 (📥 69K / month · 📦 29 · ⏱️ 15.08.2025):

tensorflow-graphics (🥉26 · ⭐ 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 (📥 61K / month · 📦 11 · ⏱️ 03.12.2021):
```
 pip install tensorflow-graphics
```

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 (📥 44K / month · 📦 9 · ⏱️ 30.04.2025):

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

GitHub (👨‍💻 17 · 🔀 53 · 📦 1.2K · 📋 670 - 29% open · ⏱️ 04.09.2025):
```
 git clone https://github.com/libvips/pyvips
```
PyPi (📥 190K / month · 📦 94 · ⏱️ 28.04.2025):
Conda (📥 260K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge pyvips
```

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

GitHub (👨‍💻 59 · 🔀 420 · 📋 210 - 50% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 53K / month · 📦 24 · ⏱️ 20.01.2022):

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 (📥 190 / month · 📦 1 · ⏱️ 12.06.2020):

kubric (🥉22 · ⭐ 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 (📥 6.6K / 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 (📥 2.3K / month · 📦 6 · ⏱️ 10.02.2022):

PySlowFast (🥉21 · ⭐ 7.2K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 35 · 🔀 1.2K · 📦 23 · 📋 720 - 59% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 22 / month · ⏱️ 15.01.2020):

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 (📥 3.9K / month · 📦 5 · ⏱️ 08.01.2020):
Docker Hub (📥 290 · ⭐ 1 · ⏱️ 01.04.2019):
```
 docker pull idealo/image-super-resolution-gpu
```

Caer (🥉21 · ⭐ 800) - 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 (📥 3.8K / month · 📦 3 · ⏱️ 11.08.2025):

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...

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 - 10% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/networkx/networkx
```
PyPi (📥 130M / month · 📦 12K · ⏱️ 29.05.2025):
Conda (📥 26M · ⏱️ 04.06.2025):
```
 conda install -c conda-forge networkx
```

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

GitHub (👨‍💻 560 · 🔀 3.9K · 📦 11K · 📋 4K - 30% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 940K / month · 📦 730 · ⏱️ 15.10.2025):
```
 pip install torch-geometric
```

Conda (📥 190K · ⏱️ 16.10.2025):

 conda install -c conda-forge pytorch_geometric

dgl (🥇36 · ⭐ 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 (📥 150K / month · 📦 150 · ⏱️ 13.05.2024):

pygraphistry (🥈29 · ⭐ 2.4K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 48 · 🔀 220 · 📋 420 - 51% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 8.5K / month · 📦 9 · ⏱️ 21.10.2025):

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 (📥 100K / month · 📦 73 · ⏱️ 07.04.2023):
Conda (📥 63K · ⏱️ 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 · 🔀 210 · 📥 240 · 📦 350 · 📋 590 - 20% open · ⏱️ 18.07.2025):
```
 git clone https://github.com/pykeen/pykeen
```
PyPi (📥 31K / month · 📦 28 · ⏱️ 24.04.2025):

pytorch_geometric_temporal (🥈27 · ⭐ 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 (📥 6.7K / month · 📦 12 · ⏱️ 16.07.2025):
```
 pip install torch-geometric-temporal
```

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 (📥 34K / month · 📦 62 · ⏱️ 12.10.2023):
```
 pip install torch-cluster
```

Conda (📥 440K · ⏱️ 22.09.2025):

 conda install -c conda-forge pytorch_cluster

Show 28 hidden projects...

Audio Data

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

speechbrain (🥇38 · ⭐ 11K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 260 · 🔀 1.5K · 📦 3.9K · 📋 1.2K - 12% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 1.1M / month · 📦 79 · ⏱️ 07.04.2025):

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

GitHub (👨‍💻 520 · 🔀 2.3K · 📥 84 · 📦 480 · 📋 2.5K - 3% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/espnet/espnet
```
PyPi (📥 24K / month · 📦 19 · ⏱️ 13.09.2025):

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

GitHub (👨‍💻 240 · 🔀 730 · 📋 1.1K - 31% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pytorch/audio
```
PyPi (📥 15M / month · 📦 2.4K · ⏱️ 15.10.2025):

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

GitHub (👨‍💻 56 · 🔀 2.4K · 📦 21 · 📋 670 - 48% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 2.2M / month · 📦 730 · ⏱️ 12.05.2025):
```
 pip install SpeechRecognition
```

Conda (📥 360K · ⏱️ 12.05.2025):

 conda install -c conda-forge speechrecognition

librosa (🥈34 · ⭐ 8K) - 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):
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge librosa
```

DeepSpeech (🥈33 · ⭐ 27K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

GitHub (👨‍💻 160 · 🔀 4.1K · 📥 660K · 📦 540 · 📋 2.1K - 7% open · ⏱️ 19.06.2025):
```
 git clone https://github.com/mozilla/DeepSpeech
```
PyPi (📥 5.5K / month · 📦 24 · ⏱️ 19.12.2020):

Conda (📥 4.2K · ⏱️ 22.04.2025):

 conda install -c conda-forge deepspeech

audioread (🥈33 · ⭐ 520 · 📈) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub (👨‍💻 27 · 🔀 110 · 📦 35K · 📋 98 - 40% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/beetbox/audioread
```
PyPi (📥 4.8M / month · 📦 180 · ⏱️ 26.10.2025):

Conda (📥 1.2M · ⏱️ 02.10.2025):

 conda install -c conda-forge audioread

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 (📥 26K / month · 📦 18 · ⏱️ 03.04.2025):
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 · 📥 3.8K · 📦 760 · 📋 160 - 14% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/idiap/coqui-ai-TTS
```
PyPi (📥 94K / month · 📦 34 · ⏱️ 25.09.2025):

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 (📥 4.8K / month · 📦 5 · ⏱️ 01.08.2022):

Porcupine (🥉29 · ⭐ 4.5K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 43 · 🔀 550 · 📦 51 · 📋 600 - 0% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 25K / month · 📦 38 · ⏱️ 05.02.2025):

pyAudioAnalysis (🥉28 · ⭐ 6.2K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2

GitHub (👨‍💻 28 · 🔀 1.2K · 📦 670 · 📋 330 - 62% open · ⏱️ 04.08.2025):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis
```
PyPi (📥 24K / month · 📦 12 · ⏱️ 07.02.2022):
```
 pip install pyAudioAnalysis
```

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 (📥 9.5M / month · 📦 1.1K · ⏱️ 25.01.2025):
Conda:
```
 conda install -c anaconda pysoundfile
```

tinytag (🥉27 · ⭐ 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):

kapre (🥉25 · ⭐ 930 · 📈) - kapre: Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 150 · 📥 33 · 📦 2.5K · 📋 99 - 17% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/keunwoochoi/kapre
```
PyPi (📥 3.2K / month · 📦 11 · ⏱️ 26.10.2025):

nnAudio (🥉22 · ⭐ 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 (📥 59K / month · 📦 4 · ⏱️ 13.02.2024):

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):

Show 11 hidden projects...

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 (👨‍💻 310 · 🔀 2.2K · 📦 9.2K · 📋 3.3K - 13% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/visgl/deck.gl
```
PyPi (📥 16M / month · 📦 160 · ⏱️ 21.03.2025):
Conda (📥 850K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pydeck
```
npm (📥 750K / month · 📦 360 · ⏱️ 16.10.2025):

folium (🥇40 · ⭐ 7.3K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 180 · 🔀 2.2K · 📦 65K · 📋 1.2K - 6% open · ⏱️ 06.10.2025):
```
 git clone https://github.com/python-visualization/folium
```
PyPi (📥 2.8M / month · 📦 1K · ⏱️ 16.06.2025):
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 · ⏱️ 28.10.2025):
```
 git clone https://github.com/shapely/shapely
```
PyPi (📥 62M / month · 📦 4.7K · ⏱️ 24.09.2025):
Conda (📥 14M · ⏱️ 28.10.2025):
```
 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 · ⏱️ 25.10.2025):
```
 git clone https://github.com/geopandas/geopandas
```
PyPi (📥 11M / month · 📦 3.8K · ⏱️ 26.06.2025):

Conda (📥 5.4M · ⏱️ 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 (📥 2.8M / month · 📦 1.5K · ⏱️ 02.12.2024):
Conda (📥 5.3M · ⏱️ 17.09.2025):
```
 conda install -c conda-forge rasterio
```

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

GitHub (👨‍💻 74 · 🔀 230 · 📦 47K · 📋 660 - 6% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pyproj4/pyproj
```
PyPi (📥 14M / month · 📦 2.3K · ⏱️ 14.08.2025):
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 · ⏱️ 28.10.2025):
```
 git clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 150K / month · 📦 44 · ⏱️ 27.10.2025):

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 (📥 5.6M / month · 📦 380 · ⏱️ 16.09.2024):
Conda (📥 7.9M · ⏱️ 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 (📥 230K / month · 📦 340 · ⏱️ 13.06.2025):

Conda (📥 1.8M · ⏱️ 13.06.2025):

 conda install -c conda-forge ipyleaflet

npm (📥 2.7K / month · 📦 9 · ⏱️ 13.06.2025):
```
 npm install jupyter-leaflet
```

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 (📥 3.6M / month · 📦 720 · ⏱️ 21.12.2024):
Conda (📥 1.1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge geojson
```

PySAL (🥉30 · ⭐ 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 (📥 42K / month · 📦 65 · ⏱️ 31.07.2025):
Conda (📥 730K · ⏱️ 01.08.2025):
```
 conda install -c conda-forge pysal
```

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

GitHub (👨‍💻 34 · 🔀 79 · 📦 5 · 📋 360 - 31% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/holoviz/geoviews
```
PyPi (📥 69K / month · 📦 76 · ⏱️ 14.08.2025):
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 (📥 14K / month · 📦 17 · ⏱️ 01.10.2021):
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 · 📦 540 · 📋 59 - 8% open · ⏱️ 08.07.2025):
```
 git clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 490K / month · 📦 50 · ⏱️ 08.07.2025):
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 (📥 10K / month · 📦 12 · ⏱️ 02.06.2019):

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
prettymaps (🥉24 · ⭐ 12K) - Draw pretty maps from OpenStreetMap data! Built with osmnx.. ❗️AGPL-3.0
Sentinelsat (🥉24 · ⭐ 1K · 💀) - Search and download Copernicus Sentinel satellite images. ❗️GPL-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 · ⭐ 20K) - 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 (📥 5.9M / month · 📦 1.2K · ⏱️ 17.09.2025):
Conda (📥 99K · ⏱️ 25.03.2025):
```
 conda install -c ranaroussi yfinance
```

Qlib (🥇32 · ⭐ 33K) - Qlib is an AI-oriented Quant investment platform that aims to use AI tech.. MIT

GitHub (👨‍💻 140 · 🔀 5K · 📥 910 · 📦 21 · 📋 1K - 28% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/microsoft/qlib
```
PyPi (📥 16K / month · 📦 3 · ⏱️ 15.08.2025):

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

GitHub (👨‍💻 35 · 🔀 450 · 📦 1.7K · 📋 350 - 23% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pmorissette/bt
```
PyPi (📥 11K / month · 📦 15 · ⏱️ 12.04.2025):
Conda (📥 110K · ⏱️ 02.10.2025):
```
 conda install -c conda-forge bt
```

Alpha Vantage (🥈27 · ⭐ 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 (📥 140K / month · 📦 35 · ⏱️ 18.07.2024):
```
 pip install alpha_vantage
```

Conda (📥 10K · ⏱️ 22.04.2025):

 conda install -c conda-forge alpha_vantage

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

GitHub (👨‍💻 36 · 🔀 330 · 📦 580 · 📋 140 - 17% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pmorissette/ffn
```
PyPi (📥 25K / month · 📦 22 · ⏱️ 11.02.2025):
Conda (📥 26K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge ffn
```

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 (📥 51K / month · 📦 14 · ⏱️ 18.05.2025):

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 (📥 410 / 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 (📥 340 / month · ⏱️ 10.03.2025):

Show 17 hidden projects...

arch (🥇33 · ⭐ 1.5K) - ARCH models in Python. ❗Unlicensed
zipline (🥇32 · ⭐ 19K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
ta (🥇32 · ⭐ 4.8K · 💀) - Technical Analysis Library using Pandas and Numpy. MIT
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 · ⭐ 4K · 💀) - 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 · ⭐ 7.4K) - 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
Crypto Signals (🥉22 · ⭐ 5.4K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
FinQuant (🥉22 · ⭐ 1.6K · 💀) - A program for financial portfolio management, analysis and.. 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 (👨‍💻 520 · 🔀 1.7K · 📥 110 · 📦 4.7K · 📋 3.1K - 39% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 1M / month · 📦 160 · ⏱️ 25.09.2025):

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 · ⏱️ 21.10.2025):
```
 git clone https://github.com/facebook/prophet
```
PyPi (📥 84K / month · 📦 91 · ⏱️ 05.09.2020):
Conda (📥 1.5M · ⏱️ 22.10.2025):
```
 conda install -c conda-forge prophet
```

StatsForecast (🥇34 · ⭐ 4.6K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 56 · 🔀 340 · 📦 2K · 📋 400 - 34% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 990K / month · 📦 91 · ⏱️ 29.10.2025):
```
 pip install statsforecast
```

Conda (📥 220K · ⏱️ 30.10.2025):

 conda install -c conda-forge statsforecast

tslearn (🥈33 · ⭐ 3.1K) - The machine learning toolkit for time series analysis in Python. BSD-2

GitHub (👨‍💻 46 · 🔀 350 · 📦 1.9K · 📋 380 - 38% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 400K / month · 📦 110 · ⏱️ 02.07.2025):
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 (📥 96K / month · 📦 18 · ⏱️ 22.09.2025):

Darts (🥈32 · ⭐ 9K) - A python library for user-friendly forecasting and anomaly detection on.. Apache-2

GitHub (👨‍💻 140 · 🔀 970 · 📋 1.8K - 13% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/unit8co/darts
```
PyPi (📥 86K / month · 📦 10 · ⏱️ 03.10.2025):

Conda (📥 94K · ⏱️ 05.10.2025):

 conda install -c conda-forge u8darts-all

Docker Hub (📥 2.1K · ⏱️ 03.10.2025):

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

GitHub (👨‍💻 79 · 🔀 710 · 📦 670 · 📋 920 - 59% open · ⏱️ 19.10.2025):
```
 git clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 270K / month · 📦 27 · ⏱️ 10.10.2025):
```
 pip install pytorch-forecasting
```

Conda (📥 87K · ⏱️ 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 (📥 7.5M / month · 📦 150 · ⏱️ 23.10.2023):
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 (📥 340K / month · 📦 120 · ⏱️ 30.08.2025):
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 (📥 380K / month · 📦 30 · ⏱️ 09.07.2024):
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 (📥 160K / 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 (📥 1.9M / month · 📦 41 · ⏱️ 27.06.2025):
Conda (📥 3.2K · ⏱️ 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 (📥 26K / month · 📦 57 · ⏱️ 27.07.2022):
Conda (📥 2.9M · ⏱️ 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 · 📦 900 · 📋 88 - 59% open · ⏱️ 18.06.2025):
```
 git clone https://github.com/johannfaouzi/pyts
```
PyPi (📥 190K / month · 📦 45 · ⏱️ 18.06.2023):
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 · 📋 87 - 5% open · ⏱️ 20.08.2025):
```
 git clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 9.4K / month · 📦 14 · ⏱️ 20.08.2025):

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 (📥 11K / month · ⏱️ 20.02.2025):

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
pydlm (🥉21 · ⭐ 480 · 💀) - A python library for Bayesian time series modeling. BSD-3
tick (🥉20 · ⭐ 520 · 💀) - Module for statistical learning, with a particular emphasis on time-.. 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 (🥉17 · ⭐ 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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/nilearn/nilearn
```
PyPi (📥 270K / month · 📦 350 · ⏱️ 03.09.2025):
Conda (📥 400K · ⏱️ 04.09.2025):
```
 conda install -c conda-forge nilearn
```

MONAI (🥇37 · ⭐ 7K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 240 · 🔀 1.3K · 📦 4.5K · 📋 3.3K - 14% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 320K / month · 📦 200 · ⏱️ 22.09.2025):
Conda (📥 60K · ⏱️ 22.09.2025):
```
 conda install -c conda-forge monai
```

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

GitHub (👨‍💻 410 · 🔀 1.4K · 📋 5.1K - 11% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/mne-tools/mne-python
```
PyPi (📥 280K / month · 📦 530 · ⏱️ 14.10.2025):
Conda (📥 620K · ⏱️ 14.10.2025):
```
 conda install -c conda-forge mne
```

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

GitHub (👨‍💻 100 · 🔀 260 · 📦 170 · 📋 2.6K - 11% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/hail-is/hail
```
PyPi (📥 110K / month · 📦 44 · ⏱️ 09.09.2025):

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

GitHub (👨‍💻 110 · 🔀 260 · 📦 30K · 📋 550 - 23% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/nipy/nibabel
```
PyPi (📥 910K / month · 📦 1.2K · ⏱️ 23.10.2024):
Conda (📥 1M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge nibabel
```

NIPYPE (🥈33 · ⭐ 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 (📥 360K / month · 📦 150 · ⏱️ 19.03.2025):
Conda (📥 990K · ⏱️ 05.05.2025):
```
 conda install -c conda-forge nipype
```

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 (📥 1.5M / month · 📦 160 · ⏱️ 29.10.2024):

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 (🥉19 · ⭐ 360 · 💤) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 35 · 🔀 140 · 📋 230 - 38% open · ⏱️ 06.01.2025):
```
 git clone https://github.com/brainiak/brainiak
```
PyPi (📥 1.3K / month · ⏱️ 07.01.2025):
Docker Hub (📥 2K · ⭐ 1 · ⏱️ 07.01.2025):
```
 docker pull brainiak/brainiak
```

Show 10 hidden projects...

Tabular Data

Libraries for processing tabular and structured data.

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

GitHub (👨‍💻 82 · 🔀 170 · 📦 100 · 📋 580 - 21% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/skrub-data/skrub
```
PyPi (📥 45K / month · 📦 20 · ⏱️ 25.09.2025):

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

GitHub (👨‍💻 27 · 🔀 160 · 📥 64 · 📋 180 - 5% open · ⏱️ 19.04.2025):
```
 git clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 5.5K / month · 📦 9 · ⏱️ 28.11.2024):
```
 pip install pytorch_tabular
```

upgini (🥈21 · ⭐ 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 14 · 🔀 25 · 📦 9 · ⏱️ 28.10.2025):
```
 git clone https://github.com/upgini/upgini
```
PyPi (📥 5.9K / month · ⏱️ 28.10.2025):

Show 3 hidden projects...

miceforest (🥈21 · ⭐ 390) - Multiple Imputation with LightGBM in Python. ❗Unlicensed
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 (🥇44 · ⭐ 62K) - Turn any PDF or image document into structured data for your.. Apache-2

GitHub (👨‍💻 320 · 🔀 9.2K · 📥 2M · 📦 6.2K · 📋 10K - 1% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 750K / month · 📦 210 · ⏱️ 29.10.2025):

OCRmyPDF (🥇37 · ⭐ 32K) - 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 · ⏱️ 25.10.2025):
```
 git clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 400K / month · 📦 58 · ⏱️ 16.10.2025):
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 (📥 5.6M / month · 📦 970 · ⏱️ 16.08.2024):

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 · 📥 1.2K · 📦 1.3K · 📋 290 - 14% open · ⏱️ 10.10.2025):
```
 git clone https://github.com/sirfz/tesserocr
```
PyPi (📥 210K / month · 📦 56 · ⏱️ 10.10.2025):

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 (📥 6K / month · 📦 4 · ⏱️ 05.05.2022):

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):
Conda (📥 450 · ⏱️ 22.04.2025):
```
 conda install -c anaconda keras-ocr
```

Show 6 hidden projects...

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 · ⭐ 40K) - Ray is an AI compute engine. Ray consists of a core distributed runtime.. Apache-2

GitHub (👨‍💻 1.4K · 🔀 6.8K · 📥 270 · 📦 27K · 📋 22K - 14% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/ray-project/ray
```
PyPi (📥 30M / month · 📦 1.1K · ⏱️ 29.10.2025):
Conda (📥 920K · ⏱️ 22.10.2025):
```
 conda install -c conda-forge ray-tune
```

dask (🥇45 · ⭐ 14K · 📈) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 630 · 🔀 1.8K · 📦 77K · 📋 5.6K - 21% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/dask/dask
```
PyPi (📥 20M / month · 📦 3.2K · ⏱️ 14.10.2025):
Conda (📥 14M · ⏱️ 14.10.2025):
```
 conda install -c conda-forge dask
```

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

GitHub (👨‍💻 420 · 🔀 4.6K · 📦 15K · 📋 3.2K - 34% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 990K / month · 📦 350 · ⏱️ 23.10.2025):
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 · 📋 3.9K - 37% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/dask/distributed
```
PyPi (📥 5.4M / month · 📦 1K · ⏱️ 14.10.2025):

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 · ⏱️ 28.10.2025):
```
 git clone https://github.com/horovod/horovod
```
PyPi (📥 78K / month · 📦 34 · ⏱️ 12.06.2023):

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

GitHub (👨‍💻 280 · 🔀 460 · 📥 6.9K · 📦 45K · 📋 990 - 8% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 4.6K / month · 📦 4 · ⏱️ 26.02.2025):

Conda (📥 2.2M · ⏱️ 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 · ⏱️ 21.10.2025):
```
 git clone https://github.com/h2oai/h2o-3
```
PyPi (📥 180K / month · 📦 68 · ⏱️ 08.10.2025):

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 · 📋 230 - 2% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 980K / month · 📦 1K · ⏱️ 10.10.2025):
Conda (📥 4.5M · ⏱️ 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 · 📦 9K · 📋 390 - 26% open · ⏱️ 26.04.2025):
```
 git clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 530K / month · 📦 150 · ⏱️ 11.12.2022):

Conda (📥 530K · ⏱️ 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 (📥 840K / month · 📦 74 · ⏱️ 21.05.2025):
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 (📥 15K / month · 📦 2 · ⏱️ 24.03.2024):

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 · ⏱️ 29.10.2025):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (📥 1.6M / month · 📦 7 · ⏱️ 03.10.2025):

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

GitHub (👨‍💻 52 · 🔀 280 · 📥 580 · 📦 390 · 📋 330 - 54% open · ⏱️ 15.09.2025):
```
 git clone https://github.com/uber/petastorm
```
PyPi (📥 270K / month · 📦 15 · ⏱️ 11.08.2025):

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 (📥 120K / month · 📦 100 · ⏱️ 08.02.2025):
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 (📥 43K / month · 📦 12 · ⏱️ 20.04.2025):

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

GitHub (👨‍💻 130 · 🔀 850 · 📋 820 - 49% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/microsoft/SynapseML
```
PyPi (⏱️ 18.03.2020):

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):

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 (📥 600 / month · 📦 1 · ⏱️ 22.08.2022):
```
 pip install analytics-zoo
```

Show 17 hidden projects...

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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/optuna/optuna
```
PyPi (📥 7.6M / month · 📦 1.5K · ⏱️ 18.08.2025):
Conda (📥 3.4M · ⏱️ 19.08.2025):
```
 conda install -c conda-forge optuna
```

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

GitHub (👨‍💻 200 · 🔀 350 · 📦 1.2K · 📋 930 - 12% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/facebook/Ax
```
PyPi (📥 240K / month · 📦 71 · ⏱️ 09.09.2025):

Conda (📥 49K · ⏱️ 10.09.2025):

 conda install -c conda-forge ax-platform

AutoGluon (🥇35 · ⭐ 9.6K) - Fast and Accurate ML in 3 Lines of Code. Apache-2

GitHub (👨‍💻 140 · 🔀 1.1K · 📦 1.2K · 📋 1.8K - 24% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/autogluon/autogluon
```
PyPi (📥 260K / month · 📦 38 · ⏱️ 23.10.2025):

Conda (📥 45K · ⏱️ 30.07.2025):

 conda install -c conda-forge autogluon

Docker Hub (📥 20K · ⭐ 19 · ⏱️ 16.06.2025):
```
 docker pull autogluon/autogluon
```

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

GitHub (👨‍💻 150 · 🔀 450 · 📦 1.8K · 📋 600 - 10% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pytorch/botorch
```
PyPi (📥 480K / month · 📦 140 · ⏱️ 23.10.2025):
Conda (📥 180K · ⏱️ 24.10.2025):
```
 conda install -c conda-forge botorch
```

Bayesian Optimization (🥇34 · ⭐ 8.4K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 52 · 🔀 1.6K · 📥 180 · 📦 4.1K · 📋 390 - 1% open · ⏱️ 09.09.2025):
```
 git clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 510K / month · 📦 190 · ⏱️ 24.07.2025):
```
 pip install bayesian-optimization
```

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 (📥 2.7M / month · 📦 450 · ⏱️ 17.11.2021):
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 (📥 15K / month · 📦 13 · ⏱️ 20.03.2024):

featuretools (🥈32 · ⭐ 7.6K · 💤) - An open source python library for automated feature.. BSD-3

GitHub (👨‍💻 75 · 🔀 900 · 📦 2.1K · 📋 1K - 15% open · ⏱️ 13.11.2024):
```
 git clone https://github.com/alteryx/featuretools
```
PyPi (📥 100K / month · 📦 74 · ⏱️ 14.05.2024):

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 · 📦 1.2K · 📋 310 - 40% open · ⏱️ 23.04.2025):
```
 git clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 150K / month · 📦 72 · ⏱️ 23.04.2025):

Conda (📥 67K · ⏱️ 22.04.2025):

 conda install -c conda-forge nevergrad

lazypredict (🥈28 · ⭐ 3.2K) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 19 · 🔀 360 · 📦 1.4K · 📋 160 - 64% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 31K / month · 📦 8 · ⏱️ 05.04.2025):

Conda (📥 6.6K · ⏱️ 22.04.2025):

 conda install -c conda-forge lazypredict

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 (📥 8.7K / month · 📦 6 · ⏱️ 07.07.2025):
```
 pip install mljar-supervised
```

Conda (📥 52K · ⏱️ 08.07.2025):

 conda install -c conda-forge mljar-supervised

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

GitHub (👨‍💻 15 · 🔀 51 · 📥 340 · 📦 40 · 📋 120 - 28% open · ⏱️ 25.10.2025):
```
 git clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 4K / month · 📦 13 · ⏱️ 20.09.2025):

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

GitHub (👨‍💻 40 · 🔀 89 · 📦 65 · 📋 570 - 11% open · ⏱️ 14.10.2025):
```
 git clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 1.8K / month · 📦 7 · ⏱️ 10.03.2025):

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 (📥 320 / month · ⏱️ 29.08.2020):

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):

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 (📥 4.6K / month · 📦 4 · ⏱️ 19.02.2025):

Show 36 hidden projects...

Reinforcement Learning

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

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 (📥 2.8K / month · ⏱️ 08.01.2022):

ViZDoom (🥇29 · ⭐ 1.9K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub (👨‍💻 57 · 🔀 400 · 📥 12K · 📦 340 · 📋 470 - 6% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 6.9K / month · 📦 20 · ⏱️ 22.10.2025):

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 (📥 68K / month · 📦 10 · ⏱️ 31.10.2024):

Acme (🥈27 · ⭐ 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 (📥 6.4K / month · 📦 3 · ⏱️ 10.02.2022):
Conda (📥 14K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dm-acme
```

TF-Agents (🥈27 · ⭐ 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 (📥 45K / month · 📦 14 · ⏱️ 14.12.2023):

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

GitHub (👨‍💻 23 · 🔀 95 · 📦 370 · 📋 28 - 32% open · ⏱️ 26.09.2025):
```
 git clone https://github.com/deepmind/rlax
```
PyPi (📥 48K / month · 📦 22 · ⏱️ 01.09.2025):

PARL (🥉24 · ⭐ 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 (📥 770 / month · 📦 1 · ⏱️ 13.05.2022):

ReAgent (🥉22 · ⭐ 3.7K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 170 · 🔀 520 · 📋 160 - 53% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 50 / month · ⏱️ 27.05.2020):

Show 15 hidden projects...

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇33 · ⭐ 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 (📥 15K / month · 📦 4 · ⏱️ 24.12.2024):

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

GitHub (👨‍💻 400 · 🔀 560 · 📦 240 · 📋 320 - 49% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/pytorch/torchrec
```
PyPi (📥 160 / month · ⏱️ 12.05.2022):
```
 pip install torchrec-nightly-cpu
```

Cornac (🥈28 · ⭐ 1K) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 24 · 🔀 160 · 📦 300 · 📋 170 - 17% open · ⏱️ 04.10.2025):
```
 git clone https://github.com/PreferredAI/cornac
```
PyPi (📥 44K / month · 📦 18 · ⏱️ 04.10.2025):
Conda (📥 920K · ⏱️ 05.10.2025):
```
 conda install -c conda-forge cornac
```

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

GitHub (👨‍💻 41 · 🔀 72 · 📦 140 · 📋 290 - 33% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/lenskit/lkpy
```
PyPi (📥 6.6K / month · 📦 13 · ⏱️ 22.10.2025):
Conda (📥 52K · ⏱️ 23.10.2025):
```
 conda install -c conda-forge lenskit
```

RecBole (🥉25 · ⭐ 4.1K · 💤) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 79 · 🔀 690 · 📋 1.1K - 32% open · ⏱️ 24.02.2025):
```
 git clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 98K / month · 📦 2 · ⏱️ 24.02.2025):
Conda (📥 9.3K · ⏱️ 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 (📥 220K / month · 📦 2 · ⏱️ 03.02.2023):
```
 pip install tensorflow-recommenders
```

Show 11 hidden projects...

Privacy Machine Learning

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

Opacus (🥇32 · ⭐ 1.9K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 87 · 🔀 370 · 📥 150 · 📦 1.2K · 📋 340 - 19% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/pytorch/opacus
```
PyPi (📥 92K / month · 📦 49 · ⏱️ 27.05.2025):
Conda (📥 28K · ⏱️ 09.07.2025):
```
 conda install -c conda-forge opacus
```

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 (📥 32K / month · 📦 5 · ⏱️ 13.04.2025):

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

GitHub (👨‍💻 60 · 🔀 460 · 📥 190 · 📋 210 - 55% open · ⏱️ 13.06.2025):
```
 git clone https://github.com/tensorflow/privacy
```
PyPi (📥 18K / 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):

CrypTen (🥉21 · ⭐ 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 (📥 600 / month · 📦 1 · ⏱️ 08.12.2022):

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 and.. Apache-2

GitHub (👨‍💻 910 · 🔀 4.9K · 📦 66K · 📋 5.2K - 39% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/mlflow/mlflow
```
PyPi (📥 26M / month · 📦 1.3K · ⏱️ 22.10.2025):
Conda (📥 3.7M · ⏱️ 24.10.2025):
```
 conda install -c conda-forge mlflow
```

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

GitHub (👨‍💻 220 · 🔀 790 · 📥 1.2K · 📦 84K · 📋 3.7K - 18% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/wandb/client
```
PyPi (📥 20M / month · 📦 2.3K · ⏱️ 28.10.2025):
Conda (📥 1.2M · ⏱️ 30.10.2025):
```
 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 · ⏱️ 28.10.2025):
```
 git clone https://github.com/iterative/dvc
```
PyPi (📥 1.5M / month · 📦 140 · ⏱️ 02.09.2025):
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 (📥 31M / month · 📦 2.8K · ⏱️ 17.07.2025):

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 · ⏱️ 29.10.2025):
```
 git clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 27M / month · 📦 210 · ⏱️ 29.10.2025):

Conda (📥 1.8M · ⏱️ 30.10.2025):

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

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

GitHub (👨‍💻 120 · 🔀 930 · 📦 950 · 📋 840 - 43% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/Netflix/metaflow
```
PyPi (📥 740K / month · 📦 53 · ⏱️ 29.10.2025):
Conda (📥 340K · ⏱️ 29.10.2025):
```
 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 (📥 4.5M / month · 📦 740 · ⏱️ 10.06.2025):

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 (📥 310K / month · 📦 31 · ⏱️ 28.04.2024):
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 - 45% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/allegroai/clearml
```
PyPi (📥 500K / month · 📦 78 · ⏱️ 22.10.2025):
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 (👨‍💻 380 · 🔀 610 · 📦 2.5K · 📋 2.1K - 58% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/snakemake/snakemake
```
PyPi (📥 130K / month · 📦 320 · ⏱️ 22.10.2025):
Conda (📥 1.5M · ⏱️ 28.10.2025):
```
 conda install -c bioconda snakemake
```

kaggle (🥈33 · ⭐ 6.9K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 49 · 🔀 1.2K · 📦 21 · 📋 530 - 27% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 610K / month · 📦 240 · ⏱️ 08.05.2025):
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 · 🔀 360 · 📦 1.1K · 📋 1.1K - 37% open · ⏱️ 26.06.2025):
```
 git clone https://github.com/aimhubio/aim
```
PyPi (📥 120K / month · 📦 56 · ⏱️ 11.06.2025):
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 (📥 2.2M / month · 📦 31 · ⏱️ 11.04.2025):

VisualDL (🥈29 · ⭐ 4.9K · 💤) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 36 · 🔀 630 · 📥 540 · 📦 3.6K · 📋 510 - 30% open · ⏱️ 22.01.2025):
```
 git clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 170K / month · 📦 82 · ⏱️ 30.10.2024):

sacred (🥈29 · ⭐ 4.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 110 · 🔀 390 · 📦 3.6K · 📋 560 - 18% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/IDSIA/sacred
```
PyPi (📥 48K / month · 📦 60 · ⏱️ 26.11.2024):
Conda (📥 9.9K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge sacred
```

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

GitHub (👨‍💻 57 · 🔀 66 · 📦 920 · 📋 260 - 12% open · ⏱️ 09.06.2025):
```
 git clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 480K / month · 📦 77 · ⏱️ 15.04.2025):
```
 pip install neptune-client
```

Conda (📥 390K · ⏱️ 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 (📥 9.4K / month · 📦 24 · ⏱️ 29.07.2018):

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 (📥 19K / month · 📦 16 · ⏱️ 03.01.2025):

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):

Labml (🥉24 · ⭐ 2.3K) - 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 (📥 4.6K / month · 📦 14 · ⏱️ 15.09.2024):

quinn (🥉24 · ⭐ 680 · 💤) - 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 (📥 750K / month · 📦 7 · ⏱️ 13.02.2024):

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 (📥 6.7K / month · 📦 8 · ⏱️ 18.06.2025):

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 (📥 1.7K / month · ⏱️ 11.05.2022):

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 (📥 1.4K / month · 📦 7 · ⏱️ 04.03.2020):

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 (📥 880 / month · 📦 1 · ⏱️ 25.01.2021):

datmo (🥉17 · ⭐ 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 (📥 130 / month · ⏱️ 07.12.2018):

CometML (🥉16) - Supercharging Machine Learning. MIT

GitHub:

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

PyPi (📥 570K / month · 📦 100 · ⏱️ 29.10.2025):
Conda:
```
 conda install -c anaconda comet_ml
```

Show 13 hidden projects...

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 (👨‍💻 480 · 🔀 2.3K · 📥 1.4K · 📦 74K · 📋 2K - 41% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/openai/triton
```
PyPi (📥 41M / month · 📦 540 · ⏱️ 13.10.2025):

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

GitHub (👨‍💻 360 · 🔀 3.8K · 📥 25K · 📦 49K · 📋 3.1K - 9% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/onnx/onnx
```
PyPi (📥 13M / month · 📦 1.6K · ⏱️ 10.10.2025):
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 (👨‍💻 280 · 🔀 830 · 📋 1.3K - 11% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 120M / month · 📦 4.1K · ⏱️ 28.10.2025):
```
 pip install huggingface_hub
```

Conda (📥 4.2M · ⏱️ 28.10.2025):

 conda install -c conda-forge huggingface_hub

BentoML (🥈36 · ⭐ 8.2K) - The easiest way to serve AI apps and models - Build Model Inference.. Apache-2

GitHub (👨‍💻 260 · 🔀 880 · 📥 95 · 📦 2.8K · 📋 1.1K - 11% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/bentoml/BentoML
```
PyPi (📥 180K / month · 📦 44 · ⏱️ 29.10.2025):

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 (📥 1.1M / month · 📦 110 · ⏱️ 28.07.2025):

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 (📥 97K / month · 📦 26 · ⏱️ 30.09.2024):
Conda (📥 570K · ⏱️ 25.03.2025):
```
 conda install -c pytorch torchserve
```
Docker Hub (📥 1.5M · ⭐ 32 · ⏱️ 30.09.2024):
```
 docker pull pytorch/torchserve
```

hls4ml (🥈28 · ⭐ 1.7K) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 82 · 🔀 440 · 📦 51 · 📋 480 - 41% open · ⏱️ 20.10.2025):
```
 git clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 17.03.2025):
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 · 📥 4K · 📦 160 · 📋 630 - 53% open · ⏱️ 07.08.2025):
```
 git clone https://github.com/Microsoft/MMdnn
```
PyPi (📥 320 / month · ⏱️ 24.07.2020):

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

GitHub (👨‍💻 40 · 🔀 290 · 📥 930 · 📋 330 - 21% open · ⏱️ 17.07.2025):
```
 git clone https://github.com/microsoft/hummingbird
```
PyPi (📥 7.6K / 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 (📥 100 / month · ⏱️ 30.03.2017):

Show 10 hidden projects...

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 · 📦 36K · 📋 2.7K - 23% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/slundberg/shap
```
PyPi (📥 9.5M / month · 📦 1.2K · ⏱️ 14.10.2025):
Conda (📥 7.5M · ⏱️ 17.06.2025):
```
 conda install -c conda-forge shap
```

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

GitHub (👨‍💻 180 · 🔀 460 · 📥 190 · 📦 11K · 📋 900 - 19% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/arviz-devs/arviz
```
PyPi (📥 3.7M / month · 📦 410 · ⏱️ 09.07.2025):
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 · 📥 160K · 📦 13 · 📋 1.2K - 1% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/lutzroeder/netron
```
PyPi (📥 43K / month · 📦 92 · ⏱️ 23.10.2025):

evaluate (🥇34 · ⭐ 2.4K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 130 · 🔀 290 · 📦 24K · 📋 390 - 62% open · ⏱️ 25.09.2025):
```
 git clone https://github.com/huggingface/evaluate
```
PyPi (📥 3.6M / month · 📦 660 · ⏱️ 18.09.2025):

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

GitHub (👨‍💻 53 · 🔀 770 · 📦 930 · 📋 490 - 22% open · ⏱️ 24.10.2025):
```
 git clone https://github.com/interpretml/interpret
```
PyPi (📥 230K / month · 📦 58 · ⏱️ 14.10.2025):

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

GitHub (👨‍💻 140 · 🔀 540 · 📦 3.5K · 📋 610 - 41% open · ⏱️ 23.10.2025):
```
 git clone https://github.com/pytorch/captum
```
PyPi (📥 330K / month · 📦 170 · ⏱️ 27.03.2025):
Conda (📥 130K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge captum
```

DoWhy (🥈30 · ⭐ 7.8K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 100 · 🔀 980 · 📥 43 · 📦 660 · 📋 510 - 27% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/py-why/dowhy
```
PyPi (📥 83K / month · 📦 28 · ⏱️ 12.07.2025):
Conda (📥 51K · ⏱️ 13.07.2025):
```
 conda install -c conda-forge dowhy
```

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 (📥 7.5K / month · 📦 4 · ⏱️ 24.07.2025):

explainerdashboard (🥈30 · ⭐ 2.5K) - 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 (📥 42K / month · 📦 15 · ⏱️ 03.06.2025):
```
 pip install explainerdashboard
```

Conda (📥 75K · ⏱️ 04.06.2025):

 conda install -c conda-forge explainerdashboard

fairlearn (🥈30 · ⭐ 2.1K) - A Python package to assess and improve fairness of machine.. MIT

GitHub (👨‍💻 100 · 🔀 470 · 📦 3 · 📋 520 - 24% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 160K / month · 📦 80 · ⏱️ 19.10.2025):

Conda (📥 55K · ⏱️ 22.04.2025):

 conda install -c conda-forge fairlearn

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 (📥 110K / month · 📦 53 · ⏱️ 07.07.2022):
Conda (📥 120K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge dtreeviz
```

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 (📥 200K / month · 📦 20 · ⏱️ 23.06.2025):
```
 pip install tensorflow-model-analysis
```

Fairness 360 (🥈26 · ⭐ 2.7K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 73 · 🔀 870 · 📦 740 · 📋 300 - 65% open · ⏱️ 16.10.2025):
```
 git clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 29K / month · 📦 32 · ⏱️ 08.04.2024):
Conda (📥 29K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge aif360
```

imodels (🥈26 · ⭐ 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 (📥 30K / month · 📦 12 · ⏱️ 26.08.2025):

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 (📥 11K / month · 📦 3 · ⏱️ 20.12.2024):
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):

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 (📥 19K / month · 📦 8 · ⏱️ 30.01.2024):

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 (📥 1.8K / month · 📦 1 · ⏱️ 31.07.2023):

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 (📥 8.8K / month · 📦 7 · ⏱️ 07.04.2025):

DiCE (🥉23 · ⭐ 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 (📥 48K / month · 📦 13 · ⏱️ 13.07.2025):

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 (📥 16K / month · 📦 5 · ⏱️ 28.01.2021):

fairness-indicators (🥉18 · ⭐ 360) - 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 (📥 1.1K / month · ⏱️ 25.06.2025):
```
 pip install fairness-indicators
```

Show 32 hidden projects...

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 (🥇43 · ⭐ 38K) - Milvus is a high-performance, cloud-native vector database built for.. Apache-2

GitHub (👨‍💻 330 · 🔀 3.5K · 📥 290K · 📋 15K - 5% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/milvus-io/milvus
```
PyPi (📥 3.3M / month · 📦 350 · ⏱️ 19.09.2025):
Docker Hub (📥 72M · ⭐ 90 · ⏱️ 30.10.2025):
```
 docker pull milvusdb/milvus
```

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

GitHub (👨‍💻 260 · 🔀 4K · 📦 5K · 📋 2.7K - 9% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/facebookresearch/faiss
```
PyPi (📥 3.3M / month · 📦 350 · ⏱️ 19.09.2025):
Conda (📥 3M · ⏱️ 22.04.2025):
```
 conda install -c conda-forge faiss
```

Annoy (🥈35 · ⭐ 14K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 90 · 🔀 1.2K · 📦 5.4K · 📋 420 - 16% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/spotify/annoy
```
PyPi (📥 1M / month · 📦 200 · ⏱️ 14.06.2023):

Conda (📥 800K · ⏱️ 01.09.2025):

 conda install -c conda-forge python-annoy

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

GitHub (👨‍💻 81 · 🔀 230 · 📥 110K · 📦 210 · 📋 250 - 32% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/unum-cloud/usearch
```
PyPi (📥 140K / month · 📦 44 · ⏱️ 04.09.2025):
npm (📥 18K / month · 📦 23 · ⏱️ 29.10.2025):
Docker Hub (📥 480 · ⭐ 1 · ⏱️ 29.10.2025):

NMSLIB (🥈32 · ⭐ 3.5K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 49 · 🔀 460 · 📦 1.4K · 📋 440 - 20% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/nmslib/nmslib
```
PyPi (📥 280K / month · 📦 67 · ⏱️ 23.10.2025):
Conda (📥 230K · ⏱️ 30.08.2025):
```
 conda install -c conda-forge nmslib
```

PyNNDescent (🥉28 · ⭐ 950) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 31 · 🔀 110 · 📦 13K · 📋 140 - 53% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 2.5M / month · 📦 160 · ⏱️ 17.06.2024):

Conda (📥 2.5M · ⏱️ 22.04.2025):

 conda install -c conda-forge pynndescent

NGT (🥉22 · ⭐ 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 (📥 1.8K / month · 📦 12 · ⏱️ 26.02.2025):

Show 5 hidden projects...

hnswlib (🥈32 · ⭐ 5K · 💀) - 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 · 📋 3.6K - 11% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/pymc-devs/pymc
```
PyPi (📥 330K / month · 📦 190 · ⏱️ 31.05.2024):
Conda (📥 860K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pymc3
```

tensorflow-probability (🥇35 · ⭐ 4.4K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 500 · 🔀 1.1K · 📦 4 · 📋 1.5K - 48% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/tensorflow/probability
```
PyPi (📥 880K / 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 PyTorch. MIT

GitHub (👨‍💻 140 · 🔀 580 · 📦 3.2K · 📋 1.4K - 28% open · ⏱️ 14.10.2025):
```
 git clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 500K / month · 📦 250 · ⏱️ 14.10.2025):
Conda (📥 230K · ⏱️ 18.10.2025):
```
 conda install -c conda-forge gpytorch
```

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

GitHub (👨‍💻 180 · 🔀 860 · 📥 680 · 📦 1.7K · 📋 1.1K - 27% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 120K / month · 📦 72 · ⏱️ 31.03.2025):

patsy (🥇34 · ⭐ 980) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 23 · 🔀 100 · 📦 130K · 📋 160 - 46% open · ⏱️ 20.10.2025):
```
 git clone https://github.com/pydata/patsy
```
PyPi (📥 22M / month · 📦 680 · ⏱️ 20.10.2025):
Conda (📥 19M · ⏱️ 20.10.2025):
```
 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 (📥 630K / month · 📦 190 · ⏱️ 02.06.2024):
Conda (📥 280K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge pyro-ppl
```

SALib (🥈31 · ⭐ 960) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

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

hmmlearn (🥈30 · ⭐ 3.3K · 💤) - 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 (📥 240K / month · 📦 92 · ⏱️ 31.10.2024):
Conda (📥 430K · ⏱️ 10.09.2025):
```
 conda install -c conda-forge hmmlearn
```

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 (📥 170K / month · 📦 440 · ⏱️ 19.04.2024):
Conda (📥 510K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge emcee
```

GPflow (🥉29 · ⭐ 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 (📥 32K / month · 📦 43 · ⏱️ 29.05.2025):
Conda (📥 51K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge gpflow
```

bambi (🥉29 · ⭐ 1.2K) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 47 · 🔀 140 · 📦 220 · 📋 460 - 21% open · ⏱️ 24.10.2025):
```
 git clone https://github.com/bambinos/bambi
```
PyPi (📥 48K / month · 📦 19 · ⏱️ 24.10.2025):
Conda (📥 56K · ⏱️ 27.10.2025):
```
 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 (📥 36K / month · 📦 67 · ⏱️ 07.02.2025):

Conda (📥 230K · ⏱️ 22.04.2025):

 conda install -c conda-forge pomegranate

scikit-posthocs (🥉24 · ⭐ 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 (📥 120K / 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 (📥 290K / month · 📦 190 · ⏱️ 14.09.2025):

Conda (📥 39K · ⏱️ 23.09.2025):

 conda install -c conda-forge pandas-ta

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 (📥 1.8K / month · 📦 2 · ⏱️ 24.06.2025):
Conda (📥 15K · ⏱️ 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 (📥 24K / month · 📦 1 · ⏱️ 01.04.2024):

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 (📥 300 / month · 📦 1 · ⏱️ 10.05.2017):

TorchUncertainty (🥉20 · ⭐ 440 · 📉) - Open-source framework for uncertainty and deep.. Apache-2

GitHub (👨‍💻 13 · 🔀 35 · 📋 67 - 23% open · ⏱️ 31.07.2025):
```
 git clone https://github.com/ENSTA-U2IS-AI/torch-uncertainty
```
PyPi (📥 920 / month · 📦 4 · ⏱️ 31.07.2025):
```
 pip install torch-uncertainty
```

Show 6 hidden projects...

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 · ⏱️ 17.10.2025):
```
 git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 29K / month · 📦 25 · ⏱️ 07.07.2025):
```
 pip install adversarial-robustness-toolbox
```

Conda (📥 85K · ⏱️ 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 · 📦 430 · 📋 290 - 23% open · ⏱️ 10.07.2025):
```
 git clone https://github.com/QData/TextAttack
```
PyPi (📥 9.1K / month · 📦 11 · ⏱️ 11.03.2024):

Conda (📥 11K · ⏱️ 22.04.2025):

 conda install -c conda-forge textattack

Show 7 hidden projects...

GPU & Accelerator Utilities

Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.

optimum (🥇37 · ⭐ 3.1K) - Accelerate inference and training of Transformers, Diffusers, TIMM.. Apache-2

GitHub (👨‍💻 150 · 🔀 600 · 📦 6.3K · 📋 860 - 30% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/huggingface/optimum
```
PyPi (📥 3.7M / month · 📦 270 · ⏱️ 09.10.2025):
Conda (📥 50K · ⏱️ 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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/rapidsai/cudf
```
PyPi (📥 2.8K / month · 📦 22 · ⏱️ 01.06.2020):

PyCUDA (🥈33 · ⭐ 2K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 83 · 🔀 300 · 📦 4K · 📋 290 - 29% open · ⏱️ 12.10.2025):
```
 git clone https://github.com/inducer/pycuda
```
PyPi (📥 66K / month · 📦 200 · ⏱️ 09.09.2025):
Conda (📥 1.1M · ⏱️ 27.10.2025):
```
 conda install -c conda-forge pycuda
```

Apex (🥈32 · ⭐ 8.8K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 140 · 🔀 1.4K · 📦 3.3K · 📋 1.3K - 57% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/NVIDIA/apex
```

Conda (📥 580K · ⏱️ 26.07.2025):

 conda install -c conda-forge nvidia-apex

cuML (🥈31 · ⭐ 5K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 190 · 🔀 600 · 📋 3K - 31% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/rapidsai/cuml
```
PyPi (📥 2.5K / month · 📦 14 · ⏱️ 01.06.2020):

gpustat (🥈29 · ⭐ 4.3K) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 280 · 📦 7.9K · 📋 130 - 22% open · ⏱️ 13.04.2025):
```
 git clone https://github.com/wookayin/gpustat
```
PyPi (📥 1.1M / month · 📦 150 · ⏱️ 22.08.2023):
Conda (📥 310K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge gpustat
```

ArrayFire (🥈28 · ⭐ 4.8K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 97 · 🔀 540 · 📥 9.6K · 📋 1.8K - 19% open · ⏱️ 28.07.2025):
```
 git clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 4.5K / month · 📦 13 · ⏱️ 22.02.2022):

cuGraph (🥈28 · ⭐ 2.1K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 120 · 🔀 340 · 📋 1.9K - 6% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/rapidsai/cugraph
```
PyPi (📥 550 / month · 📦 4 · ⏱️ 01.06.2020):

Conda (📥 69K · ⏱️ 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 (📥 39K / month · 📦 400 · ⏱️ 18.08.2025):
Conda (📥 7.2M · ⏱️ 14.09.2025):
```
 conda install -c conda-forge cupy
```
Docker Hub (📥 92K · ⭐ 14 · ⏱️ 18.08.2025):

DALI (🥉25 · ⭐ 5.5K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 99 · 🔀 650 · 📋 1.7K - 15% open · ⏱️ 30.10.2025):
```
 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 (📥 1.8K / month · ⏱️ 20.01.2024):

Show 9 hidden projects...

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 (👨‍💻 660 · 🔀 1.6K · 📦 25K · 📋 1.5K - 47% open · ⏱️ 17.10.2025):
```
 git clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.8M / month · 📦 340 · ⏱️ 28.05.2025):
```
 pip install tensorflow-datasets
```

Conda (📥 51K · ⏱️ 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 (📥 2M / 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 (👨‍💻 200 · 🔀 710 · 📦 1.8K · 📋 1.2K - 22% open · ⏱️ 26.03.2025):
```
 git clone https://github.com/tensorflow/tfx
```
PyPi (📥 37K / month · 📦 17 · ⏱️ 11.12.2024):

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 (📥 920K / 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 (🥉26 · ⭐ 990) - Input pipeline framework. Apache-2

GitHub (👨‍💻 31 · 🔀 220 · 📋 220 - 17% open · ⏱️ 06.08.2025):
```
 git clone https://github.com/tensorflow/transform
```
PyPi (📥 250K / 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 (📥 3.2K / month · 📦 3 · ⏱️ 29.07.2022):
```
 pip install neural-structured-learning
```

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 (📥 18K / month · 📦 7 · ⏱️ 17.06.2021):
```
 pip install tensorflow-cloud
```

TF Compression (🥉20 · ⭐ 900) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 24 · 🔀 260 · 📋 100 - 10% open · ⏱️ 19.08.2025):
```
 git clone https://github.com/tensorflow/compression
```
PyPi (📥 4.3K / month · 📦 2 · ⏱️ 02.02.2024):
```
 pip install tensorflow-compression
```

Show 7 hidden projects...

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 · ⏱️ 29.10.2025):
```
 git clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 500K / month · 📦 350 · ⏱️ 09.10.2025):

Show 2 hidden projects...

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 - 15% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 89K / month · 📦 74 · ⏱️ 22.10.2025):
```
 pip install scikit-learn-intelex
```

Conda (📥 650K · ⏱️ 30.10.2025):

 conda install -c conda-forge scikit-learn-intelex

imbalanced-learn (🥇33 · ⭐ 7.1K) - 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 (📥 14M / 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 (📥 960K / month · 📦 200 · ⏱️ 26.01.2025):
Conda (📥 460K · ⏱️ 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 (📥 2.1M / month · 📦 310 · ⏱️ 15.03.2025):
```
 pip install category_encoders
```

Conda (📥 370K · ⏱️ 22.04.2025):

 conda install -c conda-forge category_encoders

scikit-lego (🥈28 · ⭐ 1.4K) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 69 · 🔀 120 · 📦 190 · 📋 340 - 9% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/koaning/scikit-lego
```
PyPi (📥 53K / month · 📦 13 · ⏱️ 15.09.2025):

Conda (📥 76K · ⏱️ 22.04.2025):

 conda install -c conda-forge scikit-lego

scikit-opt (🥉26 · ⭐ 6.2K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 24 · 🔀 1.1K · 📦 280 · 📋 180 - 37% open · ⏱️ 31.08.2025):
```
 git clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 9.1K / month · 📦 15 · ⏱️ 14.01.2022):

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 (📥 54K / month · 📦 15 · ⏱️ 12.10.2024):
```
 pip install iterative-stratification
```

scikit-tda (🥉19 · ⭐ 550) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 7 · 🔀 54 · 📦 93 · 📋 23 - 17% open · ⏱️ 28.10.2025):
```
 git clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 1.8K / month · ⏱️ 19.07.2024):

Show 11 hidden projects...

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 · 📦 110K · 📋 1.9K - 5% open · ⏱️ 22.10.2025):
```
 git clone https://github.com/huggingface/accelerate
```
PyPi (📥 17M / month · 📦 2.8K · ⏱️ 20.10.2025):

Conda (📥 670K · ⏱️ 24.10.2025):

 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 - 12% open · ⏱️ 30.10.2025):
```
 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 (📥 2.3M / 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 - 35% open · ⏱️ 04.04.2025):
```
 git clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 1M / month · 📦 120 · ⏱️ 21.11.2024):

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 (📥 4.6M / month · 📦 37 · ⏱️ 26.09.2023):
Conda (📥 46K · ⏱️ 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 (📥 82K / 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 (📥 63K / month · 📦 120 · ⏱️ 06.10.2023):

Conda (📥 940K · ⏱️ 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 (📥 8.3K / 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 (📥 9.7K / month · 📦 1 · ⏱️ 08.03.2022):

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 · ⭐ 14K · 💀) - 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
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
Torchmeta (🥉21 · ⭐ 2K · 💀) - A collection of extensions and data-loaders for few-shot.. 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 · 📥 97K · 📦 1.4M · 📋 11K - 15% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/scipy/scipy
```
PyPi (📥 220M / month · 📦 61K · ⏱️ 28.10.2025):
Conda (📥 70M · ⏱️ 29.10.2025):
```
 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 · ⏱️ 30.10.2025):
```
 git clone https://github.com/sympy/sympy
```
PyPi (📥 73M / month · 📦 4.6K · ⏱️ 27.04.2025):
Conda (📥 11M · ⏱️ 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 (👨‍💻 570 · 🔀 3.8K · 📦 1M · 📋 5.7K - 23% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/streamlit/streamlit
```
PyPi (📥 19M / month · 📦 4.6K · ⏱️ 29.10.2025):

Gradio (🥇46 · ⭐ 40K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 700 · 🔀 3.1K · 📦 84K · 📋 6.1K - 6% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/gradio-app/gradio
```
PyPi (📥 11M / month · 📦 1.6K · ⏱️ 22.10.2025):

carla (🥇37 · ⭐ 13K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 190 · 🔀 4.2K · 📦 1.1K · 📋 6.2K - 18% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/carla-simulator/carla
```
PyPi (📥 18K / month · 📦 16 · ⏱️ 14.09.2025):

Autograd (🥇37 · ⭐ 7.4K) - Efficiently computes derivatives of NumPy code. MIT

GitHub (👨‍💻 64 · 🔀 910 · 📦 14K · 📋 440 - 42% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/HIPS/autograd
```
PyPi (📥 3.4M / month · 📦 310 · ⏱️ 05.05.2025):
Conda (📥 680K · ⏱️ 05.05.2025):
```
 conda install -c conda-forge autograd
```

PennyLane (🥇37 · ⭐ 2.9K) - PennyLane is a cross-platform Python library for quantum.. Apache-2

GitHub (👨‍💻 210 · 🔀 700 · 📥 100 · 📦 1.9K · 📋 1.7K - 25% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 200K / month · 📦 89 · ⏱️ 15.10.2025):

Conda (📥 340K · ⏱️ 22.04.2025):

 conda install -c conda-forge pennylane

PyOD (🥈36 · ⭐ 9.6K) - 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 (📥 840K / month · 📦 130 · ⏱️ 29.04.2025):
Conda (📥 170K · ⏱️ 30.04.2025):
```
 conda install -c conda-forge pyod
```

Datasette (🥈35 · ⭐ 10K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 82 · 🔀 770 · 📥 75 · 📦 1.6K · 📋 1.9K - 32% open · ⏱️ 26.10.2025):
```
 git clone https://github.com/simonw/datasette
```
PyPi (📥 180K / month · 📦 480 · ⏱️ 22.04.2025):

Conda (📥 73K · ⏱️ 22.04.2025):

 conda install -c conda-forge datasette

DeepChem (🥈34 · ⭐ 6.3K · 📉) - Democratizing Deep-Learning for Drug Discovery, Quantum.. MIT

GitHub (👨‍💻 260 · 🔀 1.9K · 📦 650 · 📋 2.1K - 40% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/deepchem/deepchem
```
PyPi (📥 54K / month · 📦 24 · ⏱️ 27.10.2025):
Conda (📥 120K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge deepchem
```

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 (📥 500K / month · 📦 28 · ⏱️ 23.05.2025):
Conda (📥 1.3M · ⏱️ 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 · ⏱️ 27.10.2025):
```
 git clone https://github.com/wireservice/agate
```
PyPi (📥 24M / month · 📦 54 · ⏱️ 29.01.2025):
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 (📥 91K / month · 📦 64 · ⏱️ 25.11.2024):
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):
Conda (📥 2.8M · ⏱️ 09.09.2025):
```
 conda install -c conda-forge hdbscan
```

anomalib (🥈31 · ⭐ 5.1K · 📉) - An anomaly detection library comprising state-of-the-art.. Apache-2

GitHub (👨‍💻 98 · 🔀 820 · 📥 42K · 📦 200 · 📋 1.2K - 6% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 200K / month · 📦 7 · ⏱️ 09.10.2025):

pyjanitor (🥈31 · ⭐ 1.5K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 170 · 📦 980 · 📋 590 - 18% open · ⏱️ 21.10.2025):
```
 git clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 280K / month · 📦 42 · ⏱️ 07.03.2025):

Conda (📥 300K · ⏱️ 22.04.2025):

 conda install -c conda-forge pyjanitor

causalml (🥈30 · ⭐ 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 (📥 79K / month · 📦 10 · ⏱️ 09.07.2025):

dstack (🥈30 · ⭐ 1.9K) - dstack is an open-source control plane for running development,.. MPL-2.0

GitHub (👨‍💻 63 · 🔀 200 · 📦 22 · 📋 1.5K - 6% open · ⏱️ 30.10.2025):
```
 git clone https://github.com/dstackai/dstack
```
PyPi (📥 4.2K / month · ⏱️ 30.10.2025):

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 (📥 130K / month · 📦 99 · ⏱️ 12.11.2024):
Conda (📥 380K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge tensorly
```

metricflow (🥈29 · ⭐ 1.3K) - MetricFlow allows you to define, build, and maintain metrics in.. Apache-2

GitHub (👨‍💻 52 · 🔀 130 · 📦 37 · 📋 370 - 27% open · ⏱️ 29.10.2025):
```
 git clone https://github.com/transform-data/metricflow
```
PyPi (📥 94K / month · 📦 4 · ⏱️ 14.10.2025):

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 (📥 190K / month · 📦 28 · ⏱️ 15.10.2025):

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 (📥 230K / month · 📦 23 · ⏱️ 04.08.2025):

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 (📥 4.3K / month · 📦 1 · ⏱️ 26.10.2021):

adapter-transformers (🥉27 · ⭐ 2.8K) - A Unified Library for Parameter-Efficient and Modular.. Apache-2 huggingface

GitHub (👨‍💻 17 · 🔀 360 · 📦 260 · 📋 410 - 10% open · ⏱️ 12.10.2025):
```
 git clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 4.9K / month · 📦 12 · ⏱️ 07.07.2024):
```
 pip install adapter-transformers
```

AugLy (🥉26 · ⭐ 5.1K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 42 · 🔀 310 · 📦 180 · 📋 80 - 30% open · ⏱️ 27.10.2025):
```
 git clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 13K / month · 📦 4 · ⏱️ 05.12.2023):

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 (📥 3.2K / month · 📦 3 · ⏱️ 29.10.2024):
```
 pip install avalanche-lib
```

gplearn (🥉26 · ⭐ 1.8K) - 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 (📥 20K / month · 📦 19 · ⏱️ 03.05.2022):
Conda (📥 11K · ⏱️ 22.04.2025):
```
 conda install -c conda-forge gplearn
```

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 (📥 7.1K / month · 📦 2 · ⏱️ 25.11.2024):

Conda (📥 5.8K · ⏱️ 22.04.2025):

 conda install -c anaconda tabpy-client

findspark (🥉25 · ⭐ 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 (📥 2.6M / month · 📦 100 · ⏱️ 11.02.2022):

Conda (📥 1M · ⏱️ 22.04.2025):

 conda install -c conda-forge findspark

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 (📥 1.8K / month · 📦 5 · ⏱️ 28.09.2025):
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 (📥 200 / 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 (📥 13K / 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 (📥 72 / month · ⏱️ 12.04.2022):

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):

pymdp (🥉16 · ⭐ 570) - A Python implementation of active inference for Markov Decision Processes. MIT

GitHub (👨‍💻 19 · 🔀 110 · 📋 130 - 39% open · ⏱️ 09.09.2025):
```
 git clone https://github.com/infer-actively/pymdp
```
PyPi (📥 1.1K / month · ⏱️ 08.12.2022):
```
 pip install inferactively-pymdp
```

Show 31 hidden projects...

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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.

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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