ml-tooling/best-of-ml-python

Fork: 2557 Star: 18425 (更新于 2024-12-31 16:29:10)

license: CC-BY-SA-4.0

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

最后发布版本： 2024.10.31 ( 2024-11-01 14:41:31)

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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 4.7M 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 63 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 5 projects
Optical Character Recognition 12 projects
Data Containers & Structures 1 projects
Data Loading & Extraction 1 projects
Web Scraping & Crawling 1 projects
Data Pipelines & Streaming 1 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 54 projects
Vector Similarity Search (ANN) 13 projects
Probabilistics & Statistics 24 projects
Adversarial Robustness 9 projects
GPU & Accelerator Utilities 20 projects
Tensorflow Utilities 16 projects
Jax Utilities 3 projects
Sklearn Utilities 19 projects
Pytorch Utilities 32 projects
Database Clients 1 projects
Others 66 projects

Explanation

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

Machine Learning Frameworks

General-purpose machine learning and deep learning frameworks.

Tensorflow (🥇55 · ⭐ 190K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2

GitHub (👨‍💻 4.7K · 🔀 74K · 📦 450K · 📋 45K - 13% open · ⏱️ 26.12.2024):
```
it clone https://github.com/tensorflow/tensorflow
```
PyPi (📥 23M / month · 📦 8.1K · ⏱️ 25.10.2024):
```
ip install tensorflow
```
Conda (📥 5.2M · ⏱️ 17.10.2024):
```
onda install -c conda-forge tensorflow
```
Docker Hub (📥 79M · ⭐ 2.6K · ⏱️ 16.12.2024):
```
ocker pull tensorflow/tensorflow
```

PyTorch (🥇55 · ⭐ 85K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3

GitHub (👨‍💻 5.3K · 🔀 23K · 📥 70K · 📦 600K · 📋 49K - 31% open · ⏱️ 26.12.2024):
```
it clone https://github.com/pytorch/pytorch
```
PyPi (📥 32M / month · 📦 20K · ⏱️ 29.10.2024):
```
ip install torch
```
Conda (📥 25M · ⏱️ 28.10.2024):
```
onda install -c pytorch pytorch
```

scikit-learn (🥇53 · ⭐ 61K) - scikit-learn: machine learning in Python. BSD-3

GitHub (👨‍💻 3.2K · 🔀 25K · 📥 1K · 📦 1M · 📋 12K - 17% open · ⏱️ 24.12.2024):
```
it clone https://github.com/scikit-learn/scikit-learn
```
PyPi (📥 78M / month · 📦 26K · ⏱️ 09.12.2024):
```
ip install scikit-learn
```

Conda (📥 33M · ⏱️ 09.12.2024):

onda install -c conda-forge scikit-learn

Keras (🥇48 · ⭐ 62K) - Deep Learning for humans. Apache-2

GitHub (👨‍💻 1.4K · 🔀 19K · 📋 12K - 2% open · ⏱️ 25.12.2024):
```
it clone https://github.com/keras-team/keras
```
PyPi (📥 14M / month · 📦 1.7K · ⏱️ 26.11.2024):
```
ip install keras
```
Conda (📥 3.9M · ⏱️ 10.12.2024):
```
onda install -c conda-forge keras
```

jax (🥇46 · ⭐ 31K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2

GitHub (👨‍💻 810 · 🔀 2.8K · 📦 35K · 📋 5.8K - 25% open · ⏱️ 25.12.2024):
```
it clone https://github.com/google/jax
```
PyPi (📥 4.7M / month · 📦 2.1K · ⏱️ 17.12.2024):
```
ip install jax
```
Conda (📥 2M · ⏱️ 12.12.2024):
```
onda install -c conda-forge jaxlib
```

XGBoost (🥇46 · ⭐ 26K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2

GitHub (👨‍💻 660 · 🔀 8.7K · 📥 13K · 📦 120K · 📋 5.4K - 8% open · ⏱️ 21.12.2024):
```
it clone https://github.com/dmlc/xgboost
```
PyPi (📥 25M / month · 📦 2.1K · ⏱️ 26.11.2024):
```
ip install xgboost
```
Conda (📥 5.6M · ⏱️ 03.12.2024):
```
onda install -c conda-forge xgboost
```

PaddlePaddle (🥇45 · ⭐ 22K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 5.6K · 📥 15K · 📦 6.6K · 📋 19K - 9% open · ⏱️ 26.12.2024):
```
it clone https://github.com/PaddlePaddle/Paddle
```
PyPi (📥 340K / month · 📦 190 · ⏱️ 01.11.2024):
```
ip install paddlepaddle
```

StatsModels (🥇45 · ⭐ 10K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 450 · 🔀 3.1K · 📥 35 · 📦 150K · 📋 5.7K - 50% open · ⏱️ 23.12.2024):
```
it clone https://github.com/statsmodels/statsmodels
```
PyPi (📥 15M / month · 📦 4.5K · ⏱️ 03.10.2024):
```
ip install statsmodels
```

Conda (📥 16M · ⏱️ 03.10.2024):

onda install -c conda-forge statsmodels

PySpark (🥈44 · ⭐ 40K) - Apache Spark Python API. Apache-2

GitHub (👨‍💻 3.2K · 🔀 28K · ⏱️ 26.12.2024):
```
it clone https://github.com/apache/spark
```
PyPi (📥 31M / month · 📦 1.7K · ⏱️ 20.12.2024):
```
ip install pyspark
```
Conda (📥 3.6M · ⏱️ 21.12.2024):
```
onda install -c conda-forge pyspark
```

pytorch-lightning (🥈43 · ⭐ 29K · 📉) - Pretrain, finetune ANY AI model of ANY size on.. Apache-2

GitHub (👨‍💻 990 · 🔀 3.4K · 📥 11K · 📦 40K · 📋 7.2K - 11% open · ⏱️ 21.12.2024):
```
it clone https://github.com/Lightning-AI/lightning
```
PyPi (📥 6.5M / month · 📦 1.5K · ⏱️ 21.12.2024):
```
ip install pytorch-lightning
```

Conda (📥 1.4M · ⏱️ 22.12.2024):

onda install -c conda-forge pytorch-lightning

LightGBM (🥈43 · ⭐ 17K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT

GitHub (👨‍💻 320 · 🔀 3.8K · 📥 240K · 📦 42K · 📋 3.5K - 10% open · ⏱️ 22.12.2024):
```
it clone https://github.com/microsoft/LightGBM
```
PyPi (📥 9.9M / month · 📦 1.1K · ⏱️ 26.07.2024):
```
ip install lightgbm
```
Conda (📥 3M · ⏱️ 10.10.2024):
```
onda install -c conda-forge lightgbm
```

Catboost (🥈42 · ⭐ 8.2K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 1.2K · 📥 340K · 📦 16 · 📋 2.4K - 24% open · ⏱️ 26.12.2024):
```
it clone https://github.com/catboost/catboost
```
PyPi (📥 3.3M / month · 📦 540 · ⏱️ 07.09.2024):
```
ip install catboost
```
Conda (📥 1.8M · ⏱️ 07.09.2024):
```
onda install -c conda-forge catboost
```

Fastai (🥈40 · ⭐ 26K · 📉) - The fastai deep learning library. Apache-2

GitHub (👨‍💻 670 · 🔀 7.6K · 📦 20K · 📋 1.8K - 12% open · ⏱️ 14.12.2024):
```
it clone https://github.com/fastai/fastai
```
PyPi (📥 430K / month · 📦 310 · ⏱️ 19.10.2024):
```
ip install fastai
```

PyFlink (🥈40 · ⭐ 24K) - Apache Flink Python API. Apache-2

GitHub (👨‍💻 2K · 🔀 13K · 📦 21 · ⏱️ 26.12.2024):
```
it clone https://github.com/apache/flink
```
PyPi (📥 38M / month · 📦 35 · ⏱️ 01.08.2024):
```
ip install apache-flink
```

Flax (🥈38 · ⭐ 6.2K) - Flax is a neural network library for JAX that is designed for.. Apache-2

GitHub (👨‍💻 250 · 🔀 650 · 📥 58 · 📦 11K · 📋 1.1K - 29% open · ⏱️ 17.12.2024):
```
it clone https://github.com/google/flax
```
PyPi (📥 990K / month · 📦 490 · ⏱️ 19.11.2024):
```
ip install flax
```
Conda (📥 82K · ⏱️ 20.11.2024):
```
onda install -c conda-forge flax
```

Theano (🥈37 · ⭐ 9.9K · 💤) - Theano was a Python library that allows you to define, optimize, and.. BSD-3

GitHub (👨‍💻 390 · 🔀 2.5K · 📦 16K · 📋 2.8K - 25% open · ⏱️ 15.01.2024):
```
it clone https://github.com/Theano/Theano
```
PyPi (📥 79K / month · 📦 170 · ⏱️ 27.07.2020):
```
ip install theano
```
Conda (📥 2.5M · ⏱️ 16.06.2023):
```
onda install -c conda-forge theano
```

Jina (🥈36 · ⭐ 21K) - Build multimodal AI applications with cloud-native stack. Apache-2

GitHub (👨‍💻 180 · 🔀 2.2K · 📋 1.9K - 0% open · ⏱️ 20.12.2024):
```
it clone https://github.com/jina-ai/jina
```
PyPi (📥 65K / month · 📦 27 · ⏱️ 20.12.2024):
```
ip install jina
```
Conda (📥 83K · ⏱️ 16.06.2023):
```
onda install -c conda-forge jina-core
```
Docker Hub (📥 1.8M · ⭐ 8 · ⏱️ 20.12.2024):
```
ocker pull jinaai/jina
```

einops (🥈35 · ⭐ 8.6K) - Flexible and powerful tensor operations for readable and reliable code.. MIT

GitHub (👨‍💻 32 · 🔀 350 · 📦 55K · 📋 180 - 17% open · ⏱️ 16.12.2024):
```
it clone https://github.com/arogozhnikov/einops
```
PyPi (📥 5.2M / month · 📦 2K · ⏱️ 28.04.2024):
```
ip install einops
```
Conda (📥 310K · ⏱️ 15.12.2024):
```
onda install -c conda-forge einops
```

Vowpal Wabbit (🥈35 · ⭐ 8.5K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3

GitHub (👨‍💻 340 · 🔀 1.9K · 📦 1 · 📋 1.3K - 10% open · ⏱️ 01.08.2024):
```
it clone https://github.com/VowpalWabbit/vowpal_wabbit
```
PyPi (📥 59K / month · 📦 40 · ⏱️ 08.08.2024):
```
ip install vowpalwabbit
```

Conda (📥 260K · ⏱️ 27.11.2024):

onda install -c conda-forge vowpalwabbit

Ignite (🥈35 · ⭐ 4.6K) - High-level library to help with training and evaluating neural.. BSD-3

GitHub (👨‍💻 730 · 🔀 620 · 📦 3.4K · 📋 1.4K - 10% open · ⏱️ 16.12.2024):
```
it clone https://github.com/pytorch/ignite
```
PyPi (📥 130K / month · 📦 100 · ⏱️ 26.12.2024):
```
ip install pytorch-ignite
```
Conda (📥 210K · ⏱️ 13.08.2024):
```
onda install -c pytorch ignite
```

Thinc (🥈35 · ⭐ 2.8K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT

GitHub (👨‍💻 66 · 🔀 280 · 📥 570 · 📦 58K · 📋 150 - 14% open · ⏱️ 11.12.2024):
```
it clone https://github.com/explosion/thinc
```
PyPi (📥 12M / month · 📦 150 · ⏱️ 16.12.2024):
```
ip install thinc
```
Conda (📥 3.2M · ⏱️ 03.12.2024):
```
onda install -c conda-forge thinc
```

mlpack (🥈34 · ⭐ 5.2K) - mlpack: a fast, header-only C++ machine learning library. BSD-3

GitHub (👨‍💻 330 · 🔀 1.6K · 📋 1.6K - 1% open · ⏱️ 23.12.2024):
```
it clone https://github.com/mlpack/mlpack
```
PyPi (📥 5K / month · 📦 6 · ⏱️ 11.12.2024):
```
ip install mlpack
```
Conda (📥 280K · ⏱️ 22.09.2024):
```
onda install -c conda-forge mlpack
```

Ludwig (🥉33 · ⭐ 11K) - Low-code framework for building custom LLMs, neural networks, and.. Apache-2

GitHub (👨‍💻 160 · 🔀 1.2K · 📦 290 · 📋 1.1K - 4% open · ⏱️ 17.10.2024):
```
it clone https://github.com/ludwig-ai/ludwig
```
PyPi (📥 1.8K / month · 📦 6 · ⏱️ 30.07.2024):
```
ip install ludwig
```

Haiku (🥉32 · ⭐ 2.9K) - JAX-based neural network library. Apache-2

GitHub (👨‍💻 84 · 🔀 230 · 📦 2.2K · 📋 250 - 28% open · ⏱️ 17.12.2024):
```
it clone https://github.com/deepmind/dm-haiku
```
PyPi (📥 220K / month · 📦 180 · ⏱️ 16.10.2024):
```
ip install dm-haiku
```
Conda (📥 26K · ⏱️ 23.12.2024):
```
onda install -c conda-forge dm-haiku
```

Sonnet (🥉31 · ⭐ 9.8K) - TensorFlow-based neural network library. Apache-2

GitHub (👨‍💻 59 · 🔀 1.3K · 📦 1.4K · 📋 190 - 16% open · ⏱️ 14.11.2024):
```
it clone https://github.com/deepmind/sonnet
```
PyPi (📥 18K / month · 📦 19 · ⏱️ 02.01.2024):
```
ip install dm-sonnet
```
Conda (📥 37K · ⏱️ 16.06.2023):
```
onda install -c conda-forge sonnet
```

skorch (🥉31 · ⭐ 5.9K) - A scikit-learn compatible neural network library that wraps.. BSD-3

GitHub (👨‍💻 62 · 🔀 390 · 📦 1.5K · 📋 520 - 11% open · ⏱️ 19.12.2024):
```
it clone https://github.com/skorch-dev/skorch
```
PyPi (📥 160K / month · 📦 85 · ⏱️ 27.05.2024):
```
ip install skorch
```
Conda (📥 790K · ⏱️ 30.05.2024):
```
onda install -c conda-forge skorch
```

tensorflow-upstream (🥉31 · ⭐ 690) - TensorFlow ROCm port. Apache-2

GitHub (👨‍💻 4.7K · 🔀 95 · 📥 26 · 📋 380 - 18% open · ⏱️ 20.12.2024):
```
it clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
PyPi (📥 6.7K / month · 📦 9 · ⏱️ 10.01.2024):
```
ip install tensorflow-rocm
```

Determined (🥉30 · ⭐ 3.1K) - Determined is an open-source machine learning platform.. Apache-2

GitHub (👨‍💻 120 · 🔀 360 · 📥 12K · 📋 450 - 21% open · ⏱️ 12.12.2024):
```
it clone https://github.com/determined-ai/determined
```
PyPi (📥 18K / month · 📦 4 · ⏱️ 22.11.2024):
```
ip install determined
```

Geomstats (🥉30 · ⭐ 1.3K) - Computations and statistics on manifolds with geometric structures. MIT

GitHub (👨‍💻 93 · 🔀 250 · 📦 130 · 📋 570 - 36% open · ⏱️ 18.12.2024):
```
it clone https://github.com/geomstats/geomstats
```
PyPi (📥 4K / month · 📦 12 · ⏱️ 09.09.2024):
```
ip install geomstats
```
Conda (📥 4.5K · ⏱️ 10.09.2024):
```
onda install -c conda-forge geomstats
```

NuPIC (🥉28 · ⭐ 6.3K) - Numenta Platform for Intelligent Computing is an implementation of.. MIT

GitHub (👨‍💻 120 · 🔀 1.6K · 📥 13 · 📦 21 · 📋 1.8K - 25% open · ⏱️ 03.12.2024):
```
it clone https://github.com/numenta/nupic
```
PyPi (📥 1.7K / month · ⏱️ 01.09.2016):
```
ip install nupic
```

Neural Network Libraries (🥉28 · ⭐ 2.7K) - Neural Network Libraries. Apache-2

GitHub (👨‍💻 76 · 🔀 330 · 📥 1K · 📋 95 - 36% open · ⏱️ 15.11.2024):
```
it clone https://github.com/sony/nnabla
```
PyPi (📥 9.5K / month · 📦 44 · ⏱️ 29.05.2024):
```
ip install nnabla
```

EvaDB (🥉27 · ⭐ 2.6K · 💤) - Database system for AI-powered apps. Apache-2

GitHub (👨‍💻 72 · 🔀 260 · 📥 420K · 📦 150 · 📋 300 - 25% open · ⏱️ 03.12.2023):
```
it clone https://github.com/georgia-tech-db/eva
```
PyPi (📥 840 / month · ⏱️ 19.11.2023):
```
ip install evadb
```

pyRiemann (🥉27 · ⭐ 650) - Machine learning for multivariate data through the Riemannian.. BSD-3

GitHub (👨‍💻 36 · 🔀 160 · 📦 420 · 📋 110 - 4% open · ⏱️ 17.12.2024):
```
it clone https://github.com/pyRiemann/pyRiemann
```
PyPi (📥 27K / month · 📦 28 · ⏱️ 03.10.2024):
```
ip install pyriemann
```
Conda (📥 9.3K · ⏱️ 04.10.2024):
```
onda install -c conda-forge pyriemann
```

Towhee (🥉26 · ⭐ 3.3K) - Towhee is a framework that is dedicated to making neural data.. Apache-2

GitHub (👨‍💻 38 · 🔀 250 · 📥 2.7K · 📋 670 - 0% open · ⏱️ 18.10.2024):
```
it clone https://github.com/towhee-io/towhee
```
PyPi (📥 19K / month · ⏱️ 04.12.2023):
```
ip install towhee
```

SHOGUN (🥉26 · ⭐ 3K · 💤) - Unified and efficient Machine Learning. BSD-3

GitHub (👨‍💻 250 · 🔀 1K · 📋 1.5K - 27% open · ⏱️ 19.12.2023):
```
it clone https://github.com/shogun-toolbox/shogun
```
Conda (📥 150K · ⏱️ 16.06.2023):
```
onda install -c conda-forge shogun
```
Docker Hub (📥 1.5K · ⭐ 1 · ⏱️ 31.01.2019):
```
ocker pull shogun/shogun
```

ktrain (🥉26 · ⭐ 1.2K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2

GitHub (👨‍💻 17 · 🔀 270 · 📦 560 · 📋 500 - 0% open · ⏱️ 09.07.2024):
```
it clone https://github.com/amaiya/ktrain
```
PyPi (📥 7K / month · 📦 4 · ⏱️ 19.06.2024):
```
ip install ktrain
```

Neural Tangents (🥉24 · ⭐ 2.3K · 💤) - Fast and Easy Infinite Neural Networks in Python. Apache-2

GitHub (👨‍💻 29 · 🔀 240 · 📥 540 · 📦 120 · 📋 160 - 38% open · ⏱️ 01.03.2024):
```
it clone https://github.com/google/neural-tangents
```
PyPi (📥 2.8K / month · 📦 1 · ⏱️ 11.12.2023):
```
ip install neural-tangents
```

fklearn (🥉24 · ⭐ 1.5K) - fklearn: Functional Machine Learning. Apache-2

GitHub (👨‍💻 56 · 🔀 160 · 📦 16 · 📋 65 - 61% open · ⏱️ 14.08.2024):
```
it clone https://github.com/nubank/fklearn
```
PyPi (📥 1.8K / month · ⏱️ 14.08.2024):
```
ip install fklearn
```

Runhouse (🥉24 · ⭐ 990) - Dispatch and distribute your ML training to serverless clusters in.. Apache-2

GitHub (👨‍💻 16 · 🔀 36 · 📥 68 · 📋 51 - 17% open · ⏱️ 23.12.2024):
```
it clone https://github.com/run-house/runhouse
```
PyPi (📥 37K / month · 📦 1 · ⏱️ 12.12.2024):
```
ip install runhouse
```

ThunderSVM (🥉22 · ⭐ 1.6K · 💤) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2

GitHub (👨‍💻 37 · 🔀 220 · 📥 2.9K · 📋 230 - 35% open · ⏱️ 01.04.2024):
```
it clone https://github.com/Xtra-Computing/thundersvm
```
PyPi (📥 1.4K / month · ⏱️ 13.03.2020):
```
ip install thundersvm
```

chefboost (🥉22 · ⭐ 460) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT

GitHub (👨‍💻 7 · 🔀 100 · 📦 64 · ⏱️ 30.10.2024):
```
it clone https://github.com/serengil/chefboost
```
PyPi (📥 6.7K / month · ⏱️ 30.10.2024):
```
ip install chefboost
```

mace (🥉21 · ⭐ 5K · 💤) - MACE is a deep learning inference framework optimized for mobile.. Apache-2

GitHub (👨‍💻 69 · 🔀 820 · 📥 1.5K · 📋 680 - 8% open · ⏱️ 11.03.2024):
```
it clone https://github.com/XiaoMi/mace
```

Objax (🥉21 · ⭐ 770 · 💤) - Objax is a machine learning framework that provides an Object.. Apache-2

GitHub (👨‍💻 26 · 🔀 78 · 📦 63 · 📋 110 - 45% open · ⏱️ 27.01.2024):
```
it clone https://github.com/google/objax
```
PyPi (📥 640 / month · 📦 4 · ⏱️ 06.11.2023):
```
ip install objax
```

Torchbearer (🥉21 · ⭐ 640 · 💤) - torchbearer: A model fitting library for PyTorch. MIT

GitHub (👨‍💻 14 · 🔀 68 · 📦 94 · 📋 250 - 4% open · ⏱️ 04.12.2023):
```
it clone https://github.com/pytorchbearer/torchbearer
```
PyPi (📥 410 / month · 📦 4 · ⏱️ 01.12.2023):
```
ip install torchbearer
```

NeoML (🥉19 · ⭐ 770) - Machine learning framework for both deep learning and traditional.. Apache-2

GitHub (👨‍💻 40 · 🔀 130 · 📦 2 · 📋 91 - 40% open · ⏱️ 30.09.2024):
```
it clone https://github.com/neoml-lib/neoml
```
PyPi (📥 700 / month · ⏱️ 26.12.2023):
```
ip install neoml
```

ThunderGBM (🥉19 · ⭐ 700 · 💤) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2

GitHub (👨‍💻 12 · 🔀 87 · 📦 4 · 📋 81 - 48% open · ⏱️ 29.01.2024):
```
it clone https://github.com/Xtra-Computing/thundergbm
```
PyPi (📥 1.2K / month · ⏱️ 19.09.2022):
```
ip install thundergbm
```

Show 17 hidden projects...

dlib (🥈39 · ⭐ 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
ivy (🥈35 · ⭐ 14K) - Convert Machine Learning Code Between Frameworks. ❗️Intel-ACPI
Chainer (🥈34 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
MindsDB (🥉33 · ⭐ 27K) - Platform for building AI that can learn and answer.. ❗️MulanPSL-1.0
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 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
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
neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
elegy (🥉19 · ⭐ 470 · 💀) - A High Level API for Deep Learning in JAX. MIT
StarSpace (🥉16 · ⭐ 4K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
nanodl (🥉14 · ⭐ 280) - A Jax-based library for designing and training transformer models from.. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

Matplotlib (🥇48 · ⭐ 20K) - matplotlib: plotting with Python. ❗Unlicensed

GitHub (👨‍💻 1.8K · 🔀 7.7K · 📦 1.5M · 📋 11K - 14% open · ⏱️ 23.12.2024):
```
it clone https://github.com/matplotlib/matplotlib
```
PyPi (📥 70M / month · 📦 53K · ⏱️ 14.12.2024):
```
ip install matplotlib
```
Conda (📥 27M · ⏱️ 16.12.2024):
```
onda install -c conda-forge matplotlib
```

Plotly (🥇46 · ⭐ 16K) - The interactive graphing library for Python This project now includes.. MIT

GitHub (👨‍💻 280 · 🔀 2.6K · 📦 340K · 📋 3.1K - 18% open · ⏱️ 17.12.2024):
```
it clone https://github.com/plotly/plotly.py
```
PyPi (📥 19M / month · 📦 6.3K · ⏱️ 12.09.2024):
```
ip install plotly
```
Conda (📥 7.9M · ⏱️ 09.12.2024):
```
onda install -c conda-forge plotly
```
npm (📥 18K / month · 📦 9 · ⏱️ 12.01.2021):
```
pm install plotlywidget
```

Bokeh (🥇45 · ⭐ 19K) - Interactive Data Visualization in the browser, from Python. BSD-3

GitHub (👨‍💻 700 · 🔀 4.2K · 📦 96K · 📋 7.8K - 10% open · ⏱️ 23.12.2024):
```
it clone https://github.com/bokeh/bokeh
```
PyPi (📥 3.8M / month · 📦 1.8K · ⏱️ 03.12.2024):
```
ip install bokeh
```
Conda (📥 16M · ⏱️ 09.12.2024):
```
onda install -c conda-forge bokeh
```

dash (🥇43 · ⭐ 22K) - Data Apps & Dashboards for Python. No JavaScript Required. MIT

GitHub (👨‍💻 170 · 🔀 2.1K · 📥 87 · 📦 75K · 📋 1.9K - 26% open · ⏱️ 11.12.2024):
```
it clone https://github.com/plotly/dash
```
PyPi (📥 4.5M / month · 📦 1.3K · ⏱️ 04.11.2024):
```
ip install dash
```
Conda (📥 1.6M · ⏱️ 15.12.2024):
```
onda install -c conda-forge dash
```

Altair (🥇42 · ⭐ 9.5K · 📉) - Declarative visualization library for Python. BSD-3

GitHub (👨‍💻 170 · 🔀 800 · 📥 220 · 📦 190K · 📋 2K - 9% open · ⏱️ 20.12.2024):
```
it clone https://github.com/altair-viz/altair
```
PyPi (📥 24M / month · 📦 920 · ⏱️ 23.11.2024):
```
ip install altair
```
Conda (📥 2.5M · ⏱️ 15.12.2024):
```
onda install -c conda-forge altair
```

Seaborn (🥇41 · ⭐ 13K) - Statistical data visualization in Python. BSD-3

GitHub (👨‍💻 210 · 🔀 1.9K · 📥 460 · 📦 530K · 📋 2.6K - 7% open · ⏱️ 16.12.2024):
```
it clone https://github.com/mwaskom/seaborn
```
PyPi (📥 19M / month · 📦 11K · ⏱️ 25.01.2024):
```
ip install seaborn
```
Conda (📥 11M · ⏱️ 09.12.2024):
```
onda install -c conda-forge seaborn
```

pyecharts (🥈38 · ⭐ 15K) - Python Echarts Plotting Library. MIT

GitHub (👨‍💻 45 · 🔀 2.9K · 📥 72 · 📦 4.7K · 📋 1.9K - 0% open · ⏱️ 03.11.2024):
```
it clone https://github.com/pyecharts/pyecharts
```
PyPi (📥 190K / month · 📦 220 · ⏱️ 03.11.2024):
```
ip install pyecharts
```

PyVista (🥈38 · ⭐ 2.8K · 📈) - 3D plotting and mesh analysis through a streamlined interface.. MIT

GitHub (👨‍💻 170 · 🔀 510 · 📥 850 · 📦 3.9K · 📋 1.8K - 36% open · ⏱️ 22.12.2024):
```
it clone https://github.com/pyvista/pyvista
```
PyPi (📥 400K / month · 📦 580 · ⏱️ 27.11.2024):
```
ip install pyvista
```
Conda (📥 600K · ⏱️ 15.12.2024):
```
onda install -c conda-forge pyvista
```

pandas-profiling (🥈37 · ⭐ 13K) - 1 Line of code data quality profiling & exploratory.. MIT

GitHub (👨‍💻 130 · 🔀 1.7K · 📥 220 · 📦 4.9K · 📋 820 - 28% open · ⏱️ 19.12.2024):
```
it clone https://github.com/ydataai/pandas-profiling
```
PyPi (📥 430K / month · 📦 180 · ⏱️ 03.02.2023):
```
ip install pandas-profiling
```

Conda (📥 480K · ⏱️ 16.06.2023):

onda install -c conda-forge pandas-profiling

FiftyOne (🥈37 · ⭐ 9K) - Visualize, create, and debug image and video datasets.. Apache-2

GitHub (👨‍💻 140 · 🔀 580 · 📦 770 · 📋 1.6K - 32% open · ⏱️ 25.12.2024):
```
it clone https://github.com/voxel51/fiftyone
```
PyPi (📥 110K / month · 📦 25 · ⏱️ 20.12.2024):
```
ip install fiftyone
```

HoloViews (🥈37 · ⭐ 2.7K) - With Holoviews, your data visualizes itself. BSD-3

GitHub (👨‍💻 150 · 🔀 400 · 📦 13K · 📋 3.4K - 33% open · ⏱️ 20.12.2024):
```
it clone https://github.com/holoviz/holoviews
```
PyPi (📥 400K / month · 📦 400 · ⏱️ 11.11.2024):
```
ip install holoviews
```
Conda (📥 1.9M · ⏱️ 13.12.2024):
```
onda install -c conda-forge holoviews
```
npm (📥 160 / month · 📦 5 · ⏱️ 01.08.2024):
```
pm install @pyviz/jupyterlab_pyviz
```

PyQtGraph (🥈36 · ⭐ 3.9K) - Fast data visualization and GUI tools for scientific / engineering.. MIT

GitHub (👨‍💻 300 · 🔀 1.1K · 📦 11K · 📋 1.3K - 32% open · ⏱️ 06.11.2024):
```
it clone https://github.com/pyqtgraph/pyqtgraph
```
PyPi (📥 330K / month · 📦 1K · ⏱️ 29.04.2024):
```
ip install pyqtgraph
```
Conda (📥 630K · ⏱️ 11.12.2024):
```
onda install -c conda-forge pyqtgraph
```

UMAP (🥈35 · ⭐ 7.5K) - Uniform Manifold Approximation and Projection. BSD-3

GitHub (👨‍💻 140 · 🔀 810 · 📦 1 · 📋 820 - 58% open · ⏱️ 29.11.2024):
```
it clone https://github.com/lmcinnes/umap
```
PyPi (📥 1.7M / month · 📦 1.1K · ⏱️ 28.10.2024):
```
ip install umap-learn
```
Conda (📥 2.8M · ⏱️ 29.10.2024):
```
onda install -c conda-forge umap-learn
```

plotnine (🥈35 · ⭐ 4.1K · 📉) - A Grammar of Graphics for Python. MIT

GitHub (👨‍💻 110 · 🔀 230 · 📦 9.9K · 📋 700 - 11% open · ⏱️ 16.12.2024):
```
it clone https://github.com/has2k1/plotnine
```
PyPi (📥 3.2M / month · 📦 330 · ⏱️ 16.12.2024):
```
ip install plotnine
```
Conda (📥 430K · ⏱️ 16.12.2024):
```
onda install -c conda-forge plotnine
```

Graphviz (🥈35 · ⭐ 1.7K · 💤) - Simple Python interface for Graphviz. MIT

GitHub (👨‍💻 23 · 🔀 210 · 📦 79K · 📋 180 - 6% open · ⏱️ 13.05.2024):
```
it clone https://github.com/xflr6/graphviz
```
PyPi (📥 16M / month · 📦 2.6K · ⏱️ 21.03.2024):
```
ip install graphviz
```

Conda (📥 51K · ⏱️ 08.04.2024):

onda install -c anaconda python-graphviz

cartopy (🥈35 · ⭐ 1.4K) - Cartopy - a cartographic python library with matplotlib support. BSD-3

GitHub (👨‍💻 130 · 🔀 360 · 📦 6.2K · 📋 1.3K - 23% open · ⏱️ 10.12.2024):
```
it clone https://github.com/SciTools/cartopy
```
PyPi (📥 360K / month · 📦 720 · ⏱️ 08.10.2024):
```
ip install cartopy
```
Conda (📥 4.3M · ⏱️ 07.10.2024):
```
onda install -c conda-forge cartopy
```

Perspective (🥈34 · ⭐ 8.7K) - A data visualization and analytics component, especially.. Apache-2

GitHub (👨‍💻 98 · 🔀 1.2K · 📥 7.5K · 📦 160 · 📋 840 - 13% open · ⏱️ 23.12.2024):
```
it clone https://github.com/finos/perspective
```
PyPi (📥 13K / month · 📦 28 · ⏱️ 23.12.2024):
```
ip install perspective-python
```

Conda (📥 1.4M · ⏱️ 25.12.2024):

onda install -c conda-forge perspective

npm (📥 960 / month · 📦 6 · ⏱️ 23.12.2024):
```
pm install @finos/perspective-jupyterlab
```

datashader (🥈34 · ⭐ 3.3K) - Quickly and accurately render even the largest data. BSD-3

GitHub (👨‍💻 58 · 🔀 370 · 📦 5.3K · 📋 590 - 23% open · ⏱️ 12.12.2024):
```
it clone https://github.com/holoviz/datashader
```
PyPi (📥 140K / month · 📦 200 · ⏱️ 04.07.2024):
```
ip install datashader
```
Conda (📥 1.3M · ⏱️ 16.12.2024):
```
onda install -c conda-forge datashader
```

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

GitHub (👨‍💻 72 · 🔀 2.3K · 📦 21 · 📋 550 - 23% open · ⏱️ 10.11.2024):
```
it clone https://github.com/amueller/word_cloud
```
PyPi (📥 1.9M / month · 📦 550 · ⏱️ 10.11.2024):
```
ip install wordcloud
```
Conda (📥 580K · ⏱️ 02.12.2024):
```
onda install -c conda-forge wordcloud
```

VisPy (🥈33 · ⭐ 3.3K) - High-performance interactive 2D/3D data visualization library. BSD-3

GitHub (👨‍💻 200 · 🔀 620 · 📦 1.8K · 📋 1.5K - 24% open · ⏱️ 09.11.2024):
```
it clone https://github.com/vispy/vispy
```
PyPi (📥 230K / month · 📦 170 · ⏱️ 17.06.2024):
```
ip install vispy
```
Conda (📥 670K · ⏱️ 04.09.2024):
```
onda install -c conda-forge vispy
```
npm (📥 9 / month · 📦 3 · ⏱️ 15.03.2020):
```
pm install vispy
```

lets-plot (🥈32 · ⭐ 1.6K) - Multiplatform plotting library based on the Grammar of Graphics. MIT

GitHub (👨‍💻 21 · 🔀 53 · 📥 1.4K · 📦 150 · 📋 650 - 24% open · ⏱️ 26.12.2024):
```
it clone https://github.com/JetBrains/lets-plot
```
PyPi (📥 46K / month · 📦 15 · ⏱️ 17.12.2024):
```
ip install lets-plot
```

hvPlot (🥈32 · ⭐ 1.2K) - A high-level plotting API for pandas, dask, xarray, and networkx built.. BSD-3

GitHub (👨‍💻 51 · 🔀 110 · 📦 6.3K · 📋 830 - 43% open · ⏱️ 16.12.2024):
```
it clone https://github.com/holoviz/hvplot
```
PyPi (📥 180K / month · 📦 220 · ⏱️ 16.12.2024):
```
ip install hvplot
```
Conda (📥 690K · ⏱️ 16.12.2024):
```
onda install -c conda-forge hvplot
```

D-Tale (🥉31 · ⭐ 4.8K) - Visualizer for pandas data structures. ❗️LGPL-2.1

GitHub (👨‍💻 30 · 🔀 410 · 📦 1.3K · 📋 590 - 10% open · ⏱️ 13.12.2024):
```
it clone https://github.com/man-group/dtale
```
PyPi (📥 74K / month · 📦 48 · ⏱️ 13.12.2024):
```
ip install dtale
```
Conda (📥 370K · ⏱️ 13.12.2024):
```
onda install -c conda-forge dtale
```

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

GitHub (👨‍💻 53 · 🔀 360 · 📦 6.8K · 📋 370 - 59% open · ⏱️ 30.10.2024):
```
it clone https://github.com/mpld3/mpld3
```
PyPi (📥 310K / month · 📦 150 · ⏱️ 23.12.2023):
```
ip install mpld3
```
Conda (📥 220K · ⏱️ 19.12.2024):
```
onda install -c conda-forge mpld3
```
npm (📥 860 / month · 📦 9 · ⏱️ 23.12.2023):
```
pm install mpld3
```

bqplot (🥉30 · ⭐ 3.6K) - Plotting library for IPython/Jupyter notebooks. Apache-2

GitHub (👨‍💻 65 · 🔀 470 · 📦 59 · 📋 640 - 42% open · ⏱️ 22.10.2024):
```
it clone https://github.com/bqplot/bqplot
```
PyPi (📥 180K / month · 📦 110 · ⏱️ 24.12.2024):
```
ip install bqplot
```
Conda (📥 1.4M · ⏱️ 16.12.2024):
```
onda install -c conda-forge bqplot
```
npm (📥 3.2K / month · 📦 21 · ⏱️ 24.12.2024):
```
pm install bqplot
```

Chartify (🥉27 · ⭐ 3.5K) - Python library that makes it easy for data scientists to create.. Apache-2

GitHub (👨‍💻 27 · 🔀 320 · 📦 80 · 📋 83 - 61% open · ⏱️ 16.10.2024):
```
it clone https://github.com/spotify/chartify
```
PyPi (📥 2K / month · 📦 9 · ⏱️ 16.10.2024):
```
ip install chartify
```
Conda (📥 35K · ⏱️ 16.06.2023):
```
onda install -c conda-forge chartify
```

openTSNE (🥉27 · ⭐ 1.5K) - Extensible, parallel implementations of t-SNE. BSD-3

GitHub (👨‍💻 13 · 🔀 160 · 📦 950 · 📋 140 - 6% open · ⏱️ 24.10.2024):
```
it clone https://github.com/pavlin-policar/openTSNE
```
PyPi (📥 40K / month · 📦 47 · ⏱️ 13.08.2024):
```
ip install opentsne
```
Conda (📥 350K · ⏱️ 16.11.2024):
```
onda install -c conda-forge opentsne
```

Plotly-Resampler (🥉26 · ⭐ 1.1K) - Visualize large time series data with plotly.py. MIT

GitHub (👨‍💻 14 · 🔀 69 · 📦 1.6K · 📋 170 - 32% open · ⏱️ 15.12.2024):
```
it clone https://github.com/predict-idlab/plotly-resampler
```
PyPi (📥 440K / month · 📦 24 · ⏱️ 27.03.2024):
```
ip install plotly-resampler
```

Conda (📥 82K · ⏱️ 05.12.2024):

onda install -c conda-forge plotly-resampler

data-validation (🥉26 · ⭐ 760) - Library for exploring and validating machine learning.. Apache-2

GitHub (👨‍💻 27 · 🔀 170 · 📥 920 · 📋 180 - 21% open · ⏱️ 20.11.2024):
```
it clone https://github.com/tensorflow/data-validation
```
PyPi (📥 150K / month · 📦 31 · ⏱️ 15.10.2024):
```
ip install tensorflow-data-validation
```

HyperTools (🥉25 · ⭐ 1.8K · 💤) - A Python toolbox for gaining geometric insights into high-.. MIT

GitHub (👨‍💻 22 · 🔀 160 · 📥 59 · 📦 490 · 📋 200 - 34% open · ⏱️ 19.03.2024):
```
it clone https://github.com/ContextLab/hypertools
```
PyPi (📥 950 / month · 📦 2 · ⏱️ 12.02.2022):
```
ip install hypertools
```

AutoViz (🥉25 · ⭐ 1.8K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2

GitHub (👨‍💻 17 · 🔀 200 · 📦 800 · 📋 95 - 4% open · ⏱️ 10.06.2024):
```
it clone https://github.com/AutoViML/AutoViz
```
PyPi (📥 18K / month · 📦 11 · ⏱️ 10.06.2024):
```
ip install autoviz
```
Conda (📥 72K · ⏱️ 26.04.2024):
```
onda install -c conda-forge autoviz
```

python-ternary (🥉24 · ⭐ 740) - Ternary plotting library for python with matplotlib. MIT

GitHub (👨‍💻 28 · 🔀 160 · 📥 35 · 📦 200 · 📋 140 - 24% open · ⏱️ 12.06.2024):
```
it clone https://github.com/marcharper/python-ternary
```
PyPi (📥 17K / month · 📦 32 · ⏱️ 17.02.2021):
```
ip install python-ternary
```

Conda (📥 94K · ⏱️ 16.06.2023):

onda install -c conda-forge python-ternary

vega (🥉24 · ⭐ 380) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

GitHub (👨‍💻 15 · 🔀 65 · 📦 4 · 📋 110 - 14% open · ⏱️ 01.12.2024):
```
it clone https://github.com/vega/ipyvega
```
PyPi (📥 11K / month · 📦 17 · ⏱️ 25.09.2024):
```
ip install vega
```
Conda (📥 680K · ⏱️ 25.09.2024):
```
onda install -c conda-forge vega
```

Multicore-TSNE (🥉23 · ⭐ 1.9K · 💤) - Parallel t-SNE implementation with Python and Torch.. BSD-3

GitHub (👨‍💻 18 · 🔀 230 · 📦 480 · 📋 69 - 65% open · ⏱️ 06.02.2024):
```
it clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
PyPi (📥 1.4K / month · 📦 22 · ⏱️ 09.01.2019):
```
ip install MulticoreTSNE
```

Conda (📥 58K · ⏱️ 11.10.2023):

onda install -c conda-forge multicore-tsne

vegafusion (🥉23 · ⭐ 340) - Serverside scaling for Vega and Altair visualizations. BSD-3

GitHub (👨‍💻 5 · 🔀 18 · 📥 9.2K · 📋 140 - 36% open · ⏱️ 25.11.2024):
```
it clone https://github.com/vegafusion/vegafusion
```
PyPi (📥 1.9K / month · 📦 2 · ⏱️ 09.05.2024):
```
ip install vegafusion-jupyter
```

Conda (📥 300K · ⏱️ 31.10.2024):

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

npm (📥 29 / month · 📦 3 · ⏱️ 09.05.2024):
```
pm install vegafusion-jupyter
```

ivis (🥉22 · ⭐ 330) - Dimensionality reduction in very large datasets using Siamese.. Apache-2

GitHub (👨‍💻 10 · 🔀 43 · 📦 36 · 📋 60 - 5% open · ⏱️ 29.09.2024):
```
it clone https://github.com/beringresearch/ivis
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 13.06.2024):
```
ip install ivis
```

PyWaffle (🥉21 · ⭐ 590) - Make Waffle Charts in Python. MIT

GitHub (👨‍💻 6 · 🔀 110 · 📦 440 · 📋 22 - 27% open · ⏱️ 16.06.2024):
```
it clone https://github.com/gyli/PyWaffle
```
PyPi (📥 10K / month · 📦 6 · ⏱️ 16.06.2024):
```
ip install pywaffle
```
Conda (📥 14K · ⏱️ 16.06.2023):
```
onda install -c conda-forge pywaffle
```

animatplot (🥉19 · ⭐ 410) - A python package for animating plots build on matplotlib. MIT

GitHub (👨‍💻 6 · 🔀 38 · 📦 62 · 📋 37 - 45% open · ⏱️ 29.08.2024):
```
it clone https://github.com/t-makaro/animatplot
```
PyPi (📥 400 / month · 📦 4 · ⏱️ 29.08.2024):
```
ip install animatplot
```
Conda (📥 15K · ⏱️ 01.09.2024):
```
onda install -c conda-forge animatplot
```

Show 17 hidden projects...

missingno (🥉29 · ⭐ 4K · 💀) - Missing data visualization module for Python. MIT
Cufflinks (🥉28 · ⭐ 3K · 💀) - Productivity Tools for Plotly + Pandas. MIT
pythreejs (🥉28 · ⭐ 960 · 💀) - A Jupyter - Three.js bridge. BSD-3
Facets Overview (🥉27 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
Sweetviz (🥉25 · ⭐ 3K · 💀) - Visualize and compare datasets, target values and associations, with.. MIT
ridgeplot (🥉25 · ⭐ 200) - Beautiful ridgeline plots in Python. MIT
HiPlot (🥉24 · ⭐ 2.8K · 💀) - HiPlot makes understanding high dimensional data easy. MIT
PandasGUI (🥉23 · ⭐ 3.2K · 💤) - A GUI for Pandas DataFrames. ❗️MIT-0
Pandas-Bokeh (🥉23 · ⭐ 880 · 💀) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
pivottablejs (🥉22 · ⭐ 690 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
joypy (🥉21 · ⭐ 570 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
PDPbox (🥉20 · ⭐ 850 · 💀) - python partial dependence plot toolbox. MIT
Popmon (🥉20 · ⭐ 500 · 💀) - Monitor the stability of a Pandas or Spark dataframe. MIT
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
data-describe (🥉15 · ⭐ 300 · 💀) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
nx-altair (🥉15 · ⭐ 220 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉13 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Text Data & NLP

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

transformers (🥇52 · ⭐ 140K) - Transformers: State-of-the-art Machine Learning for.. Apache-2

GitHub (👨‍💻 3K · 🔀 27K · 📦 260K · 📋 17K - 8% open · ⏱️ 26.12.2024):
```
it clone https://github.com/huggingface/transformers
```
PyPi (📥 47M / month · 📦 7.1K · ⏱️ 17.12.2024):
```
ip install transformers
```

Conda (📥 2.4M · ⏱️ 18.12.2024):

onda install -c conda-forge transformers

spaCy (🥇45 · ⭐ 31K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT

GitHub (👨‍💻 760 · 🔀 4.4K · 📥 1.1K · 📦 110K · 📋 5.7K - 2% open · ⏱️ 11.12.2024):
```
it clone https://github.com/explosion/spaCy
```
PyPi (📥 14M / month · 📦 2.8K · ⏱️ 11.12.2024):
```
ip install spacy
```
Conda (📥 4.8M · ⏱️ 24.11.2024):
```
onda install -c conda-forge spacy
```

litellm (🥇43 · ⭐ 15K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s

GitHub (👨‍💻 370 · 🔀 1.8K · 📥 480 · 📦 5.5K · 📋 4K - 24% open · ⏱️ 26.12.2024):
```
it clone https://github.com/BerriAI/litellm
```
PyPi (📥 3.1M / month · 📦 650 · ⏱️ 25.12.2024):
```
ip install litellm
```

nltk (🥇42 · ⭐ 14K · 📉) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2

GitHub (👨‍💻 460 · 🔀 2.9K · 📦 330K · 📋 1.8K - 14% open · ⏱️ 11.11.2024):
```
it clone https://github.com/nltk/nltk
```
PyPi (📥 24M / month · 📦 4.7K · ⏱️ 18.08.2024):
```
ip install nltk
```
Conda (📥 2.9M · ⏱️ 16.12.2024):
```
onda install -c conda-forge nltk
```

sentence-transformers (🥇41 · ⭐ 16K) - State-of-the-Art Text Embeddings. Apache-2

GitHub (👨‍💻 200 · 🔀 2.5K · 📦 62K · 📋 2.3K - 52% open · ⏱️ 23.12.2024):
```
it clone https://github.com/UKPLab/sentence-transformers
```
PyPi (📥 7.8M / month · 📦 1.8K · ⏱️ 18.11.2024):
```
ip install sentence-transformers
```

Conda (📥 500K · ⏱️ 21.12.2024):

onda install -c conda-forge sentence-transformers

flair (🥇41 · ⭐ 14K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT

GitHub (👨‍💻 270 · 🔀 2.1K · 📦 3.7K · 📋 2.3K - 4% open · ⏱️ 20.12.2024):
```
it clone https://github.com/flairNLP/flair
```
PyPi (📥 95K / month · 📦 150 · ⏱️ 20.12.2024):
```
ip install flair
```

Conda (📥 36K · ⏱️ 05.01.2024):

onda install -c conda-forge python-flair

Tokenizers (🥇40 · ⭐ 9.2K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2

GitHub (👨‍💻 100 · 🔀 810 · 📥 69 · 📦 120K · 📋 1K - 5% open · ⏱️ 27.11.2024):
```
it clone https://github.com/huggingface/tokenizers
```
PyPi (📥 34M / month · 📦 1.1K · ⏱️ 27.11.2024):
```
ip install tokenizers
```
Conda (📥 2.4M · ⏱️ 27.11.2024):
```
onda install -c conda-forge tokenizers
```

gensim (🥇39 · ⭐ 16K) - Topic Modelling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 460 · 🔀 4.4K · 📥 5.2K · 📦 69K · 📋 1.8K - 20% open · ⏱️ 05.12.2024):
```
it clone https://github.com/RaRe-Technologies/gensim
```
PyPi (📥 4.8M / month · 📦 1.4K · ⏱️ 19.07.2024):
```
ip install gensim
```
Conda (📥 1.5M · ⏱️ 03.09.2024):
```
onda install -c conda-forge gensim
```

sentencepiece (🥇38 · ⭐ 10K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

GitHub (👨‍💻 89 · 🔀 1.2K · 📥 47K · 📦 88K · 📋 760 - 5% open · ⏱️ 18.08.2024):
```
it clone https://github.com/google/sentencepiece
```
PyPi (📥 25M / month · 📦 1.7K · ⏱️ 19.02.2024):
```
ip install sentencepiece
```

Conda (📥 1.2M · ⏱️ 25.11.2024):

onda install -c conda-forge sentencepiece

Rasa (🥇37 · ⭐ 19K) - Open source machine learning framework to automate text- and voice-.. Apache-2

GitHub (👨‍💻 600 · 🔀 4.7K · 📦 4.7K · 📋 6.8K - 1% open · ⏱️ 25.11.2024):
```
it clone https://github.com/RasaHQ/rasa
```
PyPi (📥 210K / month · 📦 60 · ⏱️ 18.04.2024):
```
ip install rasa
```

NeMo (🥇37 · ⭐ 13K) - A scalable generative AI framework built for researchers and.. Apache-2

GitHub (👨‍💻 370 · 🔀 2.6K · 📥 280K · 📦 21 · 📋 2.4K - 5% open · ⏱️ 25.12.2024):
```
it clone https://github.com/NVIDIA/NeMo
```
PyPi (📥 110K / month · 📦 13 · ⏱️ 21.12.2024):
```
ip install nemo-toolkit
```

fairseq (🥈36 · ⭐ 31K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT

GitHub (👨‍💻 430 · 🔀 6.4K · 📥 370 · 📦 3.8K · 📋 4.3K - 29% open · ⏱️ 18.10.2024):
```
it clone https://github.com/facebookresearch/fairseq
```
PyPi (📥 120K / month · 📦 120 · ⏱️ 27.06.2022):
```
ip install fairseq
```
Conda (📥 110K · ⏱️ 24.11.2024):
```
onda install -c conda-forge fairseq
```

TextBlob (🥈36 · ⭐ 9.2K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT

GitHub (👨‍💻 37 · 🔀 1.2K · 📥 120 · 📦 47K · 📋 280 - 39% open · ⏱️ 07.08.2024):
```
it clone https://github.com/sloria/TextBlob
```
PyPi (📥 1.2M / month · 📦 390 · ⏱️ 15.02.2024):
```
ip install textblob
```
Conda (📥 270K · ⏱️ 16.06.2023):
```
onda install -c conda-forge textblob
```

TensorFlow Text (🥈36 · ⭐ 1.2K) - Making text a first-class citizen in TensorFlow. Apache-2

GitHub (👨‍💻 160 · 🔀 350 · 📦 7.8K · 📋 360 - 52% open · ⏱️ 18.12.2024):
```
it clone https://github.com/tensorflow/text
```
PyPi (📥 9.2M / month · 📦 220 · ⏱️ 16.12.2024):
```
ip install tensorflow-text
```

haystack (🥈35 · ⭐ 18K) - AI orchestration framework to build customizable, production-ready.. Apache-2

GitHub (👨‍💻 270 · 🔀 1.9K · 📦 720 · 📋 3.6K - 3% open · ⏱️ 21.12.2024):
```
it clone https://github.com/deepset-ai/haystack
```
PyPi (📥 5.8K / month · 📦 5 · ⏱️ 15.12.2021):
```
ip install haystack
```

spark-nlp (🥈35 · ⭐ 3.9K) - State of the Art Natural Language Processing. Apache-2

GitHub (👨‍💻 110 · 🔀 720 · 📦 530 · 📋 900 - 3% open · ⏱️ 20.12.2024):
```
it clone https://github.com/JohnSnowLabs/spark-nlp
```
PyPi (📥 4.1M / month · 📦 37 · ⏱️ 18.12.2024):
```
ip install spark-nlp
```

fastText (🥈34 · ⭐ 26K · 💤) - Library for fast text representation and classification. MIT

GitHub (👨‍💻 68 · 🔀 4.7K · 📦 7K · 📋 1.2K - 47% open · ⏱️ 13.03.2024):
```
it clone https://github.com/facebookresearch/fastText
```
PyPi (📥 1.8M / month · 📦 250 · ⏱️ 12.06.2024):
```
ip install fasttext
```
Conda (📥 110K · ⏱️ 19.05.2024):
```
onda install -c conda-forge fasttext
```

stanza (🥈34 · ⭐ 7.3K · 📈) - Stanford NLP Python library for tokenization, sentence.. Apache-2

GitHub (👨‍💻 69 · 🔀 900 · 📦 3.4K · 📋 910 - 10% open · ⏱️ 24.12.2024):
```
it clone https://github.com/stanfordnlp/stanza
```
PyPi (📥 250K / month · 📦 200 · ⏱️ 24.12.2024):
```
ip install stanza
```
Conda (📥 8.3K · ⏱️ 16.06.2023):
```
onda install -c stanfordnlp stanza
```

qdrant (🥈33 · ⭐ 21K) - Qdrant - High-performance, massive-scale Vector Database and Vector.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.4K · 📥 270K · 📦 120 · 📋 1.4K - 25% open · ⏱️ 09.12.2024):
```
it clone https://github.com/qdrant/qdrant
```

rubrix (🥈33 · ⭐ 4.1K) - Argilla is a collaboration tool for AI engineers and domain experts.. Apache-2

GitHub (👨‍💻 100 · 🔀 390 · 📦 2.8K · 📋 2.2K - 4% open · ⏱️ 20.12.2024):
```
it clone https://github.com/recognai/rubrix
```
PyPi (📥 1.6K / month · ⏱️ 24.10.2022):
```
ip install rubrix
```
Conda (📥 40K · ⏱️ 16.06.2023):
```
onda install -c conda-forge rubrix
```

ftfy (🥈33 · ⭐ 3.8K) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2

GitHub (👨‍💻 20 · 🔀 120 · 📥 26 · 📦 26K · 📋 140 - 5% open · ⏱️ 30.10.2024):
```
it clone https://github.com/rspeer/python-ftfy
```
PyPi (📥 4.4M / month · 📦 570 · ⏱️ 26.10.2024):
```
ip install ftfy
```
Conda (📥 310K · ⏱️ 23.12.2024):
```
onda install -c conda-forge ftfy
```

torchtext (🥈33 · ⭐ 3.5K) - Models, data loaders and abstractions for language processing,.. BSD-3

GitHub (👨‍💻 160 · 🔀 810 · 📋 850 - 39% open · ⏱️ 14.08.2024):
```
it clone https://github.com/pytorch/text
```
PyPi (📥 970K / month · 📦 280 · ⏱️ 24.04.2024):
```
ip install torchtext
```

jellyfish (🥈33 · ⭐ 2.1K) - a python library for doing approximate and phonetic matching of strings. MIT

GitHub (👨‍💻 34 · 🔀 160 · 📦 12K · 📋 140 - 4% open · ⏱️ 14.12.2024):
```
it clone https://github.com/jamesturk/jellyfish
```
PyPi (📥 6.4M / month · 📦 280 · ⏱️ 14.12.2024):
```
ip install jellyfish
```
Conda (📥 1.1M · ⏱️ 17.12.2024):
```
onda install -c conda-forge jellyfish
```

OpenNMT (🥈32 · ⭐ 6.8K) - Open Source Neural Machine Translation and (Large) Language Models.. MIT

GitHub (👨‍💻 190 · 🔀 2.2K · 📦 300 · 📋 1.5K - 1% open · ⏱️ 27.06.2024):
```
it clone https://github.com/OpenNMT/OpenNMT-py
```
PyPi (📥 15K / month · 📦 23 · ⏱️ 18.03.2024):
```
ip install OpenNMT-py
```

DeepPavlov (🥈31 · ⭐ 6.8K) - An open source library for deep learning end-to-end dialog.. Apache-2

GitHub (👨‍💻 77 · 🔀 1.2K · 📦 420 · 📋 640 - 4% open · ⏱️ 26.11.2024):
```
it clone https://github.com/deepmipt/DeepPavlov
```
PyPi (📥 11K / month · 📦 4 · ⏱️ 12.08.2024):
```
ip install deeppavlov
```

Dedupe (🥈30 · ⭐ 4.2K) - A python library for accurate and scalable fuzzy matching, record.. MIT

GitHub (👨‍💻 72 · 🔀 550 · 📦 350 · 📋 820 - 9% open · ⏱️ 01.11.2024):
```
it clone https://github.com/dedupeio/dedupe
```
PyPi (📥 89K / month · 📦 19 · ⏱️ 15.08.2024):
```
ip install dedupe
```
Conda (📥 88K · ⏱️ 16.06.2023):
```
onda install -c conda-forge dedupe
```

SciSpacy (🥈30 · ⭐ 1.7K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2

GitHub (👨‍💻 37 · 🔀 230 · 📦 1K · 📋 320 - 9% open · ⏱️ 23.11.2024):
```
it clone https://github.com/allenai/scispacy
```
PyPi (📥 22K / month · 📦 34 · ⏱️ 27.10.2024):
```
ip install scispacy
```

snowballstemmer (🥈30 · ⭐ 760) - Snowball compiler and stemming algorithms. BSD-3

GitHub (👨‍💻 35 · 🔀 170 · 📦 10 · 📋 90 - 27% open · ⏱️ 20.11.2024):
```
it clone https://github.com/snowballstem/snowball
```
PyPi (📥 17M / month · 📦 450 · ⏱️ 16.11.2021):
```
ip install snowballstemmer
```

Conda (📥 9M · ⏱️ 16.06.2023):

onda install -c conda-forge snowballstemmer

TextDistance (🥈29 · ⭐ 3.4K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT

GitHub (👨‍💻 17 · 🔀 250 · 📥 1K · 📦 7.6K · ⏱️ 09.09.2024):
```
it clone https://github.com/life4/textdistance
```
PyPi (📥 720K / month · 📦 99 · ⏱️ 16.07.2024):
```
ip install textdistance
```

Conda (📥 700K · ⏱️ 17.07.2024):

onda install -c conda-forge textdistance

spacy-transformers (🥈29 · ⭐ 1.4K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT spacy

GitHub (👨‍💻 22 · 🔀 170 · 📦 2K · ⏱️ 05.06.2024):
```
it clone https://github.com/explosion/spacy-transformers
```
PyPi (📥 230K / month · 📦 87 · ⏱️ 25.04.2024):
```
ip install spacy-transformers
```

Conda (📥 80K · ⏱️ 11.12.2024):

onda install -c conda-forge spacy-transformers

Sumy (🥈28 · ⭐ 3.5K · 💤) - Module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 32 · 🔀 530 · 📦 3.4K · 📋 120 - 18% open · ⏱️ 16.05.2024):
```
it clone https://github.com/miso-belica/sumy
```
PyPi (📥 120K / month · 📦 31 · ⏱️ 23.10.2022):
```
ip install sumy
```
Conda (📥 10K · ⏱️ 16.06.2023):
```
onda install -c conda-forge sumy
```

CLTK (🥈28 · ⭐ 840) - The Classical Language Toolkit. MIT

GitHub (👨‍💻 120 · 🔀 330 · 📥 110 · 📦 280 · 📋 580 - 6% open · ⏱️ 01.12.2024):
```
it clone https://github.com/cltk/cltk
```
PyPi (📥 4.6K / month · 📦 17 · ⏱️ 01.12.2024):
```
ip install cltk
```

Opik (🥈27 · ⭐ 3.7K) - From RAG chatbots to code assistants to complex agentic pipelines and.. Apache-2

GitHub (👨‍💻 28 · 🔀 210 · 📋 110 - 22% open · ⏱️ 24.12.2024):
```
it clone https://github.com/comet-ml/opik
```
PyPi (📥 12K / month · 📦 1 · ⏱️ 18.12.2024):
```
ip install opik
```

DeepKE (🥈27 · ⭐ 3.7K) - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and.. MIT

GitHub (👨‍💻 32 · 🔀 690 · 📦 24 · 📋 590 - 1% open · ⏱️ 25.12.2024):
```
it clone https://github.com/zjunlp/deepke
```
PyPi (📥 1.9K / month · ⏱️ 21.09.2023):
```
ip install deepke
```

english-words (🥉26 · ⭐ 11K) - A text file containing 479k English words for all your.. Unlicense

GitHub (👨‍💻 33 · 🔀 1.8K · 📦 2 · 📋 150 - 73% open · ⏱️ 11.12.2024):
```
it clone https://github.com/dwyl/english-words
```
PyPi (📥 32K / month · 📦 14 · ⏱️ 24.05.2023):
```
ip install english-words
```

scattertext (🥉26 · ⭐ 2.3K) - Beautiful visualizations of how language differs among document.. Apache-2

GitHub (👨‍💻 14 · 🔀 290 · 📦 640 · 📋 100 - 21% open · ⏱️ 23.09.2024):
```
it clone https://github.com/JasonKessler/scattertext
```
PyPi (📥 12K / month · 📦 5 · ⏱️ 23.09.2024):
```
ip install scattertext
```

Conda (📥 100K · ⏱️ 16.06.2023):

onda install -c conda-forge scattertext

PyTextRank (🥉26 · ⭐ 2.2K · 💤) - Python implementation of TextRank algorithms (textgraphs) for.. MIT

GitHub (👨‍💻 19 · 🔀 340 · 📦 770 · 📋 100 - 12% open · ⏱️ 21.05.2024):
```
it clone https://github.com/DerwenAI/pytextrank
```
PyPi (📥 73K / month · 📦 19 · ⏱️ 21.02.2024):
```
ip install pytextrank
```

T5 (🥉23 · ⭐ 6.2K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2

GitHub (👨‍💻 59 · 🔀 750 · 📋 450 - 23% open · ⏱️ 28.06.2024):

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

PyPi (📥 28K / month · 📦 2 · ⏱️ 18.10.2021):
```
ip install t5
```

detoxify (🥉23 · ⭐ 980) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2

GitHub (👨‍💻 13 · 🔀 120 · 📥 780K · 📦 750 · 📋 66 - 56% open · ⏱️ 23.12.2024):
```
it clone https://github.com/unitaryai/detoxify
```
PyPi (📥 30K / month · 📦 30 · ⏱️ 01.02.2024):
```
ip install detoxify
```

fast-bert (🥉22 · ⭐ 1.9K) - Super easy library for BERT based NLP models. Apache-2

GitHub (👨‍💻 37 · 🔀 340 · 📋 260 - 63% open · ⏱️ 19.08.2024):
```
it clone https://github.com/utterworks/fast-bert
```
PyPi (📥 2.1K / month · ⏱️ 19.08.2024):
```
ip install fast-bert
```

Sockeye (🥉22 · ⭐ 1.2K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2

GitHub (👨‍💻 60 · 🔀 320 · 📥 21 · 📋 310 - 3% open · ⏱️ 24.10.2024):
```
it clone https://github.com/awslabs/sockeye
```
PyPi (📥 1.5K / month · ⏱️ 03.03.2023):
```
ip install sockeye
```

finetune (🥉22 · ⭐ 700) - Scikit-learn style model finetuning for NLP. MPL-2.0

GitHub (👨‍💻 23 · 🔀 79 · 📦 13 · 📋 140 - 15% open · ⏱️ 23.07.2024):
```
it clone https://github.com/IndicoDataSolutions/finetune
```
PyPi (📥 490 / month · 📦 2 · ⏱️ 29.09.2023):
```
ip install finetune
```

happy-transformer (🥉22 · ⭐ 530 · 💤) - Happy Transformer makes it easy to fine-tune and.. Apache-2 huggingface

GitHub (👨‍💻 14 · 🔀 68 · 📦 300 · 📋 130 - 15% open · ⏱️ 19.03.2024):
```
it clone https://github.com/EricFillion/happy-transformer
```
PyPi (📥 2.1K / month · 📦 5 · ⏱️ 05.08.2023):
```
ip install happytransformer
```

small-text (🥉21 · ⭐ 600) - Active Learning for Text Classification in Python. MIT

GitHub (👨‍💻 9 · 🔀 66 · 📦 33 · 📋 62 - 27% open · ⏱️ 24.11.2024):
```
it clone https://github.com/webis-de/small-text
```
PyPi (📥 560 / month · ⏱️ 24.11.2024):
```
ip install small-text
```
Conda (📥 11K · ⏱️ 18.08.2024):
```
onda install -c conda-forge small-text
```

UForm (🥉19 · ⭐ 1.1K) - Pocket-Sized Multimodal AI for content understanding and.. Apache-2

GitHub (👨‍💻 18 · 🔀 63 · 📥 500 · 📦 6 · 📋 31 - 29% open · ⏱️ 20.12.2024):
```
it clone https://github.com/unum-cloud/uform
```
PyPi (📥 770 / month · 📦 2 · ⏱️ 20.12.2024):
```
ip install uform
```

OpenNRE (🥉16 · ⭐ 4.4K · 💤) - An Open-Source Package for Neural Relation Extraction (NRE). MIT

GitHub (👨‍💻 14 · 🔀 1.1K · 📋 370 - 4% open · ⏱️ 10.01.2024):
```
it clone https://github.com/thunlp/OpenNRE
```

VizSeq (🥉15 · ⭐ 440) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT

GitHub (👨‍💻 4 · 🔀 61 · 📦 12 · 📋 16 - 43% open · ⏱️ 28.09.2024):
```
it clone https://github.com/facebookresearch/vizseq
```
PyPi (📥 130 / month · ⏱️ 07.08.2020):
```
ip install vizseq
```

Show 56 hidden projects...

AllenNLP (🥈35 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
ChatterBot (🥈34 · ⭐ 14K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
ParlAI (🥈32 · ⭐ 10K · 💀) - A framework for training and evaluating AI models on a variety of.. MIT
fuzzywuzzy (🥈32 · ⭐ 9.2K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
nlpaug (🥈30 · ⭐ 4.5K · 💀) - Data augmentation for NLP. MIT
GluonNLP (🥈29 · ⭐ 2.6K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
fastNLP (🥈28 · ⭐ 3.1K · 💀) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
langid (🥈28 · ⭐ 2.3K · 💀) - Stand-alone language identification system. BSD-3
Ciphey (🥈27 · ⭐ 18K · 💀) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
vaderSentiment (🥈27 · ⭐ 4.5K · 💀) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
textacy (🥈27 · ⭐ 2.2K · 💀) - NLP, before and after spaCy. ❗Unlicensed
FARM (🥈27 · ⭐ 1.7K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
underthesea (🥈27 · ⭐ 1.4K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
flashtext (🥉26 · ⭐ 5.6K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
polyglot (🥉26 · ⭐ 2.3K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
pySBD (🥉26 · ⭐ 820 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
PyText (🥉25 · ⭐ 6.3K · 💀) - A natural language modeling framework based on PyTorch. BSD-3
OpenPrompt (🥉25 · ⭐ 4.4K · 💀) - An Open-Source Framework for Prompt-Learning. Apache-2
Snips NLU (🥉25 · ⭐ 3.9K · 💀) - Snips Python library to extract meaning from text. Apache-2
neuralcoref (🥉25 · ⭐ 2.9K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
MatchZoo (🥉24 · ⭐ 3.8K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
promptsource (🥉24 · ⭐ 2.7K · 💀) - Toolkit for creating, sharing and using natural language.. Apache-2
Kashgari (🥉24 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
pytorch-nlp (🥉24 · ⭐ 2.2K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
sense2vec (🥉24 · ⭐ 1.6K · 💀) - Contextually-keyed word vectors. MIT
jiant (🥉23 · ⭐ 1.7K · 💀) - jiant is an nlp toolkit. MIT
whoosh (🥉23 · ⭐ 590 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
gpt-2-simple (🥉22 · ⭐ 3.4K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
NLP Architect (🥉22 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
Texthero (🥉22 · ⭐ 2.9K · 💀) - Text preprocessing, representation and visualization from zero to.. MIT
Texar (🥉22 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
YouTokenToMe (🥉22 · ⭐ 960 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
stop-words (🥉22 · ⭐ 160 · 💀) - Get list of common stop words in various languages in Python. BSD-3
anaGo (🥉21 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
DeepMatcher (🥉20 · ⭐ 5.1K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
lightseq (🥉20 · ⭐ 3.2K · 💀) - LightSeq: A High Performance Library for Sequence Processing.. 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 (🥉20 · ⭐ 230) - A Python module to convert natural language numerics into ints and.. MIT
Camphr (🥉19 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
pyfasttext (🥉19 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
NeuroNER (🥉18 · ⭐ 1.7K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉18 · ⭐ 680 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
fastT5 (🥉18 · ⭐ 570 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
textaugment (🥉18 · ⭐ 410 · 💀) - TextAugment: Text Augmentation Library. MIT
skift (🥉18 · ⭐ 240 · 💀) - scikit-learn wrappers for Python fastText. MIT
TextBox (🥉16 · ⭐ 1.1K · 💀) - TextBox 2.0 is a text generation library with pre-trained language.. MIT
BLINK (🥉15 · ⭐ 1.2K · 💀) - Entity Linker solution. MIT
Translate (🥉15 · ⭐ 830 · 💀) - Translate - a PyTorch Language Library. BSD-3
NeuralQA (🥉15 · ⭐ 230 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
Headliner (🥉15 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
ONNX-T5 (🥉14 · ⭐ 250 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
TransferNLP (🥉13 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
textvec (🥉13 · ⭐ 190 · 💤) - Text vectorization tool to outperform TFIDF for classification.. MIT
spacy-dbpedia-spotlight (🥉13 · ⭐ 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 (🥇48 · ⭐ 12K) - Python Imaging Library (Fork). ❗️PIL

GitHub (👨‍💻 480 · 🔀 2.2K · 📦 2M · 📋 3.3K - 4% open · ⏱️ 22.12.2024):
```
it clone https://github.com/python-pillow/Pillow
```
PyPi (📥 120M / month · 📦 8.9K · ⏱️ 15.10.2024):
```
ip install Pillow
```
Conda (📥 48M · ⏱️ 18.10.2024):
```
onda install -c conda-forge pillow
```

PyTorch Image Models (🥇42 · ⭐ 33K) - The largest collection of PyTorch image encoders /.. Apache-2

GitHub (👨‍💻 160 · 🔀 4.8K · 📥 7.4M · 📦 44K · 📋 940 - 5% open · ⏱️ 19.12.2024):
```
it clone https://github.com/rwightman/pytorch-image-models
```
PyPi (📥 5.5M / month · 📦 1K · ⏱️ 03.12.2024):
```
ip install timm
```
Conda (📥 290K · ⏱️ 17.12.2024):
```
onda install -c conda-forge timm
```

torchvision (🥇41 · ⭐ 16K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3

GitHub (👨‍💻 620 · 🔀 7K · 📥 40K · 📦 21 · 📋 3.5K - 29% open · ⏱️ 20.12.2024):
```
it clone https://github.com/pytorch/vision
```
PyPi (📥 15M / month · 📦 5.9K · ⏱️ 29.10.2024):
```
ip install torchvision
```

Conda (📥 2M · ⏱️ 26.12.2024):

onda install -c conda-forge torchvision

Albumentations (🥇41 · ⭐ 14K) - Fast and flexible image augmentation library. Paper about.. MIT

GitHub (👨‍💻 160 · 🔀 1.7K · 📦 30K · 📋 1.1K - 14% open · ⏱️ 24.12.2024):
```
it clone https://github.com/albumentations-team/albumentations
```
PyPi (📥 5.1M / month · 📦 620 · ⏱️ 24.12.2024):
```
ip install albumentations
```

Conda (📥 220K · ⏱️ 22.09.2024):

onda install -c conda-forge albumentations

MoviePy (🥇41 · ⭐ 13K) - Video editing with Python. MIT

GitHub (👨‍💻 170 · 🔀 1.6K · 📦 51K · 📋 1.6K - 31% open · ⏱️ 05.12.2024):
```
it clone https://github.com/Zulko/moviepy
```
PyPi (📥 2.4M / month · 📦 1K · ⏱️ 25.11.2024):
```
ip install moviepy
```
Conda (📥 280K · ⏱️ 16.06.2023):
```
onda install -c conda-forge moviepy
```

deepface (🥇39 · ⭐ 15K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT

GitHub (👨‍💻 75 · 🔀 2.3K · 📦 4.9K · 📋 1.1K - 0% open · ⏱️ 26.12.2024):
```
it clone https://github.com/serengil/deepface
```
PyPi (📥 320K / month · 📦 44 · ⏱️ 17.08.2024):
```
ip install deepface
```

Kornia (🥈38 · ⭐ 10K) - Geometric Computer Vision Library for Spatial AI. Apache-2

GitHub (👨‍💻 280 · 🔀 970 · 📥 1.6K · 📦 13K · 📋 950 - 30% open · ⏱️ 25.12.2024):
```
it clone https://github.com/kornia/kornia
```
PyPi (📥 1.7M / month · 📦 290 · ⏱️ 05.11.2024):
```
ip install kornia
```
Conda (📥 160K · ⏱️ 20.12.2024):
```
onda install -c conda-forge kornia
```

imageio (🥈38 · ⭐ 1.5K) - Python library for reading and writing image data. BSD-2

GitHub (👨‍💻 120 · 🔀 300 · 📥 1.4K · 📦 150K · 📋 610 - 16% open · ⏱️ 28.11.2024):
```
it clone https://github.com/imageio/imageio
```
PyPi (📥 26M / month · 📦 2.5K · ⏱️ 28.11.2024):
```
ip install imageio
```
Conda (📥 7.3M · ⏱️ 28.11.2024):
```
onda install -c conda-forge imageio
```

InsightFace (🥈37 · ⭐ 24K) - State-of-the-art 2D and 3D Face Analysis Project. MIT

GitHub (👨‍💻 63 · 🔀 5.4K · 📥 5.9M · 📦 3.1K · 📋 2.5K - 45% open · ⏱️ 05.12.2024):
```
it clone https://github.com/deepinsight/insightface
```
PyPi (📥 240K / month · 📦 30 · ⏱️ 17.12.2022):
```
ip install insightface
```

MMDetection (🥈36 · ⭐ 30K · 💤) - OpenMMLab Detection Toolbox and Benchmark. Apache-2

GitHub (👨‍💻 480 · 🔀 9.5K · 📦 3.3K · 📋 8.6K - 21% open · ⏱️ 05.02.2024):
```
it clone https://github.com/open-mmlab/mmdetection
```
PyPi (📥 180K / month · 📦 82 · ⏱️ 05.01.2024):
```
ip install mmdet
```

opencv-python (🥈35 · ⭐ 4.6K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT

GitHub (👨‍💻 50 · 🔀 850 · 📦 490K · 📋 830 - 16% open · ⏱️ 24.12.2024):
```
it clone https://github.com/opencv/opencv-python
```
PyPi (📥 14M / month · 📦 10K · ⏱️ 17.06.2024):
```
ip install opencv-python
```

detectron2 (🥈34 · ⭐ 31K) - Detectron2 is a platform for object detection, segmentation.. Apache-2

GitHub (👨‍💻 280 · 🔀 7.5K · 📦 2.2K · 📋 3.6K - 14% open · ⏱️ 19.12.2024):
```
it clone https://github.com/facebookresearch/detectron2
```
PyPi (📦 13 · ⏱️ 06.02.2020):
```
ip install detectron2
```
Conda (📥 510K · ⏱️ 06.11.2024):
```
onda install -c conda-forge detectron2
```

PaddleSeg (🥈34 · ⭐ 8.8K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2

GitHub (👨‍💻 130 · 🔀 1.7K · 📦 1.3K · 📋 2.4K - 9% open · ⏱️ 25.12.2024):
```
it clone https://github.com/PaddlePaddle/PaddleSeg
```
PyPi (📥 1.6K / month · 📦 7 · ⏱️ 30.11.2022):
```
ip install paddleseg
```

Wand (🥈33 · ⭐ 1.4K) - The ctypes-based simple ImageMagick binding for Python. MIT

GitHub (👨‍💻 110 · 🔀 200 · 📥 52K · 📦 20K · 📋 430 - 6% open · ⏱️ 19.12.2024):
```
it clone https://github.com/emcconville/wand
```
PyPi (📥 990K / month · 📦 260 · ⏱️ 03.11.2023):
```
ip install wand
```
Conda (📥 94K · ⏱️ 16.06.2023):
```
onda install -c conda-forge wand
```

vit-pytorch (🥈32 · ⭐ 21K) - Implementation of Vision Transformer, a simple way to achieve.. MIT

GitHub (👨‍💻 21 · 🔀 3.1K · 📦 570 · 📋 280 - 49% open · ⏱️ 21.12.2024):
```
it clone https://github.com/lucidrains/vit-pytorch
```
PyPi (📥 23K / month · 📦 17 · ⏱️ 21.12.2024):
```
ip install vit-pytorch
```

lightly (🥈32 · ⭐ 3.2K) - A python library for self-supervised learning on images. MIT

GitHub (👨‍💻 60 · 🔀 280 · 📦 360 · 📋 590 - 12% open · ⏱️ 23.12.2024):
```
it clone https://github.com/lightly-ai/lightly
```
PyPi (📥 51K / month · 📦 17 · ⏱️ 29.11.2024):
```
ip install lightly
```

PaddleDetection (🥈30 · ⭐ 13K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

GitHub (👨‍💻 180 · 🔀 2.9K · 📋 5.5K - 22% open · ⏱️ 03.12.2024):
```
it clone https://github.com/PaddlePaddle/PaddleDetection
```
PyPi (📥 500 / month · 📦 2 · ⏱️ 19.09.2022):
```
ip install paddledet
```

imageai (🥈30 · ⭐ 8.7K · 💤) - A python library built to empower developers to build applications.. MIT

GitHub (👨‍💻 19 · 🔀 2.2K · 📥 950K · 📦 1.7K · 📋 760 - 41% open · ⏱️ 20.02.2024):
```
it clone https://github.com/OlafenwaMoses/ImageAI
```
PyPi (📥 9K / month · 📦 19 · ⏱️ 02.01.2023):
```
ip install imageai
```
Conda (📥 8.4K · ⏱️ 16.06.2023):
```
onda install -c conda-forge imageai
```

doctr (🥈30 · ⭐ 4.1K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2

GitHub (👨‍💻 55 · 🔀 450 · 📥 4.5M · 📋 380 - 7% open · ⏱️ 20.12.2024):
```
it clone https://github.com/mindee/doctr
```
PyPi (📥 39K / month · 📦 12 · ⏱️ 21.10.2024):
```
ip install python-doctr
```

ImageHash (🥈30 · ⭐ 3.5K) - A Python Perceptual Image Hashing Module. BSD-2

GitHub (👨‍💻 27 · 🔀 340 · 📦 15K · 📋 140 - 13% open · ⏱️ 09.10.2024):
```
it clone https://github.com/JohannesBuchner/imagehash
```
PyPi (📥 1.4M / month · 📦 240 · ⏱️ 28.09.2022):
```
ip install ImageHash
```
Conda (📥 410K · ⏱️ 22.12.2024):
```
onda install -c conda-forge imagehash
```

CellProfiler (🥈30 · ⭐ 930) - An open-source application for biological image analysis. BSD-3

GitHub (👨‍💻 140 · 🔀 380 · 📥 8.2K · 📦 26 · 📋 3.3K - 9% open · ⏱️ 18.12.2024):
```
it clone https://github.com/CellProfiler/CellProfiler
```
PyPi (📥 1.2K / month · 📦 2 · ⏱️ 16.09.2024):
```
ip install cellprofiler
```

sahi (🥉29 · ⭐ 4.2K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT

GitHub (👨‍💻 48 · 🔀 600 · 📥 30K · 📦 1.6K · ⏱️ 18.12.2024):
```
it clone https://github.com/obss/sahi
```
PyPi (📥 160K / month · 📦 31 · ⏱️ 16.12.2024):
```
ip install sahi
```
Conda (📥 83K · ⏱️ 18.12.2024):
```
onda install -c conda-forge sahi
```

mtcnn (🥉29 · ⭐ 2.3K) - MTCNN face detection implementation for TensorFlow, as a PIP package. MIT

GitHub (👨‍💻 16 · 🔀 530 · 📥 17 · 📦 6.8K · 📋 130 - 37% open · ⏱️ 08.10.2024):
```
it clone https://github.com/ipazc/mtcnn
```
PyPi (📥 150K / month · 📦 73 · ⏱️ 08.10.2024):
```
ip install mtcnn
```
Conda (📥 14K · ⏱️ 16.06.2023):
```
onda install -c conda-forge mtcnn
```

mahotas (🥉28 · ⭐ 860) - Computer Vision in Python. MIT

GitHub (👨‍💻 35 · 🔀 150 · 📦 1.4K · 📋 91 - 23% open · ⏱️ 17.07.2024):
```
it clone https://github.com/luispedro/mahotas
```
PyPi (📥 21K / month · 📦 63 · ⏱️ 17.07.2024):
```
ip install mahotas
```
Conda (📥 540K · ⏱️ 18.07.2024):
```
onda install -c conda-forge mahotas
```

Face Alignment (🥉27 · ⭐ 7.2K) - 2D and 3D Face alignment library build using pytorch. BSD-3

GitHub (👨‍💻 26 · 🔀 1.4K · 📦 21 · 📋 320 - 24% open · ⏱️ 30.08.2024):
```
it clone https://github.com/1adrianb/face-alignment
```
PyPi (📥 40K / month · 📦 10 · ⏱️ 17.08.2023):
```
ip install face-alignment
```

facenet-pytorch (🥉27 · ⭐ 4.6K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT

GitHub (👨‍💻 18 · 🔀 940 · 📥 1.5M · 📦 2.6K · 📋 180 - 41% open · ⏱️ 02.08.2024):
```
it clone https://github.com/timesler/facenet-pytorch
```
PyPi (📥 77K / month · 📦 51 · ⏱️ 29.04.2024):
```
ip install facenet-pytorch
```

vidgear (🥉27 · ⭐ 3.4K) - A High-performance cross-platform Video Processing Python framework.. Apache-2

GitHub (👨‍💻 14 · 🔀 250 · 📥 2K · 📦 660 · 📋 300 - 2% open · ⏱️ 22.06.2024):
```
it clone https://github.com/abhiTronix/vidgear
```
PyPi (📥 17K / month · 📦 15 · ⏱️ 22.06.2024):
```
ip install vidgear
```

Norfair (🥉26 · ⭐ 2.4K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3

GitHub (👨‍💻 31 · 🔀 250 · 📥 340 · 📦 250 · 📋 170 - 14% open · ⏱️ 27.07.2024):
```
it clone https://github.com/tryolabs/norfair
```
PyPi (📥 20K / month · 📦 9 · ⏱️ 30.05.2022):
```
ip install norfair
```

Image Deduplicator (🥉25 · ⭐ 5.2K) - Finding duplicate images made easy!. Apache-2

GitHub (👨‍💻 16 · 🔀 450 · 📦 160 · 📋 130 - 30% open · ⏱️ 19.12.2024):
```
it clone https://github.com/idealo/imagededup
```
PyPi (📥 18K / month · 📦 5 · ⏱️ 28.04.2023):
```
ip install imagededup
```

pytorchvideo (🥉25 · ⭐ 3.4K) - A deep learning library for video understanding research. Apache-2

GitHub (👨‍💻 57 · 🔀 410 · 📋 210 - 50% open · ⏱️ 26.11.2024):
```
it clone https://github.com/facebookresearch/pytorchvideo
```
PyPi (📥 28K / month · 📦 24 · ⏱️ 20.01.2022):
```
ip install pytorchvideo
```

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

GitHub (👨‍💻 39 · 🔀 370 · 📋 240 - 60% open · ⏱️ 01.08.2024):
```
it clone https://github.com/tensorflow/graphics
```
PyPi (📥 16K / month · 📦 11 · ⏱️ 03.12.2021):
```
ip install tensorflow-graphics
```

kubric (🥉25 · ⭐ 2.4K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2

GitHub (👨‍💻 31 · 🔀 230 · 📦 7 · 📋 190 - 33% open · ⏱️ 29.11.2024):
```
it clone https://github.com/google-research/kubric
```
PyPi (📥 9.7K / month · ⏱️ 27.12.2023):
```
ip install kubric-nightly
```

pyvips (🥉25 · ⭐ 660) - python binding for libvips using cffi. MIT

GitHub (👨‍💻 16 · 🔀 50 · 📦 860 · 📋 450 - 42% open · ⏱️ 29.10.2024):
```
it clone https://github.com/libvips/pyvips
```
PyPi (📥 50K / month · 📦 77 · ⏱️ 28.04.2024):
```
ip install pyvips
```
Conda (📥 150K · ⏱️ 06.09.2024):
```
onda install -c conda-forge pyvips
```

MMF (🥉24 · ⭐ 5.5K) - A modular framework for vision & language multimodal research from.. BSD-3

GitHub (👨‍💻 120 · 🔀 920 · 📦 21 · 📋 690 - 21% open · ⏱️ 15.11.2024):
```
it clone https://github.com/facebookresearch/mmf
```
PyPi (📥 550 / month · 📦 1 · ⏱️ 12.06.2020):
```
ip install mmf
```

segmentation_models (🥉24 · ⭐ 4.8K) - Segmentation models with pretrained backbones. Keras.. MIT

GitHub (👨‍💻 15 · 🔀 1K · 📋 540 - 50% open · ⏱️ 21.08.2024):
```
it clone https://github.com/qubvel/segmentation_models
```
PyPi (📥 32K / month · 📦 28 · ⏱️ 10.01.2020):
```
ip install segmentation_models
```

ffcv (🥉24 · ⭐ 2.9K · 💤) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2

GitHub (👨‍💻 31 · 🔀 180 · 📦 59 · 📋 290 - 38% open · ⏱️ 06.05.2024):
```
it clone https://github.com/libffcv/ffcv
```
PyPi (📥 860 / month · 📦 1 · ⏱️ 28.01.2022):
```
ip install ffcv
```

vissl (🥉22 · ⭐ 3.3K · 💤) - VISSL is FAIRs library of extensible, modular and scalable.. MIT

GitHub (👨‍💻 38 · 🔀 330 · 📦 58 · 📋 190 - 43% open · ⏱️ 03.03.2024):
```
it clone https://github.com/facebookresearch/vissl
```
PyPi (📥 120 / month · 📦 1 · ⏱️ 02.11.2021):
```
ip install vissl
```

icevision (🥉22 · ⭐ 850) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2

GitHub (👨‍💻 41 · 🔀 130 · 📋 570 - 10% open · ⏱️ 31.10.2024):
```
it clone https://github.com/airctic/icevision
```
PyPi (📥 2.8K / month · 📦 6 · ⏱️ 10.02.2022):
```
ip install icevision
```

DE⫶TR (🥉21 · ⭐ 14K · 💤) - End-to-End Object Detection with Transformers. Apache-2

GitHub (👨‍💻 27 · 🔀 2.4K · 📦 21 · 📋 540 - 47% open · ⏱️ 12.03.2024):
```
it clone https://github.com/facebookresearch/detr
```

PySlowFast (🥉21 · ⭐ 6.7K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2

GitHub (👨‍💻 34 · 🔀 1.2K · 📦 22 · 📋 700 - 58% open · ⏱️ 26.11.2024):
```
it clone https://github.com/facebookresearch/SlowFast
```
PyPi (📥 50 / month · ⏱️ 15.01.2020):
```
ip install pyslowfast
```

Image Super-Resolution (🥉21 · ⭐ 4.7K) - Super-scale your images and run experiments with.. Apache-2

GitHub (👨‍💻 11 · 🔀 750 · 📋 220 - 48% open · ⏱️ 18.12.2024):
```
it clone https://github.com/idealo/image-super-resolution
```
PyPi (📥 5.8K / month · 📦 5 · ⏱️ 08.01.2020):
```
ip install ISR
```
Docker Hub (📥 260 · ⭐ 1 · ⏱️ 01.04.2019):
```
ocker pull idealo/image-super-resolution-gpu
```

scenic (🥉18 · ⭐ 3.4K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2

GitHub (👨‍💻 90 · 🔀 440 · 📋 270 - 55% open · ⏱️ 18.12.2024):
```
it clone https://github.com/google-research/scenic
```

Show 22 hidden projects...

scikit-image (🥇42 · ⭐ 6.1K) - Image processing in Python. ❗Unlicensed
glfw (🥈37 · ⭐ 13K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈36 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. MIT
Face Recognition (🥈35 · ⭐ 54K · 💀) - The worlds simplest facial recognition api for Python.. MIT
PyTorch3D (🥈34 · ⭐ 8.9K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
GluonCV (🥈30 · ⭐ 5.9K · 💀) - Gluon CV Toolkit. Apache-2
imutils (🥈30 · ⭐ 4.5K · 💀) - A series of convenience functions to make basic image processing.. MIT
layout-parser (🥉28 · ⭐ 5K · 💀) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
chainercv (🥉27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Augmentor (🥉26 · ⭐ 5.1K · 💀) - Image augmentation library in Python for machine learning. MIT
Pillow-SIMD (🥉26 · ⭐ 2.2K) - The friendly PIL fork. ❗️PIL
deep-daze (🥉23 · ⭐ 4.4K · 💀) - Simple command line tool for text to image generation using.. MIT
Luminoth (🥉23 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
Classy Vision (🥉22 · ⭐ 1.6K · 💀) - An end-to-end PyTorch framework for image and video.. MIT
image-match (🥉20 · ⭐ 2.9K · 💀) - Quickly search over billions of images. Apache-2
nude.py (🥉20 · ⭐ 930 · 💀) - Nudity detection with Python. MIT
detecto (🥉20 · ⭐ 620 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
pycls (🥉18 · ⭐ 2.1K · 💀) - Codebase for Image Classification Research, written in PyTorch. MIT
solt (🥉18 · ⭐ 260) - Streaming over lightweight data transformations. MIT
Caer (🥉17 · ⭐ 780 · 💀) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
Torch Points 3D (🥉16 · ⭐ 220 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉16 · ⭐ 200 · 💀) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface

Graph Data

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

networkx (🥇44 · ⭐ 15K) - Network Analysis in Python. BSD-3

GitHub (👨‍💻 760 · 🔀 3.3K · 📥 76 · 📦 330K · 📋 3.4K - 10% open · ⏱️ 21.12.2024):
```
it clone https://github.com/networkx/networkx
```
PyPi (📥 65M / month · 📦 9.6K · ⏱️ 21.10.2024):
```
ip install networkx
```
Conda (📥 19M · ⏱️ 25.12.2024):
```
onda install -c conda-forge networkx
```

PyTorch Geometric (🥇40 · ⭐ 22K · 📉) - Graph Neural Network Library for PyTorch. MIT

GitHub (👨‍💻 530 · 🔀 3.7K · 📦 7.4K · 📋 3.8K - 29% open · ⏱️ 17.12.2024):
```
it clone https://github.com/pyg-team/pytorch_geometric
```
PyPi (📥 470K / month · 📦 360 · ⏱️ 26.09.2024):
```
ip install torch-geometric
```

Conda (📥 130K · ⏱️ 19.12.2024):

onda install -c conda-forge pytorch_geometric

dgl (🥇37 · ⭐ 14K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2

GitHub (👨‍💻 300 · 🔀 3K · 📦 330 · 📋 2.9K - 18% open · ⏱️ 18.10.2024):
```
it clone https://github.com/dmlc/dgl
```
PyPi (📥 520K / month · 📦 150 · ⏱️ 13.05.2024):
```
ip install dgl
```

pygraphistry (🥈32 · ⭐ 2.2K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3

GitHub (👨‍💻 45 · 🔀 210 · 📦 130 · 📋 340 - 52% open · ⏱️ 24.12.2024):
```
it clone https://github.com/graphistry/pygraphistry
```
PyPi (📥 16K / month · 📦 6 · ⏱️ 24.12.2024):
```
ip install graphistry
```

PyKEEN (🥈31 · ⭐ 1.7K) - A Python library for learning and evaluating knowledge graph embeddings. MIT

GitHub (👨‍💻 41 · 🔀 190 · 📥 230 · 📦 260 · 📋 580 - 19% open · ⏱️ 10.11.2024):
```
it clone https://github.com/pykeen/pykeen
```
PyPi (📥 14K / month · 📦 19 · ⏱️ 29.10.2024):
```
ip install pykeen
```

Spektral (🥈28 · ⭐ 2.4K · 💤) - Graph Neural Networks with Keras and Tensorflow 2. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 360 · 📋 280 - 25% open · ⏱️ 21.01.2024):
```
it clone https://github.com/danielegrattarola/spektral
```
PyPi (📥 9K / month · 📦 7 · ⏱️ 21.01.2024):
```
ip install spektral
```

ogb (🥈28 · ⭐ 2K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT

GitHub (👨‍💻 32 · 🔀 400 · 📦 2.2K · 📋 300 - 9% open · ⏱️ 09.12.2024):
```
it clone https://github.com/snap-stanford/ogb
```
PyPi (📥 39K / month · 📦 22 · ⏱️ 02.11.2022):
```
ip install ogb
```
Conda (📥 44K · ⏱️ 22.12.2024):
```
onda install -c conda-forge ogb
```

AmpliGraph (🥈27 · ⭐ 2.2K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2

GitHub (👨‍💻 21 · 🔀 250 · 📦 58 · 📋 230 - 13% open · ⏱️ 28.02.2024):
```
it clone https://github.com/Accenture/AmpliGraph
```
PyPi (📥 1.4K / month · 📦 2 · ⏱️ 26.02.2024):
```
ip install ampligraph
```

pytorch_geometric_temporal (🥈25 · ⭐ 2.7K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT

GitHub (👨‍💻 34 · 🔀 370 · 📋 200 - 20% open · ⏱️ 14.10.2024):
```
it clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
```
PyPi (📥 2.8K / month · 📦 7 · ⏱️ 04.09.2022):
```
ip install torch-geometric-temporal
```

Node2Vec (🥈24 · ⭐ 1.3K) - Implementation of the node2vec algorithm. MIT

GitHub (👨‍💻 16 · 🔀 250 · 📦 760 · 📋 93 - 5% open · ⏱️ 02.08.2024):
```
it clone https://github.com/eliorc/node2vec
```
PyPi (📥 19K / month · 📦 31 · ⏱️ 02.08.2024):
```
ip install node2vec
```
Conda (📥 32K · ⏱️ 16.06.2023):
```
onda install -c conda-forge node2vec
```

PyTorch-BigGraph (🥈23 · ⭐ 3.4K · 💤) - Generate embeddings from large-scale graph-structured.. BSD-3

GitHub (👨‍💻 32 · 🔀 450 · 📥 220 · 📋 200 - 32% open · ⏱️ 03.03.2024):
```
it clone https://github.com/facebookresearch/PyTorch-BigGraph
```
PyPi (📥 280K / month · 📦 2 · ⏱️ 14.10.2019):
```
ip install torchbiggraph
```

torch-cluster (🥈23 · ⭐ 840) - PyTorch Extension Library of Optimized Graph Cluster.. MIT

GitHub (👨‍💻 36 · 🔀 150 · 📋 180 - 19% open · ⏱️ 14.11.2024):
```
it clone https://github.com/rusty1s/pytorch_cluster
```
PyPi (📥 15K / month · 📦 62 · ⏱️ 12.10.2023):
```
ip install torch-cluster
```

Conda (📥 240K · ⏱️ 28.08.2024):

onda install -c conda-forge pytorch_cluster

AutoGL (🥉15 · ⭐ 1.1K · 💤) - An autoML framework & toolkit for machine learning on graphs. Apache-2

GitHub (👨‍💻 16 · 🔀 120 · 📋 39 - 35% open · ⏱️ 05.02.2024):
```
it clone https://github.com/THUMNLab/AutoGL
```
PyPi (⏱️ 23.12.2020):
```
ip install auto-graph-learning
```

OpenNE (🥉14 · ⭐ 1.7K · 💤) - An Open-Source Package for Network Embedding (NE). MIT

GitHub (👨‍💻 12 · 🔀 490 · 📋 110 - 9% open · ⏱️ 10.01.2024):
```
it clone https://github.com/thunlp/OpenNE
```

GraphVite (🥉14 · ⭐ 1.2K) - GraphVite: A General and High-performance Graph Embedding System. Apache-2

GitHub (👨‍💻 1 · 🔀 150 · 📋 110 - 46% open · ⏱️ 14.06.2024):
```
it clone https://github.com/DeepGraphLearning/graphvite
```
Conda (📥 5K · ⏱️ 16.06.2023):
```
onda install -c milagraph graphvite
```

Show 21 hidden projects...

igraph (🥇33 · ⭐ 1.3K) - Python interface for igraph. ❗️GPL-2.0
StellarGraph (🥈27 · ⭐ 3K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
pygal (🥈27 · ⭐ 2.7K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Paddle Graph Learning (🥈26 · ⭐ 1.6K · 💀) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
Karate Club (🥈23 · ⭐ 2.2K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
jraph (🥈23 · ⭐ 1.4K · 💀) - A Graph Neural Network Library in Jax. Apache-2
graph4nlp (🥉22 · ⭐ 1.7K · 💀) - Graph4nlp is the library for the easy use of Graph.. Apache-2
graph-nets (🥉21 · ⭐ 5.4K · 💀) - Build Graph Nets in Tensorflow. Apache-2
pyRDF2Vec (🥉21 · ⭐ 250 · 💀) - Python Implementation and Extension of RDF2Vec. MIT
DeepWalk (🥉20 · ⭐ 2.7K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
DIG (🥉20 · ⭐ 1.9K · 💤) - A library for graph deep learning research. ❗️GPL-3.0
deepsnap (🥉20 · ⭐ 550 · 💀) - Python library assists deep learning on graphs. MIT
GraphGym (🥉19 · ⭐ 1.7K · 💀) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
DeepGraph (🥉18 · ⭐ 290 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
Sematch (🥉17 · ⭐ 430 · 💀) - semantic similarity framework for knowledge graph. Apache-2
Euler (🥉16 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
kglib (🥉16 · ⭐ 550 · 💀) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
ptgnn (🥉15 · ⭐ 380 · 💀) - A PyTorch Graph Neural Network Library. MIT
GraphEmbedding (🥉14 · ⭐ 3.8K · 💀) - Implementation and experiments of graph embedding.. MIT
GraphSAGE (🥉14 · ⭐ 3.4K · 💀) - Representation learning on large graphs using stochastic.. MIT
OpenKE (🥉13 · ⭐ 3.9K · 💤) - An Open-Source Package for Knowledge Embedding (KE). ❗Unlicensed

Audio Data

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

speechbrain (🥇39 · ⭐ 9.1K) - A PyTorch-based Speech Toolkit. Apache-2

GitHub (👨‍💻 250 · 🔀 1.4K · 📦 2.6K · 📋 1.2K - 12% open · ⏱️ 20.12.2024):
```
it clone https://github.com/speechbrain/speechbrain
```
PyPi (📥 2.4M / month · 📦 67 · ⏱️ 30.10.2024):
```
ip install speechbrain
```

espnet (🥇38 · ⭐ 8.6K) - End-to-End Speech Processing Toolkit. Apache-2

GitHub (👨‍💻 470 · 🔀 2.2K · 📥 83 · 📦 400 · 📋 2.5K - 14% open · ⏱️ 23.12.2024):
```
it clone https://github.com/espnet/espnet
```
PyPi (📥 22K / month · 📦 12 · ⏱️ 04.12.2024):
```
ip install espnet
```

SpeechRecognition (🥇36 · ⭐ 8.5K) - Speech recognition module for Python, supporting several.. BSD-3

GitHub (👨‍💻 53 · 🔀 2.4K · 📦 21 · 📋 670 - 50% open · ⏱️ 22.12.2024):
```
it clone https://github.com/Uberi/speech_recognition
```
PyPi (📥 1M / month · 📦 610 · ⏱️ 08.12.2024):
```
ip install SpeechRecognition
```

Conda (📥 220K · ⏱️ 09.12.2024):

onda install -c conda-forge speechrecognition

torchaudio (🥇36 · ⭐ 2.6K) - Data manipulation and transformation for audio signal.. BSD-2

GitHub (👨‍💻 230 · 🔀 660 · 📋 990 - 26% open · ⏱️ 20.12.2024):
```
it clone https://github.com/pytorch/audio
```
PyPi (📥 5.1M / month · 📦 1.4K · ⏱️ 29.10.2024):
```
ip install torchaudio
```

Coqui TTS (🥈34 · ⭐ 36K · 💤) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0

GitHub (👨‍💻 170 · 🔀 4.4K · 📥 3.9M · 📦 2K · 📋 1.1K - 7% open · ⏱️ 10.02.2024):
```
it clone https://github.com/coqui-ai/TTS
```
PyPi (📥 140K / month · 📦 53 · ⏱️ 12.12.2023):
```
ip install tts
```
Conda (📥 21K · ⏱️ 16.06.2023):
```
onda install -c conda-forge tts
```

Magenta (🥈33 · ⭐ 19K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.7K · 📦 550 · 📋 1K - 41% open · ⏱️ 01.08.2024):
```
it clone https://github.com/magenta/magenta
```
PyPi (📥 8.7K / month · 📦 5 · ⏱️ 01.08.2022):
```
ip install magenta
```

spleeter (🥈32 · ⭐ 26K) - Deezer source separation library including pretrained models. MIT

GitHub (👨‍💻 21 · 🔀 2.9K · 📥 3.6M · 📦 850 · 📋 800 - 29% open · ⏱️ 29.10.2024):
```
it clone https://github.com/deezer/spleeter
```
PyPi (📥 26K / month · 📦 12 · ⏱️ 10.06.2022):
```
ip install spleeter
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
onda install -c conda-forge spleeter
```

librosa (🥈31 · ⭐ 7.3K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 120 · 🔀 960 · 📋 1.2K - 4% open · ⏱️ 26.11.2024):
```
it clone https://github.com/librosa/librosa
```
PyPi (📥 2.8M / month · 📦 1.4K · ⏱️ 14.05.2024):
```
ip install librosa
```
Conda (📥 840K · ⏱️ 19.12.2024):
```
onda install -c conda-forge librosa
```

Porcupine (🥈30 · ⭐ 3.8K) - On-device wake word detection powered by deep learning. Apache-2

GitHub (👨‍💻 40 · 🔀 500 · 📦 36 · 📋 560 - 0% open · ⏱️ 14.12.2024):
```
it clone https://github.com/Picovoice/Porcupine
```
PyPi (📥 11K / month · 📦 35 · ⏱️ 27.08.2024):
```
ip install pvporcupine
```

audiomentations (🥈30 · ⭐ 1.9K) - A Python library for audio data augmentation. Inspired by.. MIT

GitHub (👨‍💻 30 · 🔀 190 · 📦 640 · 📋 190 - 25% open · ⏱️ 09.12.2024):
```
it clone https://github.com/iver56/audiomentations
```
PyPi (📥 44K / month · 📦 21 · ⏱️ 06.12.2024):
```
ip install audiomentations
```

python-soundfile (🥈30 · ⭐ 730) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3

GitHub (👨‍💻 37 · 🔀 110 · 📥 21K · 📦 48K · 📋 260 - 47% open · ⏱️ 04.12.2024):
```
it clone https://github.com/bastibe/python-soundfile
```
PyPi (📥 3.4M / month · 📦 780 · ⏱️ 15.02.2023):
```
ip install soundfile
```
Conda:
```
onda install -c anaconda pysoundfile
```

tinytag (🥈30 · ⭐ 720) - Python library for reading audio file metadata. MIT

GitHub (👨‍💻 27 · 🔀 100 · 📦 1.1K · 📋 120 - 3% open · ⏱️ 16.12.2024):
```
it clone https://github.com/devsnd/tinytag
```
PyPi (📥 66K / month · 📦 110 · ⏱️ 03.11.2024):
```
ip install tinytag
```

audioread (🥉29 · ⭐ 500 · 💤) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT

GitHub (👨‍💻 25 · 🔀 110 · 📦 27K · 📋 94 - 39% open · ⏱️ 15.12.2023):
```
it clone https://github.com/beetbox/audioread
```
PyPi (📥 2.1M / month · 📦 140 · ⏱️ 27.09.2023):
```
ip install audioread
```
Conda (📥 920K · ⏱️ 03.09.2024):
```
onda install -c conda-forge audioread
```

Madmom (🥉27 · ⭐ 1.4K) - Python audio and music signal processing library. BSD-3

GitHub (👨‍💻 24 · 🔀 200 · 📦 450 · 📋 280 - 24% open · ⏱️ 25.08.2024):
```
it clone https://github.com/CPJKU/madmom
```
PyPi (📥 2.1K / month · 📦 27 · ⏱️ 14.11.2018):
```
ip install madmom
```

DDSP (🥉24 · ⭐ 2.9K) - DDSP: Differentiable Digital Signal Processing. Apache-2

GitHub (👨‍💻 32 · 🔀 340 · 📦 62 · 📋 170 - 28% open · ⏱️ 23.09.2024):
```
it clone https://github.com/magenta/ddsp
```
PyPi (📥 3.6K / month · 📦 1 · ⏱️ 25.05.2022):
```
ip install ddsp
```
Conda (📥 20K · ⏱️ 16.06.2023):
```
onda install -c conda-forge ddsp
```

nnAudio (🥉22 · ⭐ 1K · 💤) - Audio processing by using pytorch 1D convolution network. MIT

GitHub (👨‍💻 15 · 🔀 90 · 📦 250 · 📋 63 - 28% open · ⏱️ 13.02.2024):
```
it clone https://github.com/KinWaiCheuk/nnAudio
```
PyPi (📥 23K / month · 📦 4 · ⏱️ 13.02.2024):
```
ip install nnAudio
```

Show 13 hidden projects...

Pydub (🥇36 · ⭐ 9K · 💀) - Manipulate audio with a simple and easy high level interface. MIT
DeepSpeech (🥈33 · ⭐ 26K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
Essentia (🥉29 · ⭐ 2.9K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
pyAudioAnalysis (🥉28 · ⭐ 5.9K · 💀) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
aubio (🥉27 · ⭐ 3.4K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
TTS (🥉26 · ⭐ 9.5K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
python_speech_features (🥉25 · ⭐ 2.4K · 💀) - This library provides common speech features for ASR.. MIT
Dejavu (🥉23 · ⭐ 6.5K · 💀) - Audio fingerprinting and recognition in Python. MIT
kapre (🥉22 · ⭐ 920 · 💀) - kapre: Keras Audio Preprocessors. MIT
TimeSide (🥉22 · ⭐ 380) - scalable audio processing framework and server written in Python. ❗️AGPL-3.0
Julius (🥉21 · ⭐ 430 · 💀) - Fast PyTorch based DSP for audio and 1D signals. MIT
Muda (🥉18 · ⭐ 230 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉10 · ⭐ 530 · 💀) - Library for Textless Spoken Language Processing. MIT

Geospatial Data

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

pydeck (🥇42 · ⭐ 12K · 📉) - WebGL2 powered visualization framework. MIT

GitHub (👨‍💻 280 · 🔀 2.1K · 📦 8.4K · 📋 3.1K - 11% open · ⏱️ 23.12.2024):
```
it clone https://github.com/visgl/deck.gl
```
PyPi (📥 5.6M / month · 📦 120 · ⏱️ 10.05.2024):
```
ip install pydeck
```
Conda (📥 670K · ⏱️ 16.06.2023):
```
onda install -c conda-forge pydeck
```
npm (📥 490K / month · 📦 310 · ⏱️ 11.12.2024):
```
pm install deck.gl
```

folium (🥇40 · ⭐ 7K) - Python Data. Leaflet.js Maps. MIT

GitHub (👨‍💻 170 · 🔀 2.2K · 📦 49K · 📋 1.1K - 7% open · ⏱️ 14.12.2024):
```
it clone https://github.com/python-visualization/folium
```
PyPi (📥 1.6M / month · 📦 800 · ⏱️ 13.12.2024):
```
ip install folium
```
Conda (📥 3.3M · ⏱️ 16.12.2024):
```
onda install -c conda-forge folium
```

Shapely (🥇40 · ⭐ 4K) - Manipulation and analysis of geometric objects. BSD-3

GitHub (👨‍💻 160 · 🔀 570 · 📥 3.7K · 📦 89K · 📋 1.3K - 23% open · ⏱️ 03.12.2024):
```
it clone https://github.com/shapely/shapely
```
PyPi (📥 32M / month · 📦 2.9K · ⏱️ 19.08.2024):
```
ip install shapely
```
Conda (📥 11M · ⏱️ 25.09.2024):
```
onda install -c conda-forge shapely
```

GeoPandas (🥈39 · ⭐ 4.6K) - Python tools for geographic data. BSD-3

GitHub (👨‍💻 240 · 🔀 930 · 📥 2.9K · 📦 46K · 📋 1.7K - 26% open · ⏱️ 13.12.2024):
```
it clone https://github.com/geopandas/geopandas
```
PyPi (📥 6.6M / month · 📦 2.8K · ⏱️ 02.07.2024):
```
ip install geopandas
```
Conda (📥 4.2M · ⏱️ 16.12.2024):
```
onda install -c conda-forge geopandas
```

Rasterio (🥈37 · ⭐ 2.3K) - Rasterio reads and writes geospatial raster datasets. BSD-3

GitHub (👨‍💻 160 · 🔀 540 · 📥 990 · 📦 14K · 📋 1.9K - 7% open · ⏱️ 15.12.2024):
```
it clone https://github.com/rasterio/rasterio
```
PyPi (📥 2.4M / month · 📦 1.5K · ⏱️ 02.12.2024):
```
ip install rasterio
```
Conda:
```
onda install -c conda-forge rasterio
```

ArcGIS API (🥈36 · ⭐ 1.9K) - Documentation and samples for ArcGIS API for Python. Apache-2

GitHub (👨‍💻 94 · 🔀 1.1K · 📥 13K · 📦 880 · 📋 790 - 10% open · ⏱️ 03.12.2024):
```
it clone https://github.com/Esri/arcgis-python-api
```
PyPi (📥 83K / month · 📦 40 · ⏱️ 01.10.2024):
```
ip install arcgis
```

Docker Hub:

ocker pull esridocker/arcgis-api-python-notebook

Fiona (🥈36 · ⭐ 1.2K) - Fiona reads and writes geographic data files. BSD-3

GitHub (👨‍💻 76 · 🔀 200 · 📦 24K · 📋 810 - 3% open · ⏱️ 18.11.2024):
```
it clone https://github.com/Toblerity/Fiona
```
PyPi (📥 4.4M / month · 📦 300 · ⏱️ 16.09.2024):
```
ip install fiona
```
Conda (📥 6.3M · ⏱️ 06.12.2024):
```
onda install -c conda-forge fiona
```

pyproj (🥈36 · ⭐ 1.1K) - Python interface to PROJ (cartographic projections and coordinate.. MIT

GitHub (👨‍💻 69 · 🔀 220 · 📦 37K · 📋 630 - 5% open · ⏱️ 04.12.2024):
```
it clone https://github.com/pyproj4/pyproj
```
PyPi (📥 8.8M / month · 📦 1.7K · ⏱️ 01.10.2024):
```
ip install pyproj
```
Conda (📥 9.2M · ⏱️ 01.10.2024):
```
onda install -c conda-forge pyproj
```

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

GitHub (👨‍💻 91 · 🔀 360 · 📦 13K · 📋 660 - 45% open · ⏱️ 05.12.2024):
```
it clone https://github.com/jupyter-widgets/ipyleaflet
```
PyPi (📥 210K / month · 📦 280 · ⏱️ 22.07.2024):
```
ip install ipyleaflet
```
Conda (📥 1.3M · ⏱️ 16.12.2024):
```
onda install -c conda-forge ipyleaflet
```
npm (📥 5.8K / month · 📦 9 · ⏱️ 22.07.2024):
```
pm install jupyter-leaflet
```

geojson (🥉31 · ⭐ 930) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 58 · 🔀 120 · 📦 19K · 📋 100 - 23% open · ⏱️ 21.12.2024):
```
it clone https://github.com/jazzband/geojson
```
PyPi (📥 2.4M / month · 📦 720 · ⏱️ 21.12.2024):
```
ip install geojson
```
Conda (📥 890K · ⏱️ 22.12.2024):
```
onda install -c conda-forge geojson
```

PySAL (🥉30 · ⭐ 1.3K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3

GitHub (👨‍💻 79 · 🔀 300 · 📦 1.7K · 📋 650 - 2% open · ⏱️ 18.11.2024):
```
it clone https://github.com/pysal/pysal
```
PyPi (📥 32K / month · 📦 49 · ⏱️ 30.07.2024):
```
ip install pysal
```
Conda (📥 590K · ⏱️ 23.12.2024):
```
onda install -c conda-forge pysal
```

GeoViews (🥉29 · ⭐ 600) - Simple, concise geographical visualization in Python. BSD-3

GitHub (👨‍💻 32 · 🔀 77 · 📦 1.2K · 📋 350 - 30% open · ⏱️ 17.12.2024):
```
it clone https://github.com/holoviz/geoviews
```
PyPi (📥 16K / month · 📦 63 · ⏱️ 17.12.2024):
```
ip install geoviews
```
Conda (📥 270K · ⏱️ 18.12.2024):
```
onda install -c conda-forge geoviews
```

pymap3d (🥉24 · ⭐ 400 · 💤) - pure-Python (Numpy optional) 3D coordinate conversions for geospace.. BSD-2

GitHub (👨‍💻 18 · 🔀 87 · 📦 460 · 📋 58 - 15% open · ⏱️ 11.02.2024):
```
it clone https://github.com/geospace-code/pymap3d
```
PyPi (📥 230K / month · 📦 44 · ⏱️ 11.02.2024):
```
ip install pymap3d
```
Conda (📥 88K · ⏱️ 25.12.2024):
```
onda install -c conda-forge pymap3d
```

Show 9 hidden projects...

geopy (🥈33 · ⭐ 4.5K · 💀) - Geocoding library for Python. MIT
Geocoder (🥈33 · ⭐ 1.6K · 💀) - Python Geocoder. MIT
Satpy (🥉32 · ⭐ 1.1K) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉27 · ⭐ 990 · 💤) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
EarthPy (🥉26 · ⭐ 510 · 💀) - A package built to support working with spatial data using open.. BSD-3
prettymaps (🥉24 · ⭐ 11K) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
Mapbox GL (🥉24 · ⭐ 670 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
gmaps (🥉22 · ⭐ 760 · 💀) - Google maps for Jupyter notebooks. BSD-3
geoplotlib (🥉20 · ⭐ 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 (🥇41 · ⭐ 15K · 📉) - Download market data from Yahoo! Finances API. Apache-2

GitHub (👨‍💻 130 · 🔀 2.5K · 📦 55K · 📋 1.4K - 13% open · ⏱️ 19.12.2024):
```
it clone https://github.com/ranaroussi/yfinance
```
PyPi (📥 2.9M / month · 📦 740 · ⏱️ 19.12.2024):
```
ip install yfinance
```
Conda (📥 97K · ⏱️ 16.06.2023):
```
onda install -c ranaroussi yfinance
```

Qlib (🥈31 · ⭐ 16K · 📈) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT

GitHub (👨‍💻 130 · 🔀 2.7K · 📥 740 · 📦 21 · 📋 940 - 26% open · ⏱️ 26.12.2024):
```
it clone https://github.com/microsoft/qlib
```
PyPi (📥 5K / month · 📦 1 · ⏱️ 23.12.2024):
```
ip install pyqlib
```

bt (🥈30 · ⭐ 2.3K) - bt - flexible backtesting for Python. MIT

GitHub (👨‍💻 34 · 🔀 430 · 📦 1.6K · 📋 340 - 22% open · ⏱️ 01.12.2024):
```
it clone https://github.com/pmorissette/bt
```
PyPi (📥 7.3K / month · 📦 10 · ⏱️ 06.08.2024):
```
ip install bt
```
Conda (📥 56K · ⏱️ 21.09.2024):
```
onda install -c conda-forge bt
```

ffn (🥈29 · ⭐ 2.1K) - ffn - a financial function library for Python. MIT

GitHub (👨‍💻 35 · 🔀 300 · 📦 510 · 📋 130 - 17% open · ⏱️ 01.12.2024):
```
it clone https://github.com/pmorissette/ffn
```
PyPi (📥 16K / month · 📦 18 · ⏱️ 02.11.2024):
```
ip install ffn
```
Conda (📥 14K · ⏱️ 03.11.2024):
```
onda install -c conda-forge ffn
```

Alpha Vantage (🥈27 · ⭐ 4.3K) - A python wrapper for Alpha Vantage API for financial data. MIT

GitHub (👨‍💻 44 · 🔀 740 · 📋 290 - 0% open · ⏱️ 18.07.2024):
```
it clone https://github.com/RomelTorres/alpha_vantage
```
PyPi (📥 40K / month · 📦 35 · ⏱️ 18.07.2024):
```
ip install alpha_vantage
```

Conda (📥 8K · ⏱️ 09.08.2024):

onda install -c conda-forge alpha_vantage

IB-insync (🥈27 · ⭐ 2.9K · 💤) - Python sync/async framework for Interactive Brokers API. BSD-2

GitHub (👨‍💻 36 · 🔀 780 · 📋 590 - 3% open · ⏱️ 14.03.2024):
```
it clone https://github.com/erdewit/ib_insync
```
PyPi (📥 34K / month · 📦 44 · ⏱️ 21.11.2022):
```
ip install ib_insync
```
Conda (📥 51K · ⏱️ 16.06.2023):
```
onda install -c conda-forge ib-insync
```

stockstats (🥈27 · ⭐ 1.3K · 📈) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3

GitHub (👨‍💻 10 · 🔀 300 · 📦 1.1K · 📋 130 - 11% open · ⏱️ 22.12.2024):
```
it clone https://github.com/jealous/stockstats
```
PyPi (📥 9.8K / month · 📦 12 · ⏱️ 22.12.2024):
```
ip install stockstats
```

TensorTrade (🥉26 · ⭐ 4.6K) - An open source reinforcement learning framework for training,.. Apache-2

GitHub (👨‍💻 61 · 🔀 1K · 📦 67 · 📋 260 - 20% open · ⏱️ 09.06.2024):
```
it clone https://github.com/tensortrade-org/tensortrade
```
PyPi (📥 1.7K / month · 📦 1 · ⏱️ 10.05.2021):
```
ip install tensortrade
```

Conda (📥 4.3K · ⏱️ 16.06.2023):

onda install -c conda-forge tensortrade

finmarketpy (🥉23 · ⭐ 3.5K) - Python library for backtesting trading strategies & analyzing.. Apache-2

GitHub (👨‍💻 18 · 🔀 490 · 📥 57 · 📦 16 · 📋 29 - 86% open · ⏱️ 09.11.2024):
```
it clone https://github.com/cuemacro/finmarketpy
```
PyPi (📥 410 / month · ⏱️ 19.05.2024):
```
ip install finmarketpy
```

tf-quant-finance (🥉21 · ⭐ 4.6K) - High-performance TensorFlow library for quantitative.. Apache-2

GitHub (👨‍💻 47 · 🔀 580 · 📋 63 - 55% open · ⏱️ 06.11.2024):
```
it clone https://github.com/google/tf-quant-finance
```
PyPi (📥 790 / month · 📦 3 · ⏱️ 19.08.2022):
```
ip install tf-quant-finance
```

Show 15 hidden projects...

zipline (🥇32 · ⭐ 18K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
arch (🥇32 · ⭐ 1.3K) - ARCH models in Python. ❗Unlicensed
pyfolio (🥈31 · ⭐ 5.8K · 💀) - Portfolio and risk analytics in Python. Apache-2
ta (🥈30 · ⭐ 4.4K · 💀) - Technical Analysis Library using Pandas and Numpy. MIT
backtrader (🥈28 · ⭐ 15K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
Alphalens (🥈27 · ⭐ 3.4K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
empyrical (🥈27 · ⭐ 1.3K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
Enigma Catalyst (🥉26 · ⭐ 2.5K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
PyAlgoTrade (🥉24 · ⭐ 4.5K · 💀) - Python Algorithmic Trading Library. Apache-2
FinTA (🥉24 · ⭐ 2.1K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
Backtesting.py (🥉22 · ⭐ 5.7K · 💀) - Backtest trading strategies in Python. ❗️AGPL-3.0
Crypto Signals (🥉22 · ⭐ 5K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
FinQuant (🥉22 · ⭐ 1.5K · 💀) - 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 (🥇39 · ⭐ 8K) - A unified framework for machine learning with time series. BSD-3

GitHub (👨‍💻 430 · 🔀 1.4K · 📥 110 · 📦 3.7K · 📋 2.6K - 38% open · ⏱️ 22.12.2024):
```
it clone https://github.com/alan-turing-institute/sktime
```
PyPi (📥 920K / month · 📦 130 · ⏱️ 09.12.2024):
```
ip install sktime
```

Conda (📥 1M · ⏱️ 14.12.2024):

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

Prophet (🥇35 · ⭐ 19K) - Tool for producing high quality forecasts for time series data that has.. MIT

GitHub (👨‍💻 180 · 🔀 4.5K · 📥 2.9K · 📦 21 · 📋 2.2K - 19% open · ⏱️ 20.10.2024):
```
it clone https://github.com/facebook/prophet
```
PyPi (📥 210K / month · 📦 91 · ⏱️ 05.09.2020):
```
ip install fbprophet
```
Conda (📥 1.3M · ⏱️ 04.10.2024):
```
onda install -c conda-forge prophet
```

StatsForecast (🥇34 · ⭐ 4.1K) - Lightning fast forecasting with statistical and econometric.. Apache-2

GitHub (👨‍💻 48 · 🔀 290 · 📦 1.3K · 📋 350 - 29% open · ⏱️ 20.12.2024):
```
it clone https://github.com/Nixtla/statsforecast
```
PyPi (📥 930K / month · 📦 59 · ⏱️ 26.11.2024):
```
ip install statsforecast
```

Conda (📥 120K · ⏱️ 05.12.2024):

onda install -c conda-forge statsforecast

tsfresh (🥈32 · ⭐ 8.5K) - Automatic extraction of relevant features from time series:. MIT

GitHub (👨‍💻 98 · 🔀 1.2K · 📦 21 · 📋 540 - 12% open · ⏱️ 19.11.2024):
```
it clone https://github.com/blue-yonder/tsfresh
```
PyPi (📥 240K / month · 📦 93 · ⏱️ 03.08.2024):
```
ip install tsfresh
```
Conda (📥 1.4M · ⏱️ 04.08.2024):
```
onda install -c conda-forge tsfresh
```

Darts (🥈32 · ⭐ 8.2K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2

GitHub (👨‍💻 120 · 🔀 890 · 📋 1.6K - 15% open · ⏱️ 24.12.2024):
```
it clone https://github.com/unit8co/darts
```
PyPi (📥 81K / month · 📦 10 · ⏱️ 21.12.2024):
```
ip install u8darts
```

Conda (📥 65K · ⏱️ 21.12.2024):

onda install -c conda-forge u8darts-all

Docker Hub (📥 1K · ⏱️ 21.12.2024):
```
ocker pull unit8/darts
```

pytorch-forecasting (🥈32 · ⭐ 4K) - Time series forecasting with PyTorch. MIT

GitHub (👨‍💻 59 · 🔀 630 · 📦 460 · 📋 800 - 61% open · ⏱️ 26.12.2024):
```
it clone https://github.com/jdb78/pytorch-forecasting
```
PyPi (📥 60K / month · 📦 22 · ⏱️ 19.11.2024):
```
ip install pytorch-forecasting
```

Conda (📥 69K · ⏱️ 16.06.2023):

onda install -c conda-forge pytorch-forecasting

STUMPY (🥈32 · ⭐ 3.7K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3

GitHub (👨‍💻 41 · 🔀 320 · 📦 980 · 📋 520 - 13% open · ⏱️ 17.11.2024):
```
it clone https://github.com/TDAmeritrade/stumpy
```
PyPi (📥 300K / month · 📦 30 · ⏱️ 09.07.2024):
```
ip install stumpy
```
Conda (📥 1M · ⏱️ 21.12.2024):
```
onda install -c conda-forge stumpy
```

NeuralForecast (🥈32 · ⭐ 3.2K) - Scalable and user friendly neural forecasting algorithms. Apache-2

GitHub (👨‍💻 48 · 🔀 370 · 📦 280 · 📋 580 - 20% open · ⏱️ 19.12.2024):
```
it clone https://github.com/Nixtla/neuralforecast
```
PyPi (📥 60K / month · 📦 21 · ⏱️ 16.12.2024):
```
ip install neuralforecast
```

Conda (📥 27K · ⏱️ 17.12.2024):

onda install -c conda-forge neuralforecast

pmdarima (🥈31 · ⭐ 1.6K) - A statistical library designed to fill the void in Pythons time series.. MIT

GitHub (👨‍💻 23 · 🔀 230 · 📦 10K · 📋 340 - 19% open · ⏱️ 07.11.2024):
```
it clone https://github.com/alkaline-ml/pmdarima
```
PyPi (📥 2.5M / month · 📦 150 · ⏱️ 23.10.2023):
```
ip install pmdarima
```
Conda (📥 1.2M · ⏱️ 14.07.2024):
```
onda install -c conda-forge pmdarima
```

skforecast (🥈31 · ⭐ 1.2K) - Time series forecasting with machine learning models. BSD-3

GitHub (👨‍💻 17 · 🔀 140 · 📦 380 · 📋 180 - 11% open · ⏱️ 28.11.2024):
```
it clone https://github.com/JoaquinAmatRodrigo/skforecast
```
PyPi (📥 92K / month · 📦 15 · ⏱️ 11.11.2024):
```
ip install skforecast
```

GluonTS (🥈30 · ⭐ 4.7K) - Probabilistic time series modeling in Python. Apache-2

GitHub (👨‍💻 120 · 🔀 760 · 📋 960 - 33% open · ⏱️ 05.11.2024):
```
it clone https://github.com/awslabs/gluon-ts
```
PyPi (📥 590K / month · 📦 33 · ⏱️ 11.11.2024):
```
ip install gluonts
```
Conda (📥 1.2K · ⏱️ 16.12.2024):
```
onda install -c anaconda gluonts
```

tslearn (🥈30 · ⭐ 2.9K) - The machine learning toolkit for time series analysis in Python. BSD-2

GitHub (👨‍💻 43 · 🔀 340 · 📦 1.6K · 📋 340 - 41% open · ⏱️ 01.07.2024):
```
it clone https://github.com/tslearn-team/tslearn
```
PyPi (📥 380K / month · 📦 79 · ⏱️ 12.12.2023):
```
ip install tslearn
```
Conda (📥 1.5M · ⏱️ 26.07.2024):
```
onda install -c conda-forge tslearn
```

NeuralProphet (🥉27 · ⭐ 3.9K) - NeuralProphet: A simple forecasting package. MIT

GitHub (👨‍💻 56 · 🔀 480 · 📋 560 - 10% open · ⏱️ 13.09.2024):
```
it clone https://github.com/ourownstory/neural_prophet
```
PyPi (📥 74K / month · 📦 8 · ⏱️ 26.06.2024):
```
ip install neuralprophet
```

Streamz (🥉26 · ⭐ 1.2K) - Real-time stream processing for python. BSD-3

GitHub (👨‍💻 49 · 🔀 150 · 📦 510 · 📋 270 - 44% open · ⏱️ 22.11.2024):
```
it clone https://github.com/python-streamz/streamz
```
PyPi (📥 24K / month · 📦 57 · ⏱️ 27.07.2022):
```
ip install streamz
```
Conda (📥 1.4M · ⏱️ 20.12.2024):
```
onda install -c conda-forge streamz
```

TSFEL (🥉23 · ⭐ 960) - An intuitive library to extract features from time series. BSD-3

GitHub (👨‍💻 20 · 🔀 140 · 📦 160 · 📋 79 - 8% open · ⏱️ 17.10.2024):
```
it clone https://github.com/fraunhoferportugal/tsfel
```
PyPi (📥 13K / month · 📦 7 · ⏱️ 12.09.2024):
```
ip install tsfel
```

greykite (🥉21 · ⭐ 1.8K · 💤) - A flexible, intuitive and fast forecasting library. BSD-2

GitHub (👨‍💻 10 · 🔀 110 · 📥 36 · 📦 36 · 📋 110 - 27% open · ⏱️ 16.01.2024):
```
it clone https://github.com/linkedin/greykite
```
PyPi (📥 8.6K / month · ⏱️ 12.01.2024):
```
ip install greykite
```

pydlm (🥉20 · ⭐ 480) - A python library for Bayesian time series modeling. BSD-3

GitHub (👨‍💻 7 · 🔀 98 · 📦 37 · 📋 56 - 73% open · ⏱️ 07.09.2024):
```
it clone https://github.com/wwrechard/pydlm
```
PyPi (📥 32K / month · 📦 2 · ⏱️ 13.08.2024):
```
ip install pydlm
```

tsflex (🥉20 · ⭐ 410) - Flexible time series feature extraction & processing. MIT

GitHub (👨‍💻 6 · 🔀 26 · 📦 17 · 📋 56 - 58% open · ⏱️ 06.09.2024):
```
it clone https://github.com/predict-idlab/tsflex
```
PyPi (📥 1K / month · 📦 2 · ⏱️ 06.09.2024):
```
ip install tsflex
```
Conda (📥 28K · ⏱️ 08.04.2024):
```
onda install -c conda-forge tsflex
```

Auto TS (🥉19 · ⭐ 740 · 💤) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

GitHub (👨‍💻 13 · 🔀 120 · 📋 90 - 3% open · ⏱️ 05.05.2024):
```
it clone https://github.com/AutoViML/Auto_TS
```
PyPi (📥 11K / month · ⏱️ 05.05.2024):
```
ip install auto-ts
```

Show 10 hidden projects...

pyts (🥉26 · ⭐ 1.8K · 💀) - A Python package for time series classification. BSD-3
PyFlux (🥉25 · ⭐ 2.1K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉22 · ⭐ 1.2K · 💀) - Anomaly Detection and Correlation library. Apache-2
tick (🥉22 · ⭐ 500 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
ADTK (🥉21 · ⭐ 1.1K · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in.. MPL-2.0
seglearn (🥉21 · ⭐ 570 · 💀) - Python module for machine learning time series:. BSD-3
matrixprofile-ts (🥉19 · ⭐ 730 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
atspy (🥉15 · ⭐ 510 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
tsaug (🥉14 · ⭐ 350 · 💀) - A Python package for time series augmentation. Apache-2
tslumen (🥉8 · ⭐ 68 · 💀) - 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.

MNE (🥇39 · ⭐ 2.8K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3

GitHub (👨‍💻 380 · 🔀 1.3K · 📦 4.9K · 📋 5K - 11% open · ⏱️ 23.12.2024):
```
it clone https://github.com/mne-tools/mne-python
```
PyPi (📥 140K / month · 📦 420 · ⏱️ 18.12.2024):
```
ip install mne
```
Conda (📥 460K · ⏱️ 19.12.2024):
```
onda install -c conda-forge mne
```

Nilearn (🥇39 · ⭐ 1.2K) - Machine learning for NeuroImaging in Python. BSD-3

GitHub (👨‍💻 250 · 🔀 600 · 📥 280 · 📦 3.7K · 📋 2.2K - 13% open · ⏱️ 26.12.2024):
```
it clone https://github.com/nilearn/nilearn
```
PyPi (📥 72K / month · 📦 310 · ⏱️ 23.12.2024):
```
ip install nilearn
```
Conda (📥 310K · ⏱️ 23.12.2024):
```
onda install -c conda-forge nilearn
```

MONAI (🥈36 · ⭐ 6K) - AI Toolkit for Healthcare Imaging. Apache-2

GitHub (👨‍💻 210 · 🔀 1.1K · 📦 3.3K · 📋 3.2K - 12% open · ⏱️ 23.12.2024):
```
it clone https://github.com/Project-MONAI/MONAI
```
PyPi (📥 240K / month · 📦 140 · ⏱️ 10.12.2024):
```
ip install monai
```
Conda (📥 36K · ⏱️ 23.12.2024):
```
onda install -c conda-forge monai
```

NIPYPE (🥈36 · ⭐ 750) - Workflows and interfaces for neuroimaging packages. Apache-2

GitHub (👨‍💻 260 · 🔀 530 · 📦 5.5K · 📋 1.4K - 30% open · ⏱️ 17.12.2024):
```
it clone https://github.com/nipy/nipype
```
PyPi (📥 220K / month · 📦 150 · ⏱️ 17.12.2024):
```
ip install nipype
```
Conda (📥 730K · ⏱️ 18.12.2024):
```
onda install -c conda-forge nipype
```

NiBabel (🥈36 · ⭐ 660) - Python package to access a cacophony of neuro-imaging file formats. MIT

GitHub (👨‍💻 110 · 🔀 260 · 📦 24K · 📋 540 - 23% open · ⏱️ 07.12.2024):
```
it clone https://github.com/nipy/nibabel
```
PyPi (📥 770K / month · 📦 1.2K · ⏱️ 23.10.2024):
```
ip install nibabel
```
Conda (📥 810K · ⏱️ 12.12.2024):
```
onda install -c conda-forge nibabel
```

Lifelines (🥈33 · ⭐ 2.4K) - Survival analysis in Python. MIT

GitHub (👨‍💻 120 · 🔀 560 · 📦 3.2K · 📋 980 - 27% open · ⏱️ 29.10.2024):
```
it clone https://github.com/CamDavidsonPilon/lifelines
```
PyPi (📥 2.5M / month · 📦 160 · ⏱️ 29.10.2024):
```
ip install lifelines
```
Conda (📥 390K · ⏱️ 19.12.2024):
```
onda install -c conda-forge lifelines
```

Hail (🥈33 · ⭐ 980) - Cloud-native genomic dataframes and batch computing. MIT

GitHub (👨‍💻 97 · 🔀 250 · 📦 150 · 📋 2.5K - 10% open · ⏱️ 18.12.2024):
```
it clone https://github.com/hail-is/hail
```
PyPi (📥 290K / month · 📦 34 · ⏱️ 04.10.2024):
```
ip install hail
```

DeepVariant (🥉27 · ⭐ 3.3K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3

GitHub (👨‍💻 36 · 🔀 720 · 📥 4.8K · 📋 850 - 0% open · ⏱️ 09.12.2024):
```
it clone https://github.com/google/deepvariant
```
Conda (📥 72K · ⏱️ 16.06.2023):
```
onda install -c bioconda deepvariant
```

Brainiak (🥉20 · ⭐ 340) - Brain Imaging Analysis Kit. Apache-2

GitHub (👨‍💻 35 · 🔀 140 · 📋 230 - 39% open · ⏱️ 09.12.2024):
```
it clone https://github.com/brainiak/brainiak
```
PyPi (📥 3.6K / month · ⏱️ 11.12.2024):
```
ip install brainiak
```
Docker Hub (📥 1.9K · ⭐ 1 · ⏱️ 15.10.2020):
```
ocker pull brainiak/brainiak
```

Show 10 hidden projects...

DIPY (🥈32 · ⭐ 730) - DIPY is the paragon 3D/4D+ medical imaging library in Python... ❗Unlicensed
NIPY (🥉27 · ⭐ 380) - Neuroimaging in Python FMRI analysis package. ❗Unlicensed
NiftyNet (🥉25 · ⭐ 1.4K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
MedPy (🥉24 · ⭐ 580) - Medical image processing in Python. ❗️GPL-3.0
Glow (🥉21 · ⭐ 270) - An open-source toolkit for large-scale genomic analysis. Apache-2
DLTK (🥉20 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
MedicalTorch (🥉15 · ⭐ 860 · 💀) - A medical imaging framework for Pytorch. Apache-2
Medical Detection Toolkit (🥉14 · ⭐ 1.3K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
DeepNeuro (🥉14 · ⭐ 120 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 2K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

pytorch_tabular (🥇25 · ⭐ 1.4K) - A standard framework for modelling Deep Learning Models.. MIT

GitHub (👨‍💻 25 · 🔀 140 · 📥 52 · 📋 160 - 6% open · ⏱️ 18.12.2024):
```
it clone https://github.com/manujosephv/pytorch_tabular
```
PyPi (📥 4.9K / month · 📦 9 · ⏱️ 28.11.2024):
```
ip install pytorch_tabular
```

miceforest (🥈24 · ⭐ 370) - Multiple Imputation with LightGBM in Python. MIT

GitHub (👨‍💻 8 · 🔀 30 · 📦 180 · 📋 86 - 9% open · ⏱️ 02.08.2024):
```
it clone https://github.com/AnotherSamWilson/miceforest
```
PyPi (📥 64K / month · 📦 9 · ⏱️ 02.08.2024):
```
ip install miceforest
```
Conda (📥 17K · ⏱️ 16.06.2023):
```
onda install -c conda-forge miceforest
```

upgini (🥉21 · ⭐ 320) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3

GitHub (👨‍💻 13 · 🔀 25 · 📦 9 · ⏱️ 18.12.2024):
```
it clone https://github.com/upgini/upgini
```
PyPi (📥 11K / month · ⏱️ 24.12.2024):
```
ip install upgini
```

carefree-learn (🥉18 · ⭐ 410 · 💤) - Deep Learning PyTorch. MIT

GitHub (👨‍💻 1 · 🔀 38 · 📦 8 · 📋 82 - 2% open · ⏱️ 18.03.2024):
```
it clone https://github.com/carefree0910/carefree-learn
```
PyPi (📥 1.5K / month · ⏱️ 09.01.2024):
```
ip install carefree-learn
```

Show 1 hidden projects...

deltapy (🥉12 · ⭐ 540 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

PaddleOCR (🥇41 · ⭐ 45K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2

GitHub (👨‍💻 270 · 🔀 7.8K · 📥 940K · 📦 4K · 📋 9.5K - 1% open · ⏱️ 24.12.2024):
```
it clone https://github.com/PaddlePaddle/PaddleOCR
```
PyPi (📥 380K / month · 📦 110 · ⏱️ 22.10.2024):
```
ip install paddleocr
```

EasyOCR (🥇35 · ⭐ 25K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2

GitHub (👨‍💻 130 · 🔀 3.2K · 📥 17M · 📦 10K · 📋 1K - 42% open · ⏱️ 24.09.2024):
```
it clone https://github.com/JaidedAI/EasyOCR
```
PyPi (📥 720K / month · 📦 210 · ⏱️ 24.09.2024):
```
ip install easyocr
```

OCRmyPDF (🥇35 · ⭐ 14K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0

GitHub (👨‍💻 100 · 🔀 1K · 📥 6.1K · 📦 1.1K · 📋 1.2K - 9% open · ⏱️ 13.12.2024):
```
it clone https://github.com/ocrmypdf/OCRmyPDF
```
PyPi (📥 170K / month · 📦 37 · ⏱️ 09.12.2024):
```
ip install ocrmypdf
```
Conda (📥 86K · ⏱️ 16.06.2023):
```
onda install -c conda-forge ocrmypdf
```

Tesseract (🥈32 · ⭐ 5.9K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2

GitHub (👨‍💻 49 · 🔀 720 · 📋 360 - 2% open · ⏱️ 22.11.2024):
```
it clone https://github.com/madmaze/pytesseract
```
PyPi (📥 2.4M / month · 📦 970 · ⏱️ 16.08.2024):
```
ip install pytesseract
```

Conda (📥 640K · ⏱️ 15.10.2023):

onda install -c conda-forge pytesseract

tesserocr (🥈30 · ⭐ 2K) - A Python wrapper for the tesseract-ocr API. MIT

GitHub (👨‍💻 30 · 🔀 250 · 📥 710 · 📦 1.1K · 📋 280 - 18% open · ⏱️ 25.11.2024):
```
it clone https://github.com/sirfz/tesserocr
```
PyPi (📥 78K / month · 📦 36 · ⏱️ 26.08.2024):
```
ip install tesserocr
```
Conda (📥 210K · ⏱️ 13.09.2024):
```
onda install -c conda-forge tesserocr
```

MMOCR (🥉27 · ⭐ 4.4K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2

GitHub (👨‍💻 90 · 🔀 750 · 📦 190 · 📋 930 - 20% open · ⏱️ 27.11.2024):
```
it clone https://github.com/open-mmlab/mmocr
```
PyPi (📥 4.1K / month · 📦 4 · ⏱️ 05.05.2022):
```
ip install mmocr
```

Show 6 hidden projects...

keras-ocr (🥉25 · ⭐ 1.4K · 💀) - A packaged and flexible version of the CRAFT text detector.. MIT
calamari (🥉24 · ⭐ 1.1K) - Line based ATR Engine based on OCRopy. ❗️GPL-3.0
pdftabextract (🥉21 · ⭐ 2.2K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
attention-ocr (🥉21 · ⭐ 1.1K · 💀) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
doc2text (🥉20 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
Mozart (🥉10 · ⭐ 630 · 💀) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

Data Containers & Structures

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

🔗 best-of-python - Data Containers ( ⭐ 3.7K) - 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 ( ⭐ 3.7K) - 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 ( ⭐ 2.4K) - Collection of web-scraping and crawling libraries.

Data Pipelines & Streaming

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

🔗 best-of-python - Data Pipelines ( ⭐ 3.7K) - Libraries for data batch- and stream-processing,..

Distributed Machine Learning

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

Ray (🥇46 · ⭐ 35K) - Ray is an AI compute engine. Ray consists of a core distributed runtime.. Apache-2

GitHub (👨‍💻 1.1K · 🔀 5.9K · 📥 250 · 📦 20K · 📋 20K - 21% open · ⏱️ 25.12.2024):
```
it clone https://github.com/ray-project/ray
```
PyPi (📥 5.8M / month · 📦 820 · ⏱️ 03.12.2024):
```
ip install ray
```
Conda (📥 500K · ⏱️ 20.12.2024):
```
onda install -c conda-forge ray-tune
```

dask (🥇44 · ⭐ 13K) - Parallel computing with task scheduling. BSD-3

GitHub (👨‍💻 610 · 🔀 1.7K · 📦 68K · 📋 5.4K - 20% open · ⏱️ 23.12.2024):
```
it clone https://github.com/dask/dask
```
PyPi (📥 13M / month · 📦 2.6K · ⏱️ 17.12.2024):
```
ip install dask
```
Conda (📥 12M · ⏱️ 17.12.2024):
```
onda install -c conda-forge dask
```

DeepSpeed (🥇41 · ⭐ 36K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2

GitHub (👨‍💻 360 · 🔀 4.2K · 📦 10K · 📋 3K - 36% open · ⏱️ 20.12.2024):
```
it clone https://github.com/microsoft/DeepSpeed
```
PyPi (📥 580K / month · 📦 240 · ⏱️ 18.12.2024):
```
ip install deepspeed
```
Docker Hub (📥 21K · ⭐ 4 · ⏱️ 02.09.2022):
```
ocker pull deepspeed/deepspeed
```

dask.distributed (🥇40 · ⭐ 1.6K) - A distributed task scheduler for Dask. BSD-3

GitHub (👨‍💻 330 · 🔀 720 · 📦 38K · 📋 4K - 39% open · ⏱️ 20.12.2024):
```
it clone https://github.com/dask/distributed
```
PyPi (📥 5.4M / month · 📦 890 · ⏱️ 17.12.2024):
```
ip install distributed
```

Conda (📥 16M · ⏱️ 17.12.2024):

onda install -c conda-forge distributed

horovod (🥈36 · ⭐ 14K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2

GitHub (👨‍💻 170 · 🔀 2.2K · 📦 1.3K · 📋 2.3K - 17% open · ⏱️ 31.08.2024):
```
it clone https://github.com/horovod/horovod
```
PyPi (📥 87K / month · 📦 33 · ⏱️ 12.06.2023):
```
ip install horovod
```

metrics (🥈36 · ⭐ 2.2K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2

GitHub (👨‍💻 260 · 🔀 410 · 📥 6K · 📦 34K · 📋 900 - 8% open · ⏱️ 25.12.2024):
```
it clone https://github.com/Lightning-AI/metrics
```
PyPi (📥 4.2K / month · 📦 2 · ⏱️ 28.04.2018):
```
ip install metrics
```

Conda (📥 1.7M · ⏱️ 26.12.2024):

onda install -c conda-forge torchmetrics

H2O-3 (🥈34 · ⭐ 7K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2

GitHub (👨‍💻 270 · 🔀 2K · 📦 21 · 📋 9.5K - 29% open · ⏱️ 18.12.2024):
```
it clone https://github.com/h2oai/h2o-3
```
PyPi (📥 210K / month · 📦 49 · ⏱️ 02.11.2024):
```
ip install h2o
```

ColossalAI (🥈33 · ⭐ 39K) - Making large AI models cheaper, faster and more accessible. Apache-2

GitHub (👨‍💻 190 · 🔀 4.3K · 📦 450 · 📋 1.7K - 26% open · ⏱️ 25.12.2024):
```
it clone https://github.com/hpcaitech/colossalai
```

BigDL (🥈33 · ⭐ 6.8K) - Accelerate local LLM inference and finetuning (LLaMA, Mistral,.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.3K · 📥 640 · 📋 2.7K - 38% open · ⏱️ 26.12.2024):
```
it clone https://github.com/intel-analytics/BigDL
```
PyPi (📥 25K / month · 📦 2 · ⏱️ 24.03.2024):
```
ip install bigdl
```

Maven (📦 5 · ⏱️ 20.04.2021):

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

FairScale (🥈31 · ⭐ 3.2K · 💤) - PyTorch extensions for high performance and large scale.. BSD-3

GitHub (👨‍💻 75 · 🔀 280 · 📦 7.1K · 📋 390 - 26% open · ⏱️ 03.05.2024):
```
it clone https://github.com/facebookresearch/fairscale
```
PyPi (📥 390K / month · 📦 150 · ⏱️ 11.12.2022):
```
ip install fairscale
```
Conda (📥 360K · ⏱️ 28.11.2023):
```
onda install -c conda-forge fairscale
```

SynapseML (🥈29 · ⭐ 5.1K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 120 · 🔀 830 · 📋 790 - 48% open · ⏱️ 02.12.2024):
```
it clone https://github.com/microsoft/SynapseML
```
PyPi (📥 240K / month · 📦 5 · ⏱️ 16.10.2024):
```
ip install synapseml
```

mpi4py (🥈29 · ⭐ 820) - Python bindings for MPI. BSD-3

GitHub (👨‍💻 27 · 🔀 120 · 📥 29K · 📋 190 - 4% open · ⏱️ 21.12.2024):
```
it clone https://github.com/mpi4py/mpi4py
```
PyPi (📥 350K / month · 📦 750 · ⏱️ 11.10.2024):
```
ip install mpi4py
```
Conda (📥 3.2M · ⏱️ 12.10.2024):
```
onda install -c conda-forge mpi4py
```

petastorm (🥈28 · ⭐ 1.8K · 💤) - Petastorm library enables single machine or distributed.. Apache-2

GitHub (👨‍💻 50 · 🔀 280 · 📥 550 · 📦 190 · 📋 320 - 53% open · ⏱️ 02.12.2023):
```
it clone https://github.com/uber/petastorm
```
PyPi (📥 160K / month · 📦 8 · ⏱️ 03.02.2023):
```
ip install petastorm
```

Submit it (🥈28 · ⭐ 1.3K) - Python 3.8+ toolbox for submitting jobs to Slurm. MIT

GitHub (👨‍💻 25 · 🔀 130 · 📦 3.7K · 📋 130 - 38% open · ⏱️ 18.09.2024):
```
it clone https://github.com/facebookincubator/submitit
```
PyPi (📥 400K / month · 📦 49 · ⏱️ 18.09.2024):
```
ip install submitit
```
Conda (📥 45K · ⏱️ 19.11.2024):
```
onda install -c conda-forge submitit
```

dask-ml (🥈28 · ⭐ 910) - Scalable Machine Learning with Dask. BSD-3

GitHub (👨‍💻 80 · 🔀 260 · 📦 1.2K · 📋 540 - 52% open · ⏱️ 25.11.2024):
```
it clone https://github.com/dask/dask-ml
```
PyPi (📥 130K / month · 📦 93 · ⏱️ 02.04.2024):
```
ip install dask-ml
```
Conda (📥 930K · ⏱️ 17.06.2024):
```
onda install -c conda-forge dask-ml
```

Apache Singa (🥉24 · ⭐ 3.4K) - a distributed deep learning platform. Apache-2

GitHub (👨‍💻 94 · 🔀 1.2K · 📦 5 · 📋 140 - 36% open · ⏱️ 29.11.2024):
```
it clone https://github.com/apache/singa
```
Conda (📥 870 · ⏱️ 16.06.2023):
```
onda install -c nusdbsystem singa
```
Docker Hub (📥 8.5K · ⭐ 4 · ⏱️ 31.05.2022):
```
ocker pull apache/singa
```

Hivemind (🥉24 · ⭐ 2.1K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT

GitHub (👨‍💻 33 · 🔀 170 · 📦 110 · 📋 180 - 43% open · ⏱️ 05.11.2024):
```
it clone https://github.com/learning-at-home/hivemind
```
PyPi (📥 1K / month · 📦 10 · ⏱️ 31.08.2023):
```
ip install hivemind
```

MMLSpark (🥉23 · ⭐ 5.1K) - Simple and Distributed Machine Learning. MIT

GitHub (👨‍💻 120 · 🔀 830 · 📋 790 - 48% open · ⏱️ 02.12.2024):
```
it clone https://github.com/microsoft/SynapseML
```
PyPi (⏱️ 18.03.2020):
```
ip install mmlspark
```

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

GitHub (👨‍💻 110 · 🔀 730 · 📋 1.3K - 32% open · ⏱️ 20.11.2024):
```
it clone https://github.com/intel-analytics/analytics-zoo
```
PyPi (📥 2.6K / month · 📦 1 · ⏱️ 22.08.2022):
```
ip install analytics-zoo
```

Show 17 hidden projects...

DEAP (🥈33 · ⭐ 5.9K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈31 · ⭐ 2.6K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
TensorFlowOnSpark (🥉26 · ⭐ 3.9K · 💀) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
Elephas (🥉25 · ⭐ 1.6K · 💀) - Distributed Deep learning with Keras & Spark. MIT keras
BytePS (🥉22 · ⭐ 3.6K · 💀) - A high performance and generic framework for distributed DNN.. Apache-2
Mesh (🥉22 · ⭐ 1.6K · 💀) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
sk-dist (🥉21 · ⭐ 280 · 💀) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
somoclu (🥉20 · ⭐ 270 · 💤) - Massively parallel self-organizing maps: accelerate training on.. MIT
launchpad (🥉19 · ⭐ 320 · 💀) - Launchpad is a library that simplifies writing.. Apache-2
mesh-transformer-jax (🥉18 · ⭐ 6.3K · 💀) - Model parallel transformers in JAX and Haiku. Apache-2
bluefog (🥉18 · ⭐ 300 · 💀) - Distributed and decentralized training framework for PyTorch.. Apache-2
Fiber (🥉17 · ⭐ 1K · 💀) - Distributed Computing for AI Made Simple. Apache-2
parallelformers (🥉17 · ⭐ 780 · 💀) - Parallelformers: An Efficient Model Parallelization.. Apache-2
TensorFrames (🥉16 · ⭐ 720 · 💀) - Tensorflow wrapper for DataFrames on Apache Spark. Apache-2
LazyCluster (🥉14 · ⭐ 49 · 💀) - Distributed machine learning made simple. Apache-2
autodist (🥉12 · ⭐ 130 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2
moolib (🥉11 · ⭐ 370 · 💀) - A library for distributed ML training with PyTorch. MIT

Hyperparameter Optimization & AutoML

Libraries for hyperparameter optimization, automl and neural architecture search.

Optuna (🥇43 · ⭐ 11K) - A hyperparameter optimization framework. MIT

GitHub (👨‍💻 280 · 🔀 1K · 📦 20K · 📋 1.7K - 3% open · ⏱️ 26.12.2024):
```
it clone https://github.com/optuna/optuna
```
PyPi (📥 3.6M / month · 📦 1K · ⏱️ 12.11.2024):
```
ip install optuna
```
Conda (📥 2M · ⏱️ 23.12.2024):
```
onda install -c conda-forge optuna
```

AutoGluon (🥇36 · ⭐ 8.2K) - Fast and Accurate ML in 3 Lines of Code. Apache-2

GitHub (👨‍💻 130 · 🔀 940 · 📦 910 · 📋 1.5K - 24% open · ⏱️ 19.12.2024):
```
it clone https://github.com/autogluon/autogluon
```
PyPi (📥 160K / month · 📦 30 · ⏱️ 26.12.2024):
```
ip install autogluon
```
Conda (📥 25K · ⏱️ 12.12.2024):
```
onda install -c conda-forge autogluon
```
Docker Hub (📥 12K · ⭐ 17 · ⏱️ 07.03.2024):
```
ocker pull autogluon/autogluon
```

Ax (🥇36 · ⭐ 2.4K) - Adaptive Experimentation Platform. MIT

GitHub (👨‍💻 180 · 🔀 310 · 📦 860 · 📋 800 - 9% open · ⏱️ 24.12.2024):
```
it clone https://github.com/facebook/Ax
```
PyPi (📥 110K / month · 📦 54 · ⏱️ 23.09.2024):
```
ip install ax-platform
```

Conda (📥 31K · ⏱️ 23.12.2024):

onda install -c conda-forge ax-platform

Hyperopt (🥇34 · ⭐ 7.3K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3

GitHub (👨‍💻 100 · 🔀 1.1K · 📦 18K · 📋 690 - 20% open · ⏱️ 25.09.2024):
```
it clone https://github.com/hyperopt/hyperopt
```
PyPi (📥 2.2M / month · 📦 450 · ⏱️ 17.11.2021):
```
ip install hyperopt
```
Conda (📥 810K · ⏱️ 20.12.2024):
```
onda install -c conda-forge hyperopt
```

BoTorch (🥇34 · ⭐ 3.1K) - Bayesian optimization in PyTorch. MIT

GitHub (👨‍💻 140 · 🔀 400 · 📦 1.3K · 📋 560 - 14% open · ⏱️ 24.12.2024):
```
it clone https://github.com/pytorch/botorch
```
PyPi (📥 180K / month · 📦 84 · ⏱️ 17.09.2024):
```
ip install botorch
```
Conda (📥 130K · ⏱️ 19.12.2024):
```
onda install -c conda-forge botorch
```

Bayesian Optimization (🥇33 · ⭐ 8K) - A Python implementation of global optimization with.. MIT

GitHub (👨‍💻 47 · 🔀 1.6K · 📥 170 · 📦 3.2K · 📋 370 - 2% open · ⏱️ 23.12.2024):
```
it clone https://github.com/fmfn/BayesianOptimization
```
PyPi (📥 400K / month · 📦 150 · ⏱️ 23.12.2024):
```
ip install bayesian-optimization
```

nevergrad (🥇33 · ⭐ 4K) - A Python toolbox for performing gradient-free optimization. MIT

GitHub (👨‍💻 57 · 🔀 360 · 📦 800 · 📋 310 - 39% open · ⏱️ 05.12.2024):
```
it clone https://github.com/facebookresearch/nevergrad
```
PyPi (📥 120K / month · 📦 62 · ⏱️ 01.12.2024):
```
ip install nevergrad
```
Conda (📥 57K · ⏱️ 09.01.2024):
```
onda install -c conda-forge nevergrad
```

AutoKeras (🥈32 · ⭐ 9.2K) - AutoML library for deep learning. Apache-2

GitHub (👨‍💻 140 · 🔀 1.4K · 📥 19K · 📦 780 · 📋 900 - 16% open · ⏱️ 16.12.2024):
```
it clone https://github.com/keras-team/autokeras
```
PyPi (📥 24K / month · 📦 13 · ⏱️ 20.03.2024):
```
ip install autokeras
```

featuretools (🥈31 · ⭐ 7.3K) - An open source python library for automated feature engineering. BSD-3

GitHub (👨‍💻 74 · 🔀 880 · 📦 1.9K · 📋 1K - 15% open · ⏱️ 13.11.2024):
```
it clone https://github.com/alteryx/featuretools
```
PyPi (📥 60K / month · 📦 74 · ⏱️ 14.05.2024):
```
ip install featuretools
```

Conda (📥 220K · ⏱️ 15.05.2024):

onda install -c conda-forge featuretools

Keras Tuner (🥈31 · ⭐ 2.9K) - A Hyperparameter Tuning Library for Keras. Apache-2

GitHub (👨‍💻 61 · 🔀 400 · 📦 4.9K · 📋 490 - 44% open · ⏱️ 24.06.2024):
```
it clone https://github.com/keras-team/keras-tuner
```
PyPi (📥 380K / month · 📦 120 · ⏱️ 04.03.2024):
```
ip install keras-tuner
```

Conda (📥 45K · ⏱️ 25.12.2024):

onda install -c conda-forge keras-tuner

lazypredict (🥈30 · ⭐ 3K) - Lazy Predict help build a lot of basic models without much code.. MIT

GitHub (👨‍💻 18 · 🔀 350 · 📦 1.2K · 📋 140 - 70% open · ⏱️ 03.11.2024):
```
it clone https://github.com/shankarpandala/lazypredict
```
PyPi (📥 17K / month · 📦 6 · ⏱️ 02.11.2024):
```
ip install lazypredict
```

Conda (📥 3.9K · ⏱️ 16.06.2023):

onda install -c conda-forge lazypredict

mljar-supervised (🥈29 · ⭐ 3.1K) - Python package for AutoML on Tabular Data with Feature.. MIT

GitHub (👨‍💻 29 · 🔀 410 · 📦 140 · 📋 660 - 21% open · ⏱️ 26.11.2024):
```
it clone https://github.com/mljar/mljar-supervised
```
PyPi (📥 11K / month · 📦 6 · ⏱️ 12.11.2024):
```
ip install mljar-supervised
```

Conda (📥 28K · ⏱️ 12.11.2024):

onda install -c conda-forge mljar-supervised

Talos (🥈25 · ⭐ 1.6K · 💤) - Hyperparameter Experiments with TensorFlow and Keras. MIT

GitHub (👨‍💻 23 · 🔀 270 · 📦 190 · 📋 400 - 2% open · ⏱️ 22.04.2024):
```
it clone https://github.com/autonomio/talos
```
PyPi (📥 1.4K / month · 📦 8 · ⏱️ 21.04.2024):
```
ip install talos
```

FEDOT (🥈24 · ⭐ 650) - Automated modeling and machine learning framework FEDOT. BSD-3

GitHub (👨‍💻 36 · 🔀 88 · 📦 55 · 📋 550 - 10% open · ⏱️ 25.12.2024):
```
it clone https://github.com/nccr-itmo/FEDOT
```
PyPi (📥 1.4K / month · 📦 5 · ⏱️ 28.08.2024):
```
ip install fedot
```

Hyperactive (🥈24 · ⭐ 520) - An optimization and data collection toolbox for convenient and fast.. MIT

GitHub (👨‍💻 9 · 🔀 42 · 📥 290 · 📦 36 · 📋 77 - 18% open · ⏱️ 13.11.2024):
```
it clone https://github.com/SimonBlanke/Hyperactive
```
PyPi (📥 2.6K / month · 📦 13 · ⏱️ 15.08.2024):
```
ip install hyperactive
```

featurewiz (🥉21 · ⭐ 600 · 💤) - Use advanced feature engineering strategies and select best.. Apache-2

GitHub (👨‍💻 18 · 🔀 90 · 📦 79 · 📋 100 - 8% open · ⏱️ 02.05.2024):
```
it clone https://github.com/AutoViML/featurewiz
```
PyPi (📥 46K / month · 📦 2 · ⏱️ 10.02.2024):
```
ip install featurewiz
```

AlphaPy (🥉20 · ⭐ 1.2K) - Python AutoML for Trading Systems and Sports Betting. Apache-2

GitHub (👨‍💻 5 · 🔀 200 · 📦 6 · 📋 42 - 30% open · ⏱️ 15.12.2024):
```
it clone https://github.com/ScottfreeLLC/AlphaPy
```
PyPi (📥 730 / month · ⏱️ 29.08.2020):
```
ip install alphapy
```

opytimizer (🥉20 · ⭐ 610) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2

GitHub (👨‍💻 4 · 🔀 42 · 📦 19 · ⏱️ 18.08.2024):
```
it clone https://github.com/gugarosa/opytimizer
```
PyPi (📥 400 / month · ⏱️ 18.08.2024):
```
ip install opytimizer
```

Auto ViML (🥉20 · ⭐ 530 · 💤) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2

GitHub (👨‍💻 9 · 🔀 100 · 📦 27 · 📋 34 - 2% open · ⏱️ 11.05.2024):
```
it clone https://github.com/AutoViML/Auto_ViML
```
PyPi (📥 5.8K / month · 📦 3 · ⏱️ 11.05.2024):
```
ip install autoviml
```

shap-hypetune (🥉18 · ⭐ 570 · 💤) - A python package for simultaneous Hyperparameters Tuning and.. MIT

GitHub (👨‍💻 3 · 🔀 69 · 📦 20 · 📋 36 - 11% open · ⏱️ 21.02.2024):
```
it clone https://github.com/cerlymarco/shap-hypetune
```
PyPi (📥 2.1K / month · 📦 2 · ⏱️ 21.02.2024):
```
ip install shap-hypetune
```

Show 32 hidden projects...

scikit-optimize (🥈32 · ⭐ 2.8K · 💀) - Sequential model-based optimization with a.. BSD-3
NNI (🥈31 · ⭐ 14K · 💀) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
TPOT (🥈31 · ⭐ 9.8K · 💤) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
auto-sklearn (🥈31 · ⭐ 7.7K · 💀) - Automated Machine Learning with scikit-learn. BSD-3
Hyperas (🥈27 · ⭐ 2.2K · 💀) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
SMAC3 (🥈27 · ⭐ 1.1K) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
GPyOpt (🥈26 · ⭐ 930 · 💀) - Gaussian Process Optimization using GPy. BSD-3
AdaNet (🥈24 · ⭐ 3.5K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
auto_ml (🥈24 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
lightwood (🥈24 · ⭐ 450) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
HpBandSter (🥉22 · ⭐ 610 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
Orion (🥉22 · ⭐ 290 · 💀) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
igel (🥉21 · ⭐ 3.1K · 💀) - a delightful machine learning tool that allows you to train, test, and.. MIT
MLBox (🥉21 · ⭐ 1.5K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
sklearn-deap (🥉21 · ⭐ 770 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Test Tube (🥉21 · ⭐ 740 · 💀) - Python library to easily log experiments and parallelize.. MIT
Neuraxle (🥉21 · ⭐ 610 · 💀) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2
optunity (🥉21 · ⭐ 420 · 💀) - optimization routines for hyperparameter tuning. BSD-3
Dragonfly (🥉19 · ⭐ 860 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
Auto Tune Models (🥉19 · ⭐ 530 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉19 · ⭐ 330 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Xcessiv (🥉18 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
Advisor (🥉17 · ⭐ 1.6K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
HyperparameterHunter (🥉17 · ⭐ 700 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
automl-gs (🥉16 · ⭐ 1.9K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
Parfit (🥉15 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
ENAS (🥉13 · ⭐ 2.7K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 200 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉12 · ⭐ 110 · 💤) - Better, faster hyper-parameter optimization. BSD-3
model_search (🥉11 · ⭐ 3.3K · 💀) - AutoML algorithms for model architecture search at scale. Apache-2
Devol (🥉11 · ⭐ 950 · 💀) - Genetic neural architecture search with Keras. MIT
Hypertunity (🥉10 · ⭐ 140 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2

Reinforcement Learning

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

FinRL (🥇31 · ⭐ 10K) - FinRL: Financial Reinforcement Learning. MIT

GitHub (👨‍💻 120 · 🔀 2.4K · 📦 57 · 📋 720 - 33% open · ⏱️ 13.12.2024):
```
it clone https://github.com/AI4Finance-Foundation/FinRL
```
PyPi (📥 1.4K / month · ⏱️ 08.01.2022):
```
ip install finrl
```

Dopamine (🥈28 · ⭐ 11K) - Dopamine is a research framework for fast prototyping of.. Apache-2

GitHub (👨‍💻 15 · 🔀 1.4K · 📦 21 · 📋 190 - 54% open · ⏱️ 04.11.2024):
```
it clone https://github.com/google/dopamine
```
PyPi (📥 23K / month · 📦 10 · ⏱️ 31.10.2024):
```
ip install dopamine-rl
```

TF-Agents (🥈28 · ⭐ 2.8K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2

GitHub (👨‍💻 150 · 🔀 720 · 📋 670 - 29% open · ⏱️ 12.12.2024):
```
it clone https://github.com/tensorflow/agents
```
PyPi (📥 35K / month · 📦 14 · ⏱️ 14.12.2023):
```
ip install tf-agents
```

ViZDoom (🥈28 · ⭐ 1.8K) - Reinforcement Learning environments based on the 1993 game Doom. MIT

GitHub (👨‍💻 55 · 🔀 390 · 📥 12K · 📦 280 · 📋 460 - 6% open · ⏱️ 08.09.2024):
```
it clone https://github.com/mwydmuch/ViZDoom
```
PyPi (📥 4.7K / month · 📦 15 · ⏱️ 20.08.2024):
```
ip install vizdoom
```

Acme (🥈27 · ⭐ 3.5K) - A library of reinforcement learning components and agents. Apache-2

GitHub (👨‍💻 86 · 🔀 430 · 📦 220 · 📋 270 - 23% open · ⏱️ 30.10.2024):
```
it clone https://github.com/deepmind/acme
```
PyPi (📥 1.5K / month · 📦 3 · ⏱️ 10.02.2022):
```
ip install dm-acme
```
Conda (📥 11K · ⏱️ 16.06.2023):
```
onda install -c conda-forge dm-acme
```

TensorForce (🥉26 · ⭐ 3.3K) - Tensorforce: a TensorFlow library for applied.. Apache-2

GitHub (👨‍💻 85 · 🔀 530 · 📦 460 · 📋 680 - 6% open · ⏱️ 31.07.2024):
```
it clone https://github.com/tensorforce/tensorforce
```
PyPi (📥 790 / month · 📦 4 · ⏱️ 30.08.2021):
```
ip install tensorforce
```

PARL (🥉24 · ⭐ 3.3K) - A high-performance distributed training framework for Reinforcement.. Apache-2

GitHub (👨‍💻 45 · 🔀 810 · 📦 130 · 📋 540 - 24% open · ⏱️ 09.07.2024):
```
it clone https://github.com/PaddlePaddle/PARL
```
PyPi (📥 1.1K / month · 📦 1 · ⏱️ 13.05.2022):
```
ip install parl
```

RLax (🥉24 · ⭐ 1.3K · 💤) - A library of reinforcement learning building blocks in JAX. Apache-2

GitHub (👨‍💻 21 · 🔀 88 · 📦 290 · 📋 26 - 30% open · ⏱️ 24.05.2024):
```
it clone https://github.com/deepmind/rlax
```
PyPi (📥 19K / month · 📦 11 · ⏱️ 09.01.2023):
```
ip install rlax
```

ReAgent (🥉22 · ⭐ 3.6K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3

GitHub (👨‍💻 170 · 🔀 510 · 📋 160 - 53% open · ⏱️ 26.11.2024):
```
it clone https://github.com/facebookresearch/ReAgent
```
PyPi (📥 37 / month · ⏱️ 27.05.2020):
```
ip install reagent
```

PFRL (🥉22 · ⭐ 1.2K) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

GitHub (👨‍💻 20 · 🔀 150 · 📦 120 · 📋 79 - 41% open · ⏱️ 04.08.2024):
```
it clone https://github.com/pfnet/pfrl
```
PyPi (📥 490 / month · 📦 1 · ⏱️ 16.07.2023):
```
ip install pfrl
```

rliable (🥉13 · ⭐ 790) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2

GitHub (👨‍💻 9 · 🔀 48 · 📦 170 · 📋 19 - 15% open · ⏱️ 12.08.2024):
```
it clone https://github.com/google-research/rliable
```
PyPi:
```
ip install rliable`
```

Show 12 hidden projects...

OpenAI Gym (🥇40 · ⭐ 35K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
baselines (🥇29 · ⭐ 16K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈28 · ⭐ 5.5K · 💀) - Deep Reinforcement Learning for Keras. MIT
TensorLayer (🥈27 · ⭐ 7.3K · 💀) - Deep Learning and Reinforcement Learning Library for.. Apache-2
garage (🥉25 · ⭐ 1.9K · 💀) - A toolkit for reproducible reinforcement learning research. MIT
Stable Baselines (🥉24 · ⭐ 4.2K · 💀) - A fork of OpenAI Baselines, implementations of.. MIT
ChainerRL (🥉24 · ⭐ 1.2K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
Coach (🥉20 · ⭐ 2.3K · 💀) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
SerpentAI (🥉19 · ⭐ 6.8K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 7.1K · 💀) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉13 · ⭐ 270 · 💀) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

Recommenders (🥇34 · ⭐ 20K) - Best Practices on Recommendation Systems. MIT

GitHub (👨‍💻 140 · 🔀 3.1K · 📥 650 · 📦 140 · 📋 880 - 18% open · ⏱️ 23.12.2024):
```
it clone https://github.com/microsoft/recommenders
```
PyPi (📥 38K / month · 📦 4 · ⏱️ 24.12.2024):
```
ip install recommenders
```

torchrec (🥇31 · ⭐ 2K) - Pytorch domain library for recommendation systems. BSD-3

GitHub (👨‍💻 310 · 🔀 440 · 📦 160 · 📋 440 - 72% open · ⏱️ 25.12.2024):
```
it clone https://github.com/pytorch/torchrec
```
PyPi (📥 17K / month · ⏱️ 12.05.2022):
```
ip install torchrec-nightly-cpu
```

Cornac (🥈28 · ⭐ 900 · 📈) - A Comparative Framework for Multimodal Recommender Systems. Apache-2

GitHub (👨‍💻 22 · 🔀 150 · 📦 250 · 📋 160 - 14% open · ⏱️ 24.12.2024):
```
it clone https://github.com/PreferredAI/cornac
```
PyPi (📥 40K / month · 📦 18 · ⏱️ 24.12.2024):
```
ip install cornac
```
Conda (📥 640K · ⏱️ 24.12.2024):
```
onda install -c conda-forge cornac
```

scikit-surprise (🥈27 · ⭐ 6.4K) - A Python scikit for building and analyzing recommender.. BSD-3

GitHub (👨‍💻 46 · 🔀 1K · 📦 21 · 📋 400 - 21% open · ⏱️ 14.06.2024):
```
it clone https://github.com/NicolasHug/Surprise
```
PyPi (📥 130K / month · 📦 37 · ⏱️ 19.05.2024):
```
ip install scikit-surprise
```

Conda (📥 440K · ⏱️ 20.05.2024):

onda install -c conda-forge scikit-surprise

TF Ranking (🥈25 · ⭐ 2.8K · 💤) - Learning to Rank in TensorFlow. Apache-2

GitHub (👨‍💻 36 · 🔀 480 · 📋 330 - 27% open · ⏱️ 18.03.2024):
```
it clone https://github.com/tensorflow/ranking
```
PyPi (📥 59K / month · 📦 15 · ⏱️ 18.03.2024):
```
ip install tensorflow_ranking
```

TF Recommenders (🥈25 · ⭐ 1.9K) - TensorFlow Recommenders is a library for building.. Apache-2

GitHub (👨‍💻 43 · 🔀 280 · 📋 450 - 59% open · ⏱️ 05.12.2024):
```
it clone https://github.com/tensorflow/recommenders
```
PyPi (📥 290K / month · 📦 2 · ⏱️ 03.02.2023):
```
ip install tensorflow-recommenders
```

RecBole (🥉24 · ⭐ 3.5K) - A unified, comprehensive and efficient recommendation library. MIT

GitHub (👨‍💻 74 · 🔀 620 · 📋 1K - 28% open · ⏱️ 05.09.2024):
```
it clone https://github.com/RUCAIBox/RecBole
```
PyPi (📥 58K / month · 📦 2 · ⏱️ 31.10.2023):
```
ip install recbole
```
Conda (📥 7.2K · ⏱️ 01.11.2023):
```
onda install -c aibox recbole
```

Show 10 hidden projects...

implicit (🥈29 · ⭐ 3.6K · 💀) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
lightfm (🥈28 · ⭐ 4.8K · 💀) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2
lkpy (🥈25 · ⭐ 270) - Python recommendation toolkit. MIT
fastFM (🥉22 · ⭐ 1.1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
tensorrec (🥉21 · ⭐ 1.3K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
recmetrics (🥉19 · ⭐ 570 · 💀) - A library of metrics for evaluating recommender systems. MIT
Spotlight (🥉18 · ⭐ 3K · 💀) - Deep recommender models using PyTorch. MIT
Case Recommender (🥉18 · ⭐ 490 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
Collie (🥉17 · ⭐ 110 · 💀) - A library for preparing, training, and evaluating scalable deep.. BSD-3
OpenRec (🥉16 · ⭐ 410 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2

Privacy Machine Learning

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

PySyft (🥇35 · ⭐ 9.6K) - Perform data science on data that remains in someone elses server. Apache-2

GitHub (👨‍💻 520 · 🔀 2K · 📥 2.4K · 📦 1 · 📋 3.4K - 1% open · ⏱️ 03.11.2024):
```
it clone https://github.com/OpenMined/PySyft
```
PyPi (📥 9.1K / month · 📦 4 · ⏱️ 03.11.2024):
```
ip install syft
```

Opacus (🥈32 · ⭐ 1.7K) - Training PyTorch models with differential privacy. Apache-2

GitHub (👨‍💻 82 · 🔀 340 · 📥 140 · 📦 940 · 📋 320 - 22% open · ⏱️ 20.12.2024):
```
it clone https://github.com/pytorch/opacus
```
PyPi (📥 90K / month · 📦 36 · ⏱️ 03.08.2024):
```
ip install opacus
```
Conda (📥 19K · ⏱️ 05.08.2024):
```
onda install -c conda-forge opacus
```

FATE (🥈26 · ⭐ 5.8K) - An Industrial Grade Federated Learning Framework. Apache-2

GitHub (👨‍💻 100 · 🔀 1.6K · 📋 2.1K - 3% open · ⏱️ 19.11.2024):
```
it clone https://github.com/FederatedAI/FATE
```
PyPi (⏱️ 06.05.2020):
```
ip install ETAF
```

TensorFlow Privacy (🥉25 · ⭐ 1.9K) - Library for training machine learning models with.. Apache-2

GitHub (👨‍💻 59 · 🔀 440 · 📥 180 · 📋 210 - 55% open · ⏱️ 25.11.2024):
```
it clone https://github.com/tensorflow/privacy
```
PyPi (📥 18K / month · 📦 21 · ⏱️ 14.02.2024):
```
ip install tensorflow-privacy
```

CrypTen (🥉24 · ⭐ 1.6K) - A framework for Privacy Preserving Machine Learning. MIT

GitHub (👨‍💻 39 · 🔀 280 · 📦 47 · 📋 280 - 28% open · ⏱️ 23.11.2024):
```
it clone https://github.com/facebookresearch/CrypTen
```
PyPi (📥 450 / month · 📦 1 · ⏱️ 08.12.2022):
```
ip install crypten
```

TFEncrypted (🥉24 · ⭐ 1.2K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2

GitHub (👨‍💻 29 · 🔀 210 · 📦 68 · 📋 440 - 32% open · ⏱️ 25.09.2024):
```
it clone https://github.com/tf-encrypted/tf-encrypted
```
PyPi (📥 780 / month · 📦 9 · ⏱️ 16.11.2022):
```
ip install tf-encrypted
```

Show 1 hidden projects...

PipelineDP (🥉20 · ⭐ 280) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

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

mlflow (🥇44 · ⭐ 19K) - Open source platform for the machine learning lifecycle. Apache-2

GitHub (👨‍💻 810 · 🔀 4.3K · 📦 49K · 📋 4.3K - 38% open · ⏱️ 26.12.2024):
```
it clone https://github.com/mlflow/mlflow
```
PyPi (📥 14M / month · 📦 930 · ⏱️ 11.12.2024):
```
ip install mlflow
```
Conda (📥 2.6M · ⏱️ 12.12.2024):
```
onda install -c conda-forge mlflow
```

Tensorboard (🥇43 · ⭐ 6.8K) - TensorFlows Visualization Toolkit. Apache-2

GitHub (👨‍💻 320 · 🔀 1.7K · 📦 280K · 📋 1.9K - 35% open · ⏱️ 18.12.2024):
```
it clone https://github.com/tensorflow/tensorboard
```
PyPi (📥 26M / month · 📦 2.2K · ⏱️ 25.09.2024):
```
ip install tensorboard
```

Conda (📥 5.2M · ⏱️ 10.12.2024):

onda install -c conda-forge tensorboard

wandb client (🥇42 · ⭐ 9.3K) - The AI developer platform. Use Weights & Biases to train and fine-.. MIT

GitHub (👨‍💻 200 · 🔀 680 · 📥 420 · 📦 62K · 📋 3.4K - 17% open · ⏱️ 25.12.2024):
```
it clone https://github.com/wandb/client
```
PyPi (📥 18M / month · 📦 1.6K · ⏱️ 13.12.2024):
```
ip install wandb
```
Conda (📥 810K · ⏱️ 14.12.2024):
```
onda install -c conda-forge wandb
```

DVC (🥇41 · ⭐ 14K) - Data Versioning and ML Experiments. Apache-2

GitHub (👨‍💻 310 · 🔀 1.2K · 📦 20K · 📋 4.7K - 5% open · ⏱️ 26.12.2024):
```
it clone https://github.com/iterative/dvc
```
PyPi (📥 490K / month · 📦 130 · ⏱️ 01.12.2024):
```
ip install dvc
```
Conda (📥 2.5M · ⏱️ 20.12.2024):
```
onda install -c conda-forge dvc
```

SageMaker SDK (🥇41 · ⭐ 2.1K) - A library for training and deploying machine learning.. Apache-2

GitHub (👨‍💻 460 · 🔀 1.1K · 📦 5K · 📋 1.6K - 22% open · ⏱️ 23.12.2024):
```
it clone https://github.com/aws/sagemaker-python-sdk
```
PyPi (📥 25M / month · 📦 160 · ⏱️ 05.12.2024):
```
ip install sagemaker
```

Conda (📥 1.3M · ⏱️ 17.12.2024):

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

PyCaret (🥈35 · ⭐ 9K) - An open-source, low-code machine learning library in Python. MIT

GitHub (👨‍💻 140 · 🔀 1.8K · 📥 720 · 📦 6.9K · 📋 2.3K - 16% open · ⏱️ 30.08.2024):
```
it clone https://github.com/pycaret/pycaret
```
PyPi (📥 340K / month · 📦 31 · ⏱️ 28.04.2024):
```
ip install pycaret
```
Conda (📥 60K · ⏱️ 25.04.2024):
```
onda install -c conda-forge pycaret
```

Metaflow (🥈35 · ⭐ 8.4K) - Open Source AI/ML Platform. Apache-2

GitHub (👨‍💻 100 · 🔀 780 · 📦 780 · 📋 760 - 42% open · ⏱️ 20.12.2024):
```
it clone https://github.com/Netflix/metaflow
```
PyPi (📥 1.1M / month · 📦 47 · ⏱️ 20.12.2024):
```
ip install metaflow
```
Conda (📥 240K · ⏱️ 05.12.2024):
```
onda install -c conda-forge metaflow
```

snakemake (🥈34 · ⭐ 2.3K) - This is the development home of the workflow management system.. MIT

GitHub (👨‍💻 350 · 🔀 560 · 📦 2.2K · 📋 1.8K - 61% open · ⏱️ 23.12.2024):
```
it clone https://github.com/snakemake/snakemake
```
PyPi (📥 84K / month · 📦 260 · ⏱️ 23.12.2024):
```
ip install snakemake
```
Conda (📥 1.3M · ⏱️ 23.12.2024):
```
onda install -c bioconda snakemake
```

tensorboardX (🥈33 · ⭐ 7.9K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT

GitHub (👨‍💻 82 · 🔀 860 · 📥 460 · 📦 52K · 📋 460 - 17% open · ⏱️ 24.12.2024):
```
it clone https://github.com/lanpa/tensorboardX
```
PyPi (📥 2.8M / month · 📦 620 · ⏱️ 20.08.2023):
```
ip install tensorboardX
```

Conda (📥 1.2M · ⏱️ 20.12.2024):

onda install -c conda-forge tensorboardx

kaggle (🥈33 · ⭐ 6.4K) - Official Kaggle API. Apache-2

GitHub (👨‍💻 48 · 🔀 1.1K · 📦 21 · 📋 490 - 29% open · ⏱️ 23.12.2024):
```
it clone https://github.com/Kaggle/kaggle-api
```
PyPi (📥 230K / month · 📦 210 · ⏱️ 24.07.2024):
```
ip install kaggle
```
Conda (📥 200K · ⏱️ 27.07.2024):
```
onda install -c conda-forge kaggle
```

ClearML (🥈33 · ⭐ 5.8K) - ClearML - Auto-Magical CI/CD to streamline your AI workload... Apache-2

GitHub (👨‍💻 100 · 🔀 660 · 📥 3K · 📦 1.5K · 📋 1.1K - 46% open · ⏱️ 25.12.2024):
```
it clone https://github.com/allegroai/clearml
```
PyPi (📥 330K / month · 📦 51 · ⏱️ 18.12.2024):
```
ip install clearml
```
Docker Hub (📥 30K · ⏱️ 05.10.2020):
```
ocker pull allegroai/trains
```

aim (🥈32 · ⭐ 5.3K) - Aim An easy-to-use & supercharged open-source experiment tracker. Apache-2

GitHub (👨‍💻 78 · 🔀 320 · 📦 770 · 📋 1.1K - 36% open · ⏱️ 18.12.2024):
```
it clone https://github.com/aimhubio/aim
```
PyPi (📥 120K / month · 📦 40 · ⏱️ 18.12.2024):
```
ip install aim
```
Conda (📥 91K · ⏱️ 14.06.2024):
```
onda install -c conda-forge aim
```

sacred (🥈32 · ⭐ 4.3K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT

GitHub (👨‍💻 110 · 🔀 380 · 📦 3.3K · 📋 560 - 18% open · ⏱️ 26.11.2024):
```
it clone https://github.com/IDSIA/sacred
```
PyPi (📥 91K / month · 📦 60 · ⏱️ 26.11.2024):
```
ip install sacred
```
Conda (📥 7.4K · ⏱️ 28.11.2023):
```
onda install -c conda-forge sacred
```

AzureML SDK (🥈32 · ⭐ 4.1K) - Python notebooks with ML and deep learning examples with Azure.. MIT

GitHub (👨‍💻 64 · 🔀 2.5K · 📥 660 · 📋 1.5K - 26% open · ⏱️ 16.12.2024):
```
it clone https://github.com/Azure/MachineLearningNotebooks
```
PyPi (📥 300K / month · 📦 31 · ⏱️ 10.12.2024):
```
ip install azureml-sdk
```

VisualDL (🥈30 · ⭐ 4.8K) - Deep Learning Visualization Toolkit. Apache-2

GitHub (👨‍💻 36 · 🔀 630 · 📥 480 · 📦 2 · 📋 500 - 28% open · ⏱️ 11.12.2024):
```
it clone https://github.com/PaddlePaddle/VisualDL
```
PyPi (📥 230K / month · 📦 82 · ⏱️ 30.10.2024):
```
ip install visualdl
```

Neptune.ai (🥈29 · ⭐ 590) - The experiment tracker for foundation model training. Apache-2

GitHub (👨‍💻 55 · 🔀 64 · 📦 700 · 📋 240 - 11% open · ⏱️ 19.12.2024):
```
it clone https://github.com/neptune-ai/neptune-client
```
PyPi (📥 530K / month · 📦 77 · ⏱️ 31.10.2024):
```
ip install neptune-client
```

Conda (📥 300K · ⏱️ 31.10.2024):

onda install -c conda-forge neptune-client

Labml (🥉28 · ⭐ 2.1K) - Monitor deep learning model training and hardware usage from your mobile.. MIT

GitHub (👨‍💻 9 · 🔀 140 · 📦 200 · 📋 48 - 10% open · ⏱️ 22.12.2024):
```
it clone https://github.com/labmlai/labml
```
PyPi (📥 4.6K / month · 📦 14 · ⏱️ 15.09.2024):
```
ip install labml
```

ml-metadata (🥉28 · ⭐ 630) - For recording and retrieving metadata associated with ML.. Apache-2

GitHub (👨‍💻 21 · 🔀 150 · 📥 2.9K · 📦 610 · 📋 120 - 38% open · ⏱️ 24.10.2024):
```
it clone https://github.com/google/ml-metadata
```
PyPi (📥 80K / month · 📦 31 · ⏱️ 01.10.2024):
```
ip install ml-metadata
```

TNT (🥉26 · ⭐ 1.7K) - A lightweight library for PyTorch training tools and utilities. BSD-3

GitHub (👨‍💻 140 · 🔀 280 · 📋 150 - 56% open · ⏱️ 23.12.2024):
```
it clone https://github.com/pytorch/tnt
```
PyPi (📥 4.5K / month · 📦 24 · ⏱️ 29.07.2018):
```
ip install torchnet
```

quinn (🥉26 · ⭐ 650) - pyspark methods to enhance developer productivity. Apache-2

GitHub (👨‍💻 31 · 🔀 98 · 📥 53 · 📦 89 · 📋 130 - 27% open · ⏱️ 06.12.2024):
```
it clone https://github.com/MrPowers/quinn
```
PyPi (📥 690K / month · 📦 7 · ⏱️ 13.02.2024):
```
ip install quinn
```

gokart (🥉25 · ⭐ 320) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT

GitHub (👨‍💻 42 · 🔀 60 · 📦 84 · 📋 85 - 25% open · ⏱️ 23.12.2024):
```
it clone https://github.com/m3dev/gokart
```
PyPi (📥 4K / month · 📦 8 · ⏱️ 02.12.2024):
```
ip install gokart
```

keepsake (🥉17 · ⭐ 1.6K) - Version control for machine learning. Apache-2

GitHub (👨‍💻 18 · 🔀 71 · 📋 190 - 66% open · ⏱️ 03.12.2024):
```
it clone https://github.com/replicate/keepsake
```
PyPi (📥 130 / month · 📦 1 · ⏱️ 25.01.2021):
```
ip install keepsake
```

caliban (🥉16 · ⭐ 500 · 💤) - Research workflows made easy, locally and in the Cloud. Apache-2

GitHub (👨‍💻 10 · 🔀 66 · 📦 4 · 📋 34 - 55% open · ⏱️ 25.01.2024):
```
it clone https://github.com/google/caliban
```
PyPi (📥 400 / month · ⏱️ 12.09.2020):
```
ip install caliban
```

CometML (🥉15) - Supercharging Machine Learning. MIT

GitHub:

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

PyPi (📥 320K / month · 📦 83 · ⏱️ 23.12.2024):
```
ip install comet_ml
```
Conda:
```
onda install -c anaconda comet_ml
```

Show 16 hidden projects...

Catalyst (🥉28 · ⭐ 3.3K · 💀) - Accelerated deep learning R&D. Apache-2
knockknock (🥉25 · ⭐ 2.8K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
livelossplot (🥉25 · ⭐ 1.3K · 💀) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
SKLL (🥉24 · ⭐ 550) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
Guild AI (🥉23 · ⭐ 870 · 💀) - Experiment tracking, ML developer tools. Apache-2
hiddenlayer (🥉22 · ⭐ 1.8K · 💀) - Neural network graphs and training metrics for.. MIT
Studio.ml (🥉22 · ⭐ 380 · 💀) - Studio: Simplify and expedite model building process. Apache-2
lore (🥉21 · ⭐ 1.6K · 💀) - Lore makes machine learning approachable for Software Engineers and.. MIT
TensorBoard Logger (🥉21 · ⭐ 630 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
TensorWatch (🥉20 · ⭐ 3.4K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
MXBoard (🥉20 · ⭐ 320 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
datmo (🥉18 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
chitra (🥉17 · ⭐ 220) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉16 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
ModelChimp (🥉13 · ⭐ 130 · 💀) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉9 · ⭐ 12 · 💀) - Train off-the-shelf machine learning models in one.. Apache-2

Model Serialization & Deployment

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

onnx (🥇43 · ⭐ 18K) - Open standard for machine learning interoperability. Apache-2

GitHub (👨‍💻 330 · 🔀 3.7K · 📥 23K · 📦 38K · 📋 2.9K - 11% open · ⏱️ 25.12.2024):
```
it clone https://github.com/onnx/onnx
```
PyPi (📥 6M / month · 📦 1.1K · ⏱️ 01.10.2024):
```
ip install onnx
```
Conda (📥 1.4M · ⏱️ 21.10.2024):
```
onda install -c conda-forge onnx
```

triton (🥇43 · ⭐ 14K) - Development repository for the Triton language and compiler. MIT

GitHub (👨‍💻 350 · 🔀 1.7K · 📦 47K · 📋 1.6K - 43% open · ⏱️ 25.12.2024):
```
it clone https://github.com/openai/triton
```
PyPi (📥 15M / month · 📦 260 · ⏱️ 14.10.2024):
```
ip install triton
```

huggingface_hub (🥈38 · ⭐ 2.2K) - The official Python client for the Huggingface Hub. Apache-2

GitHub (👨‍💻 210 · 🔀 570 · 📋 1K - 14% open · ⏱️ 23.12.2024):
```
it clone https://github.com/huggingface/huggingface_hub
```
PyPi (📥 51M / month · 📦 2.2K · ⏱️ 16.12.2024):
```
ip install huggingface_hub
```

Conda (📥 2.5M · ⏱️ 10.12.2024):

onda install -c conda-forge huggingface_hub

Core ML Tools (🥈36 · ⭐ 4.5K) - Core ML tools contain supporting tools for Core ML model.. BSD-3

GitHub (👨‍💻 180 · 🔀 640 · 📥 13K · 📦 4.4K · 📋 1.5K - 24% open · ⏱️ 19.12.2024):
```
it clone https://github.com/apple/coremltools
```
PyPi (📥 640K / month · 📦 87 · ⏱️ 20.11.2024):
```
ip install coremltools
```

Conda (📥 78K · ⏱️ 16.06.2023):

onda install -c conda-forge coremltools

BentoML (🥈35 · ⭐ 7.2K) - The easiest way to serve AI apps and models - Build Model Inference.. Apache-2

GitHub (👨‍💻 210 · 🔀 800 · 📥 810 · 📦 2.3K · 📋 1.1K - 15% open · ⏱️ 26.12.2024):
```
it clone https://github.com/bentoml/BentoML
```
PyPi (📥 99K / month · 📦 33 · ⏱️ 24.12.2024):
```
ip install bentoml
```

TorchServe (🥈33 · ⭐ 4.3K) - Serve, optimize and scale PyTorch models in production. Apache-2

GitHub (👨‍💻 220 · 🔀 870 · 📥 7.4K · 📦 780 · 📋 1.7K - 25% open · ⏱️ 20.12.2024):
```
it clone https://github.com/pytorch/serve
```
PyPi (📥 46K / month · 📦 22 · ⏱️ 30.09.2024):
```
ip install torchserve
```
Conda (📥 400K · ⏱️ 30.09.2024):
```
onda install -c pytorch torchserve
```
Docker Hub (📥 1.4M · ⭐ 30 · ⏱️ 30.09.2024):
```
ocker pull pytorch/torchserve
```

hls4ml (🥈27 · ⭐ 1.3K) - Machine learning on FPGAs using HLS. Apache-2

GitHub (👨‍💻 63 · 🔀 420 · 📋 460 - 41% open · ⏱️ 18.12.2024):
```
it clone https://github.com/fastmachinelearning/hls4ml
```
PyPi (📥 1.2K / month · 📦 1 · ⏱️ 09.12.2024):
```
ip install hls4ml
```
Conda (📥 9.4K · ⏱️ 16.06.2023):
```
onda install -c conda-forge hls4ml
```

Hummingbird (🥈26 · ⭐ 3.4K) - Hummingbird compiles trained ML models into tensor computation for.. MIT

GitHub (👨‍💻 40 · 🔀 280 · 📥 770 · 📋 330 - 20% open · ⏱️ 24.10.2024):
```
it clone https://github.com/microsoft/hummingbird
```
PyPi (📥 7.3K / month · 📦 7 · ⏱️ 25.10.2024):
```
ip install hummingbird-ml
```

Conda (📥 53K · ⏱️ 20.11.2024):

onda install -c conda-forge hummingbird-ml

nebullvm (🥉21 · ⭐ 8.4K) - A collection of libraries to optimise AI model performances. Apache-2

GitHub (👨‍💻 40 · 🔀 630 · 📋 200 - 49% open · ⏱️ 22.07.2024):
```
it clone https://github.com/nebuly-ai/nebullvm
```
PyPi (📥 600 / month · 📦 2 · ⏱️ 18.06.2023):
```
ip install nebullvm
```

tfdeploy (🥉17 · ⭐ 350 · 💤) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3

GitHub (👨‍💻 4 · 🔀 38 · 📋 34 - 32% open · ⏱️ 25.02.2024):
```
it clone https://github.com/riga/tfdeploy
```
PyPi (📥 180 / month · ⏱️ 30.03.2017):
```
ip install tfdeploy
```

Show 10 hidden projects...

mmdnn (🥉25 · ⭐ 5.8K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
m2cgen (🥉25 · ⭐ 2.8K · 💀) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
cortex (🥉23 · ⭐ 8K · 💀) - Production infrastructure for machine learning at scale. Apache-2
sklearn-porter (🥉23 · ⭐ 1.3K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
OMLT (🥉20 · ⭐ 290) - Represent trained machine learning models as Pyomo optimization.. ❗Unlicensed
Larq Compute Engine (🥉20 · ⭐ 240) - Highly optimized inference engine for Binarized.. Apache-2
pytorch2keras (🥉19 · ⭐ 860 · 💀) - PyTorch to Keras model convertor. MIT
modelkit (🥉17 · ⭐ 150) - Toolkit for developing and maintaining ML models. MIT
backprop (🥉15 · ⭐ 240 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉13 · ⭐ 2.6K · 💀) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

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

shap (🥇41 · ⭐ 23K) - A game theoretic approach to explain the output of any machine learning model. MIT

GitHub (👨‍💻 250 · 🔀 3.3K · 📦 23K · 📋 2.6K - 27% open · ⏱️ 13.12.2024):
```
it clone https://github.com/slundberg/shap
```
PyPi (📥 6.8M / month · 📦 750 · ⏱️ 27.06.2024):
```
ip install shap
```
Conda (📥 4.6M · ⏱️ 10.12.2024):
```
onda install -c conda-forge shap
```

Netron (🥇37 · ⭐ 29K) - Visualizer for neural network, deep learning and machine learning.. MIT

GitHub (👨‍💻 2 · 🔀 2.8K · 📥 170K · 📦 620 · 📋 1.2K - 1% open · ⏱️ 25.12.2024):
```
it clone https://github.com/lutzroeder/netron
```
PyPi (📥 30K / month · 📦 83 · ⏱️ 20.12.2024):
```
ip install netron
```

arviz (🥇35 · ⭐ 1.6K) - Exploratory analysis of Bayesian models with Python. Apache-2

GitHub (👨‍💻 160 · 🔀 410 · 📥 180 · 📦 8.6K · 📋 870 - 20% open · ⏱️ 24.12.2024):
```
it clone https://github.com/arviz-devs/arviz
```
PyPi (📥 1.2M / month · 📦 310 · ⏱️ 28.09.2024):
```
ip install arviz
```
Conda (📥 2.3M · ⏱️ 13.12.2024):
```
onda install -c conda-forge arviz
```

InterpretML (🥇34 · ⭐ 6.3K) - Fit interpretable models. Explain blackbox machine learning. MIT

GitHub (👨‍💻 48 · 🔀 740 · 📦 810 · 📋 460 - 23% open · ⏱️ 26.12.2024):
```
it clone https://github.com/interpretml/interpret
```
PyPi (📥 140K / month · 📦 50 · ⏱️ 10.12.2024):
```
ip install interpret
```

Captum (🥇34 · ⭐ 5K) - Model interpretability and understanding for PyTorch. BSD-3

GitHub (👨‍💻 120 · 🔀 500 · 📦 2.7K · 📋 590 - 42% open · ⏱️ 23.12.2024):
```
it clone https://github.com/pytorch/captum
```
PyPi (📥 290K / month · 📦 130 · ⏱️ 05.12.2023):
```
ip install captum
```
Conda (📥 110K · ⏱️ 16.06.2023):
```
onda install -c conda-forge captum
```

shapash (🥈31 · ⭐ 2.8K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2

GitHub (👨‍💻 40 · 🔀 340 · 📦 180 · 📋 220 - 17% open · ⏱️ 09.12.2024):
```
it clone https://github.com/MAIF/shapash
```
PyPi (📥 14K / month · 📦 4 · ⏱️ 09.12.2024):
```
ip install shapash
```

evaluate (🥈31 · ⭐ 2.1K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2

GitHub (👨‍💻 130 · 🔀 260 · 📦 16K · 📋 360 - 60% open · ⏱️ 17.09.2024):
```
it clone https://github.com/huggingface/evaluate
```
PyPi (📥 2.5M / month · 📦 400 · ⏱️ 11.09.2024):
```
ip install evaluate
```

fairlearn (🥈30 · ⭐ 2K) - A Python package to assess and improve fairness of machine learning.. MIT

GitHub (👨‍💻 91 · 🔀 420 · 📦 3 · 📋 490 - 32% open · ⏱️ 17.12.2024):
```
it clone https://github.com/fairlearn/fairlearn
```
PyPi (📥 400K / month · 📦 63 · ⏱️ 11.12.2024):
```
ip install fairlearn
```
Conda (📥 39K · ⏱️ 13.12.2024):
```
onda install -c conda-forge fairlearn
```

Model Analysis (🥈30 · ⭐ 1.3K) - Model analysis tools for TensorFlow. Apache-2

GitHub (👨‍💻 59 · 🔀 280 · 📋 93 - 40% open · ⏱️ 27.11.2024):
```
it clone https://github.com/tensorflow/model-analysis
```
PyPi (📥 170K / month · 📦 19 · ⏱️ 05.12.2024):
```
ip install tensorflow-model-analysis
```

DoWhy (🥈29 · ⭐ 7.2K) - DoWhy is a Python library for causal inference that supports explicit.. MIT

GitHub (👨‍💻 99 · 🔀 940 · 📥 42 · 📦 480 · 📋 480 - 27% open · ⏱️ 24.11.2024):
```
it clone https://github.com/py-why/dowhy
```
PyPi (📥 50K / month · 📦 18 · ⏱️ 24.11.2024):
```
ip install dowhy
```
Conda (📥 36K · ⏱️ 25.11.2024):
```
onda install -c conda-forge dowhy
```

LIT (🥈29 · ⭐ 3.5K) - The Learning Interpretability Tool: Interactively analyze ML models to.. Apache-2

GitHub (👨‍💻 38 · 🔀 360 · 📦 42 · 📋 210 - 57% open · ⏱️ 20.12.2024):
```
it clone https://github.com/PAIR-code/lit
```
PyPi (📥 5.6K / month · 📦 3 · ⏱️ 20.12.2024):
```
ip install lit-nlp
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
onda install -c conda-forge lit-nlp
```

explainerdashboard (🥈29 · ⭐ 2.3K) - Quickly build Explainable AI dashboards that show the inner.. MIT

GitHub (👨‍💻 21 · 🔀 330 · 📦 580 · 📋 240 - 14% open · ⏱️ 20.06.2024):
```
it clone https://github.com/oegedijk/explainerdashboard
```
PyPi (📥 59K / month · 📦 10 · ⏱️ 18.03.2024):
```
ip install explainerdashboard
```

Conda (📥 58K · ⏱️ 18.03.2024):

onda install -c conda-forge explainerdashboard

pyLDAvis (🥈29 · ⭐ 1.8K · 💤) - Python library for interactive topic model visualization... BSD-3

GitHub (👨‍💻 42 · 🔀 360 · 📦 6.8K · 📋 190 - 40% open · ⏱️ 29.04.2024):
```
it clone https://github.com/bmabey/pyLDAvis
```
PyPi (📥 120K / month · 📦 100 · ⏱️ 23.04.2023):
```
ip install pyldavis
```
Conda (📥 89K · ⏱️ 16.06.2023):
```
onda install -c conda-forge pyldavis
```

dtreeviz (🥈28 · ⭐ 3K) - A python library for decision tree visualization and model interpretation. MIT

GitHub (👨‍💻 27 · 🔀 340 · 📦 1.4K · 📋 210 - 34% open · ⏱️ 29.08.2024):
```
it clone https://github.com/parrt/dtreeviz
```
PyPi (📥 110K / month · 📦 53 · ⏱️ 07.07.2022):
```
ip install dtreeviz
```
Conda (📥 92K · ⏱️ 13.07.2023):
```
onda install -c conda-forge dtreeviz
```

imodels (🥈28 · ⭐ 1.4K) - Interpretable ML package for concise, transparent, and accurate.. MIT

GitHub (👨‍💻 24 · 🔀 120 · 📦 110 · 📋 94 - 39% open · ⏱️ 06.11.2024):
```
it clone https://github.com/csinva/imodels
```
PyPi (📥 68K / month · 📦 9 · ⏱️ 15.10.2024):
```
ip install imodels
```

Fairness 360 (🥈26 · ⭐ 2.5K) - A comprehensive set of fairness metrics for datasets and.. Apache-2

GitHub (👨‍💻 73 · 🔀 840 · 📦 540 · 📋 300 - 66% open · ⏱️ 10.12.2024):
```
it clone https://github.com/Trusted-AI/AIF360
```
PyPi (📥 24K / month · 📦 32 · ⏱️ 08.04.2024):
```
ip install aif360
```
Conda (📥 17K · ⏱️ 09.04.2024):
```
onda install -c conda-forge aif360
```

responsible-ai-widgets (🥈26 · ⭐ 1.4K) - Responsible AI Toolbox is a suite of tools providing.. MIT

GitHub (👨‍💻 43 · 🔀 360 · 📋 320 - 26% open · ⏱️ 07.08.2024):
```
it clone https://github.com/microsoft/responsible-ai-toolbox
```
PyPi (📥 7.8K / month · 📦 6 · ⏱️ 08.07.2024):
```
ip install raiwidgets
```

CausalNex (🥉24 · ⭐ 2.3K · 💤) - A Python library that helps data scientists to infer.. Apache-2

GitHub (👨‍💻 40 · 🔀 260 · 📦 140 · 📋 140 - 17% open · ⏱️ 10.02.2024):
```
it clone https://github.com/quantumblacklabs/causalnex
```
PyPi (📥 2.8K / month · 📦 4 · ⏱️ 22.06.2023):
```
ip install causalnex
```

Explainability 360 (🥉23 · ⭐ 1.6K) - Interpretability and explainability of data and.. Apache-2

GitHub (👨‍💻 41 · 🔀 300 · 📦 110 · 📋 85 - 63% open · ⏱️ 16.07.2024):
```
it clone https://github.com/Trusted-AI/AIX360
```
PyPi (📥 870 / month · 📦 1 · ⏱️ 31.07.2023):
```
ip install aix360
```

aequitas (🥉23 · ⭐ 700) - Bias Auditing & Fair ML Toolkit. MIT

GitHub (👨‍💻 22 · 🔀 120 · 📦 180 · 📋 99 - 51% open · ⏱️ 11.09.2024):
```
it clone https://github.com/dssg/aequitas
```
PyPi (📥 24K / month · 📦 8 · ⏱️ 30.01.2024):
```
ip install aequitas
```

What-If Tool (🥉22 · ⭐ 930 · 💤) - Source code/webpage/demos for the What-If Tool. Apache-2

GitHub (👨‍💻 20 · 🔀 170 · 📦 2 · 📋 150 - 61% open · ⏱️ 01.02.2024):
```
it clone https://github.com/PAIR-code/what-if-tool
```
PyPi (📥 6.1K / month · 📦 6 · ⏱️ 12.10.2021):
```
ip install witwidget
```

Conda (📥 2.3M · ⏱️ 16.06.2023):

onda install -c conda-forge tensorboard-plugin-wit

npm (📥 400 / month · 📦 3 · ⏱️ 12.10.2021):
```
pm install wit-widget
```

ecco (🥉21 · ⭐ 2K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3

GitHub (👨‍💻 12 · 🔀 160 · 📥 130 · 📦 32 · 📋 64 - 51% open · ⏱️ 15.08.2024):
```
it clone https://github.com/jalammar/ecco
```
PyPi (📥 590 / month · 📦 1 · ⏱️ 09.01.2022):
```
ip install ecco
```
Conda (📥 5.9K · ⏱️ 16.06.2023):
```
onda install -c conda-forge ecco
```

DiCE (🥉21 · ⭐ 1.4K) - Generate Diverse Counterfactual Explanations for any machine.. MIT

GitHub (👨‍💻 19 · 🔀 190 · 📋 180 - 48% open · ⏱️ 22.11.2024):
```
it clone https://github.com/interpretml/DiCE
```
PyPi (📥 32K / month · 📦 6 · ⏱️ 27.10.2023):
```
ip install dice-ml
```

random-forest-importances (🥉21 · ⭐ 600) - Code to compute permutation and drop-column.. MIT

GitHub (👨‍💻 15 · 🔀 130 · 📦 170 · 📋 39 - 20% open · ⏱️ 29.09.2024):
```
it clone https://github.com/parrt/random-forest-importances
```
PyPi (📥 13K / month · 📦 5 · ⏱️ 28.01.2021):
```
ip install rfpimp
```

fairness-indicators (🥉19 · ⭐ 340) - Tensorflows Fairness Evaluation and Visualization.. Apache-2

GitHub (👨‍💻 36 · 🔀 79 · 📋 36 - 72% open · ⏱️ 18.12.2024):
```
it clone https://github.com/tensorflow/fairness-indicators
```
PyPi (📥 1.7K / month · ⏱️ 26.04.2024):
```
ip install fairness-indicators
```

LOFO (🥉18 · ⭐ 820 · 💤) - Leave One Feature Out Importance. MIT

GitHub (👨‍💻 6 · 🔀 85 · 📦 35 · 📋 28 - 10% open · ⏱️ 16.01.2024):
```
it clone https://github.com/aerdem4/lofo-importance
```
PyPi (📥 3.8K / month · 📦 4 · ⏱️ 16.01.2024):
```
ip install lofo-importance
```

ExplainX.ai (🥉15 · ⭐ 420) - Explainable AI framework for data scientists. Explain & debug any.. MIT

GitHub (👨‍💻 5 · 🔀 53 · 📥 20 · 📋 39 - 25% open · ⏱️ 21.08.2024):
```
it clone https://github.com/explainX/explainx
```
PyPi (📥 700 / month · ⏱️ 04.02.2021):
```
ip install explainx
```

interpret-text (🥉15 · ⭐ 420 · 💤) - A library that incorporates state-of-the-art explainers.. MIT

GitHub (👨‍💻 18 · 🔀 69 · 📋 100 - 84% open · ⏱️ 05.02.2024):
```
it clone https://github.com/interpretml/interpret-text
```
PyPi (📥 160 / month · ⏱️ 07.12.2021):
```
ip install interpret-text
```

Show 26 hidden projects...

Lime (🥇33 · ⭐ 12K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
Deep Checks (🥈29 · ⭐ 3.7K) - Deepchecks: Tests for Continuous Validation of ML Models &.. ❗️AGPL-3.0
scikit-plot (🥈28 · ⭐ 2.4K · 💀) - An intuitive library to add plotting functionality to.. MIT
DALEX (🥈28 · ⭐ 1.4K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
yellowbrick (🥈27 · ⭐ 4.3K · 💀) - Visual analysis and diagnostic tools to facilitate.. Apache-2
Alibi (🥈27 · ⭐ 2.4K) - Algorithms for explaining machine learning models. ❗️Intel
eli5 (🥈26 · ⭐ 2.8K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
Lucid (🥉25 · ⭐ 4.7K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
iNNvestigate (🥉25 · ⭐ 1.3K · 💀) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
keras-vis (🥉24 · ⭐ 3K · 💀) - Neural network visualization toolkit for keras. MIT
checklist (🥉24 · ⭐ 2K · 💀) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
keract (🥉23 · ⭐ 1.1K · 💀) - Layers Outputs and Gradients in Keras. Made easy. MIT
tf-explain (🥉22 · ⭐ 1K · 💀) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
Quantus (🥉22 · ⭐ 570) - Quantus is an eXplainable AI toolkit for responsible evaluation of.. ❗️GPL-3.0
deeplift (🥉21 · ⭐ 840 · 💀) - Public facing deeplift repo. MIT
TreeInterpreter (🥉21 · ⭐ 740 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
tcav (🥉20 · ⭐ 630 · 💀) - Code for the TCAV ML interpretability project. Apache-2
XAI (🥉19 · ⭐ 1.1K · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
sklearn-evaluation (🥉18 · ⭐ 460 · 💀) - Machine learning model evaluation made easy: plots,.. MIT
model-card-toolkit (🥉18 · ⭐ 430 · 💀) - A toolkit that streamlines and automates the.. Apache-2
Anchor (🥉16 · ⭐ 800 · 💀) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
FlashTorch (🥉16 · ⭐ 740 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
Skater (🥉14 · ⭐ 1.1K · 💀) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
Attribution Priors (🥉13 · ⭐ 120 · 💀) - Tools for training explainable models using.. MIT
bias-detector (🥉13 · ⭐ 44 · 💤) - Bias Detector is a python package for detecting bias in machine.. MIT
contextual-ai (🥉12 · ⭐ 86 · 💀) - Contextual AI adds explainability to different stages of.. Apache-2

Vector Similarity Search (ANN)

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

🔗 ANN Benchmarks ( ⭐ 5K) - Benchmarks of approximate nearest neighbor libraries in Python.

Milvus (🥇42 · ⭐ 32K · 📈) - Milvus is a high-performance, cloud-native vector database.. Apache-2

GitHub (👨‍💻 300 · 🔀 3K · 📥 290K · 📋 12K - 6% open · ⏱️ 26.12.2024):
```
it clone https://github.com/milvus-io/milvus
```
PyPi (📥 1.3M / month · 📦 200 · ⏱️ 26.12.2024):
```
ip install pymilvus
```
Docker Hub (📥 67M · ⭐ 66 · ⏱️ 26.12.2024):
```
ocker pull milvusdb/milvus
```

Faiss (🥇41 · ⭐ 32K) - A library for efficient similarity search and clustering of dense vectors. MIT

GitHub (👨‍💻 200 · 🔀 3.6K · 📦 4.3K · 📋 2.6K - 9% open · ⏱️ 23.12.2024):
```
it clone https://github.com/facebookresearch/faiss
```
PyPi (📥 1.3M / month · 📦 200 · ⏱️ 26.12.2024):
```
ip install pymilvus
```
Conda (📥 2M · ⏱️ 20.12.2024):
```
onda install -c conda-forge faiss
```

Annoy (🥈34 · ⭐ 13K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2

GitHub (👨‍💻 88 · 🔀 1.2K · 📦 4.6K · 📋 400 - 14% open · ⏱️ 29.07.2024):
```
it clone https://github.com/spotify/annoy
```
PyPi (📥 850K / month · 📦 200 · ⏱️ 14.06.2023):
```
ip install annoy
```

Conda (📥 600K · ⏱️ 05.09.2024):

onda install -c conda-forge python-annoy

hnswlib (🥈32 · ⭐ 4.5K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2

GitHub (👨‍💻 72 · 🔀 660 · 📦 7.4K · 📋 410 - 59% open · ⏱️ 17.06.2024):
```
it clone https://github.com/nmslib/hnswlib
```
PyPi (📥 670K / month · 📦 130 · ⏱️ 03.12.2023):
```
ip install hnswlib
```
Conda (📥 280K · ⏱️ 20.11.2024):
```
onda install -c conda-forge hnswlib
```

NMSLIB (🥈31 · ⭐ 3.4K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2

GitHub (👨‍💻 49 · 🔀 450 · 📦 1.3K · 📋 440 - 20% open · ⏱️ 21.09.2024):
```
it clone https://github.com/nmslib/nmslib
```
PyPi (📥 490K / month · 📦 63 · ⏱️ 03.02.2021):
```
ip install nmslib
```
Conda (📥 170K · ⏱️ 09.09.2024):
```
onda install -c conda-forge nmslib
```

USearch (🥈31 · ⭐ 2.4K) - Fast Open-Source Search & Clustering engine for Vectors & Strings in.. Apache-2

GitHub (👨‍💻 58 · 🔀 150 · 📥 40K · 📦 150 · 📋 180 - 36% open · ⏱️ 13.12.2024):
```
it clone https://github.com/unum-cloud/usearch
```
PyPi (📥 260K / month · 📦 23 · ⏱️ 21.11.2024):
```
ip install usearch
```
npm (📥 7.2K / month · 📦 15 · ⏱️ 13.12.2024):
```
pm install usearch
```
Docker Hub (📥 170 · ⭐ 1 · ⏱️ 21.11.2024):
```
ocker pull unum/usearch
```

PyNNDescent (🥉27 · ⭐ 910) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2

GitHub (👨‍💻 29 · 🔀 110 · 📦 8.8K · 📋 140 - 52% open · ⏱️ 10.11.2024):
```
it clone https://github.com/lmcinnes/pynndescent
```
PyPi (📥 1.7M / month · 📦 160 · ⏱️ 17.06.2024):
```
ip install pynndescent
```

Conda (📥 2.1M · ⏱️ 14.12.2024):

onda install -c conda-forge pynndescent

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

GitHub (👨‍💻 15 · 🔀 120 · 📋 140 - 14% open · ⏱️ 17.12.2024):
```
it clone https://github.com/yahoojapan/NGT
```
PyPi (📥 2.8K / month · 📦 8 · ⏱️ 06.12.2023):
```
ip install ngt
```

Show 4 hidden projects...

Magnitude (🥉20 · ⭐ 1.6K · 💀) - A fast, efficient universal vector embedding utility package. MIT
NearPy (🥉20 · ⭐ 770 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
N2 (🥉20 · ⭐ 570 · 💀) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
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 (🥇41 · ⭐ 8.8K) - Bayesian Modeling and Probabilistic Programming in Python. Apache-2

GitHub (👨‍💻 510 · 🔀 2K · 📥 2K · 📦 5.1K · 📋 3.4K - 9% open · ⏱️ 26.12.2024):
```
it clone https://github.com/pymc-devs/pymc
```
PyPi (📥 280K / month · 📦 190 · ⏱️ 31.05.2024):
```
ip install pymc3
```
Conda (📥 630K · ⏱️ 21.12.2024):
```
onda install -c conda-forge pymc3
```

tensorflow-probability (🥇37 · ⭐ 4.3K) - Probabilistic reasoning and statistical analysis in.. Apache-2

GitHub (👨‍💻 500 · 🔀 1.1K · 📦 2 · 📋 1.5K - 48% open · ⏱️ 09.12.2024):
```
it clone https://github.com/tensorflow/probability
```
PyPi (📥 1.4M / month · 📦 620 · ⏱️ 08.11.2024):
```
ip install tensorflow-probability
```

Conda (📥 160K · ⏱️ 27.05.2024):

onda install -c conda-forge tensorflow-probability

pgmpy (🥇34 · ⭐ 2.8K) - Python Library for learning (Structure and Parameter), inference.. MIT

GitHub (👨‍💻 130 · 🔀 720 · 📥 580 · 📦 1.3K · 📋 950 - 31% open · ⏱️ 18.12.2024):
```
it clone https://github.com/pgmpy/pgmpy
```
PyPi (📥 92K / month · 📦 53 · ⏱️ 09.08.2024):
```
ip install pgmpy
```

patsy (🥇34 · ⭐ 960) - Describing statistical models in Python using symbolic formulas. BSD-2

GitHub (👨‍💻 22 · 🔀 100 · 📦 110K · 📋 160 - 46% open · ⏱️ 23.12.2024):
```
it clone https://github.com/pydata/patsy
```
PyPi (📥 14M / month · 📦 530 · ⏱️ 12.11.2024):
```
ip install patsy
```
Conda (📥 13M · ⏱️ 10.12.2024):
```
onda install -c conda-forge patsy
```

Pyro (🥈32 · ⭐ 8.6K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2

GitHub (👨‍💻 160 · 🔀 990 · 📋 1.1K - 23% open · ⏱️ 04.12.2024):
```
it clone https://github.com/pyro-ppl/pyro
```
PyPi (📥 290K / month · 📦 190 · ⏱️ 02.06.2024):
```
ip install pyro-ppl
```
Conda (📥 210K · ⏱️ 18.12.2024):
```
onda install -c conda-forge pyro-ppl
```

GPyTorch (🥈31 · ⭐ 3.6K) - A highly efficient implementation of Gaussian Processes in PyTorch. MIT

GitHub (👨‍💻 140 · 🔀 560 · 📦 2.5K · 📋 1.4K - 27% open · ⏱️ 12.12.2024):
```
it clone https://github.com/cornellius-gp/gpytorch
```
PyPi (📥 240K / month · 📦 170 · ⏱️ 06.09.2024):
```
ip install gpytorch
```
Conda (📥 190K · ⏱️ 18.12.2024):
```
onda install -c conda-forge gpytorch
```

hmmlearn (🥈31 · ⭐ 3.1K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3

GitHub (👨‍💻 49 · 🔀 740 · 📦 3K · 📋 450 - 15% open · ⏱️ 31.10.2024):
```
it clone https://github.com/hmmlearn/hmmlearn
```
PyPi (📥 340K / month · 📦 92 · ⏱️ 31.10.2024):
```
ip install hmmlearn
```
Conda (📥 310K · ⏱️ 31.10.2024):
```
onda install -c conda-forge hmmlearn
```

pandas-ta (🥈30 · ⭐ 5.6K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT

GitHub (👨‍💻 45 · 🔀 1.1K · 📦 4.5K · 📋 610 - 17% open · ⏱️ 24.06.2024):
```
it clone https://github.com/twopirllc/pandas-ta
```
PyPi (📥 160K / month · 📦 140 · ⏱️ 28.07.2021):
```
ip install pandas-ta
```
Conda (📥 23K · ⏱️ 16.06.2023):
```
onda install -c conda-forge pandas-ta
```

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

GitHub (👨‍💻 74 · 🔀 430 · 📦 2.7K · 📋 300 - 19% open · ⏱️ 07.12.2024):
```
it clone https://github.com/dfm/emcee
```
PyPi (📥 290K / month · 📦 440 · ⏱️ 19.04.2024):
```
ip install emcee
```
Conda (📥 380K · ⏱️ 13.12.2024):
```
onda install -c conda-forge emcee
```

SALib (🥈30 · ⭐ 890) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT

GitHub (👨‍💻 48 · 🔀 240 · 📦 1.4K · 📋 340 - 15% open · ⏱️ 10.10.2024):
```
it clone https://github.com/SALib/SALib
```
PyPi (📥 350K / month · 📦 130 · ⏱️ 19.08.2024):
```
ip install salib
```
Conda (📥 200K · ⏱️ 20.09.2024):
```
onda install -c conda-forge salib
```

GPflow (🥉29 · ⭐ 1.9K) - Gaussian processes in TensorFlow. Apache-2

GitHub (👨‍💻 84 · 🔀 440 · 📦 710 · 📋 840 - 18% open · ⏱️ 04.10.2024):
```
it clone https://github.com/GPflow/GPflow
```
PyPi (📥 71K / month · 📦 35 · ⏱️ 17.06.2024):
```
ip install gpflow
```
Conda (📥 38K · ⏱️ 26.06.2024):
```
onda install -c conda-forge gpflow
```

bambi (🥉28 · ⭐ 1.1K) - BAyesian Model-Building Interface (Bambi) in Python. MIT

GitHub (👨‍💻 44 · 🔀 130 · 📦 160 · 📋 420 - 19% open · ⏱️ 21.12.2024):
```
it clone https://github.com/bambinos/bambi
```
PyPi (📥 24K / month · 📦 14 · ⏱️ 21.12.2024):
```
ip install bambi
```
Conda (📥 41K · ⏱️ 23.12.2024):
```
onda install -c conda-forge bambi
```

PyStan (🥉28 · ⭐ 340) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC

GitHub (👨‍💻 14 · 🔀 59 · 📦 10K · 📋 200 - 6% open · ⏱️ 03.07.2024):
```
it clone https://github.com/stan-dev/pystan
```
PyPi (📥 720K / month · 📦 160 · ⏱️ 03.07.2024):
```
ip install pystan
```
Conda (📥 2.9M · ⏱️ 16.06.2023):
```
onda install -c conda-forge pystan
```

pomegranate (🥉27 · ⭐ 3.4K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

GitHub (👨‍💻 75 · 🔀 590 · 📋 780 - 2% open · ⏱️ 18.10.2024):
```
it clone https://github.com/jmschrei/pomegranate
```
PyPi (📥 15K / month · 📦 59 · ⏱️ 18.10.2024):
```
ip install pomegranate
```

Conda (📥 190K · ⏱️ 22.12.2024):

onda install -c conda-forge pomegranate

scikit-posthocs (🥉26 · ⭐ 350) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT

GitHub (👨‍💻 15 · 🔀 40 · 📥 66 · 📦 930 · 📋 63 - 4% open · ⏱️ 18.12.2024):
```
it clone https://github.com/maximtrp/scikit-posthocs
```
PyPi (📥 110K / month · 📦 63 · ⏱️ 18.12.2024):
```
ip install scikit-posthocs
```

Conda (📥 990K · ⏱️ 23.12.2024):

onda install -c conda-forge scikit-posthocs

Orbit (🥉24 · ⭐ 1.9K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2

GitHub (👨‍💻 20 · 🔀 140 · 📦 64 · 📋 400 - 12% open · ⏱️ 10.07.2024):
```
it clone https://github.com/uber/orbit
```
PyPi (📥 11K / month · 📦 1 · ⏱️ 01.04.2024):
```
ip install orbit-ml
```

TorchUncertainty (🥉22 · ⭐ 330) - Open-source framework for uncertainty and deep.. Apache-2

GitHub (👨‍💻 9 · 🔀 21 · 📋 38 - 28% open · ⏱️ 19.11.2024):
```
it clone https://github.com/ENSTA-U2IS-AI/torch-uncertainty
```
PyPi (📥 790 / month · 📦 3 · ⏱️ 18.11.2024):
```
ip install torch-uncertainty
```

Baal (🥉21 · ⭐ 880) - Bayesian active learning library for research and industrial usecases. Apache-2

GitHub (👨‍💻 23 · 🔀 86 · 📦 62 · 📋 110 - 17% open · ⏱️ 27.06.2024):
```
it clone https://github.com/baal-org/baal
```
PyPi (📥 1.6K / month · 📦 2 · ⏱️ 11.06.2024):
```
ip install baal
```
Conda (📥 11K · ⏱️ 12.06.2023):
```
onda install -c conda-forge baal
```

Show 6 hidden projects...

filterpy (🥈31 · ⭐ 3.4K · 💀) - Python Kalman filtering and optimal estimation library. Implements.. MIT
pingouin (🥈30 · ⭐ 1.7K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉27 · ⭐ 4.8K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
pyhsmm (🥉21 · ⭐ 550 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
Funsor (🥉19 · ⭐ 240 · 💀) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉15 · ⭐ 2.2K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT

Adversarial Robustness

Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.

ART (🥇35 · ⭐ 5K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT

GitHub (👨‍💻 140 · 🔀 1.2K · 📦 630 · 📋 1K - 14% open · ⏱️ 20.12.2024):
```
it clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
```
PyPi (📥 63K / month · 📦 20 · ⏱️ 20.12.2024):
```
ip install adversarial-robustness-toolbox
```

Conda (📥 57K · ⏱️ 20.12.2024):

onda install -c conda-forge adversarial-robustness-toolbox

TextAttack (🥈27 · ⭐ 3K) - TextAttack is a Python framework for adversarial attacks, data.. MIT

GitHub (👨‍💻 66 · 🔀 390 · 📦 330 · 📋 280 - 22% open · ⏱️ 25.07.2024):
```
it clone https://github.com/QData/TextAttack
```
PyPi (📥 5K / month · 📦 11 · ⏱️ 11.03.2024):
```
ip install textattack
```
Conda (📥 9.1K · ⏱️ 16.06.2023):
```
onda install -c conda-forge textattack
```

Foolbox (🥈27 · ⭐ 2.8K · 💤) - A Python toolbox to create adversarial examples that fool neural.. MIT

GitHub (👨‍💻 35 · 🔀 420 · 📦 650 · 📋 380 - 7% open · ⏱️ 04.03.2024):
```
it clone https://github.com/bethgelab/foolbox
```
PyPi (📥 5.2K / month · 📦 14 · ⏱️ 04.03.2024):
```
ip install foolbox
```
Conda (📥 16K · ⏱️ 16.06.2023):
```
onda install -c conda-forge foolbox
```

Show 6 hidden projects...

CleverHans (🥈29 · ⭐ 6.2K · 💀) - An adversarial example library for constructing attacks,.. MIT
advertorch (🥉22 · ⭐ 1.3K · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
AdvBox (🥉19 · ⭐ 1.4K · 💀) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
robustness (🥉19 · ⭐ 920 · 💀) - A library for experimenting with, training and evaluating neural.. MIT
textflint (🥉17 · ⭐ 640 · 💀) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
Adversary (🥉15 · ⭐ 400 · 💀) - Tool to generate adversarial text examples and test machine.. MIT

GPU & Accelerator Utilities

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

CuPy (🥇39 · ⭐ 9.6K) - NumPy & SciPy for GPU. MIT

GitHub (👨‍💻 400 · 🔀 860 · 📥 190K · 📦 2.4K · 📋 2.4K - 25% open · ⏱️ 24.12.2024):
```
it clone https://github.com/cupy/cupy
```
PyPi (📥 38K / month · 📦 270 · ⏱️ 22.08.2024):
```
ip install cupy
```
Conda (📥 5.3M · ⏱️ 18.10.2024):
```
onda install -c conda-forge cupy
```
Docker Hub (📥 73K · ⭐ 13 · ⏱️ 22.08.2024):
```
ocker pull cupy/cupy
```

optimum (🥇36 · ⭐ 2.6K) - Accelerate inference and training of Transformers, Diffusers, TIMM.. Apache-2

GitHub (👨‍💻 130 · 🔀 480 · 📦 4.2K · 📋 880 - 48% open · ⏱️ 20.12.2024):
```
it clone https://github.com/huggingface/optimum
```
PyPi (📥 1M / month · 📦 180 · ⏱️ 29.10.2024):
```
ip install optimum
```
Conda (📥 29K · ⏱️ 29.05.2024):
```
onda install -c conda-forge optimum
```

cuDF (🥈35 · ⭐ 8.6K) - cuDF - GPU DataFrame Library. Apache-2

GitHub (👨‍💻 300 · 🔀 910 · 📦 59 · 📋 6.7K - 16% open · ⏱️ 23.12.2024):
```
it clone https://github.com/rapidsai/cudf
```
PyPi (📥 3.1K / month · 📦 22 · ⏱️ 01.06.2020):
```
ip install cudf
```

PyCUDA (🥈32 · ⭐ 1.9K) - CUDA integration for Python, plus shiny features. MIT

GitHub (👨‍💻 82 · 🔀 290 · 📦 3.3K · 📋 280 - 29% open · ⏱️ 05.11.2024):
```
it clone https://github.com/inducer/pycuda
```
PyPi (📥 78K / month · 📦 160 · ⏱️ 30.07.2024):
```
ip install pycuda
```
Conda (📥 680K · ⏱️ 17.08.2024):
```
onda install -c conda-forge pycuda
```

Apex (🥈31 · ⭐ 8.5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3

GitHub (👨‍💻 130 · 🔀 1.4K · 📦 2.9K · 📋 1.3K - 58% open · ⏱️ 14.12.2024):
```
it clone https://github.com/NVIDIA/apex
```

Conda (📥 380K · ⏱️ 04.11.2024):

onda install -c conda-forge nvidia-apex

cuML (🥈31 · ⭐ 4.3K) - cuML - RAPIDS Machine Learning Library. Apache-2

GitHub (👨‍💻 180 · 🔀 540 · 📋 2.5K - 36% open · ⏱️ 24.12.2024):
```
it clone https://github.com/rapidsai/cuml
```
PyPi (📥 3.8K / month · 📦 14 · ⏱️ 01.06.2020):
```
ip install cuml
```

gpustat (🥈30 · ⭐ 4.1K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT

GitHub (👨‍💻 17 · 🔀 280 · 📦 6.5K · 📋 120 - 22% open · ⏱️ 12.01.2024):
```
it clone https://github.com/wookayin/gpustat
```
PyPi (📥 570K / month · 📦 150 · ⏱️ 22.08.2023):
```
ip install gpustat
```
Conda (📥 300K · ⏱️ 25.12.2024):
```
onda install -c conda-forge gpustat
```

ArrayFire (🥈28 · ⭐ 4.6K) - ArrayFire: a general purpose GPU library. BSD-3

GitHub (👨‍💻 95 · 🔀 530 · 📥 7.6K · 📋 1.7K - 19% open · ⏱️ 12.12.2024):
```
it clone https://github.com/arrayfire/arrayfire
```
PyPi (📥 2.4K / month · 📦 10 · ⏱️ 22.02.2022):
```
ip install arrayfire
```

cuGraph (🥉27 · ⭐ 1.8K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2

GitHub (👨‍💻 120 · 🔀 310 · 📋 1.8K - 10% open · ⏱️ 21.12.2024):
```
it clone https://github.com/rapidsai/cugraph
```
PyPi (📥 340 / month · 📦 4 · ⏱️ 01.06.2020):
```
ip install cugraph
```
Conda (📥 26K · ⏱️ 16.06.2023):
```
onda install -c conda-forge libcugraph
```

DALI (🥉25 · ⭐ 5.2K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2

GitHub (👨‍💻 94 · 🔀 620 · 📋 1.7K - 14% open · ⏱️ 20.12.2024):
```
it clone https://github.com/NVIDIA/DALI
```

Vulkan Kompute (🥉22 · ⭐ 2K) - General purpose GPU compute framework built on Vulkan to.. Apache-2

GitHub (👨‍💻 31 · 🔀 150 · 📥 610 · 📋 220 - 32% open · ⏱️ 10.12.2024):
```
it clone https://github.com/KomputeProject/kompute
```
PyPi (📥 280 / month · ⏱️ 20.01.2024):
```
ip install kp
```

Merlin (🥉21 · ⭐ 790) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2

GitHub (👨‍💻 32 · 🔀 120 · 📋 460 - 46% open · ⏱️ 22.07.2024):
```
it clone https://github.com/NVIDIA-Merlin/Merlin
```
PyPi (📥 8.1K / month · 📦 1 · ⏱️ 29.08.2023):
```
ip install merlin-core
```

Show 8 hidden projects...

GPUtil (🥉25 · ⭐ 1.2K · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
scikit-cuda (🥉24 · ⭐ 990 · 💀) - Python interface to GPU-powered libraries. BSD-3
py3nvml (🥉22 · ⭐ 240 · 💀) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside.. BSD-3
BlazingSQL (🥉20 · ⭐ 1.9K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
nvidia-ml-py3 (🥉18 · ⭐ 130) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
cuSignal (🥉16 · ⭐ 720 · 💀) - GPU accelerated signal processing. Apache-2
SpeedTorch (🥉16 · ⭐ 680 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉16 · ⭐ 210 · 💤) - Automatic GPU+CPU memory profiling, re-use and memory.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

TensorFlow Datasets (🥇38 · ⭐ 4.3K) - TFDS is a collection of datasets ready to use with.. Apache-2

GitHub (👨‍💻 390 · 🔀 1.6K · 📦 21K · 📋 1.5K - 49% open · ⏱️ 24.12.2024):
```
it clone https://github.com/tensorflow/datasets
```
PyPi (📥 1.8M / month · 📦 330 · ⏱️ 30.10.2024):
```
ip install tensorflow-datasets
```

Conda (📥 41K · ⏱️ 16.06.2023):

onda install -c conda-forge tensorflow-datasets

TFX (🥇34 · ⭐ 2.1K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2

GitHub (👨‍💻 190 · 🔀 710 · 📦 1.6K · 📋 1.1K - 22% open · ⏱️ 12.12.2024):
```
it clone https://github.com/tensorflow/tfx
```
PyPi (📥 31K / month · 📦 17 · ⏱️ 11.12.2024):
```
ip install tfx
```

tensorflow-hub (🥈32 · ⭐ 3.5K) - A library for transfer learning by reusing parts of.. Apache-2

GitHub (👨‍💻 110 · 🔀 1.7K · 📋 710 - 1% open · ⏱️ 09.10.2024):
```
it clone https://github.com/tensorflow/hub
```
PyPi (📥 2M / month · 📦 300 · ⏱️ 30.01.2024):
```
ip install tensorflow-hub
```

Conda (📥 110K · ⏱️ 07.05.2024):

onda install -c conda-forge tensorflow-hub

TF Addons (🥈31 · ⭐ 1.7K · 💤) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2

GitHub (👨‍💻 210 · 🔀 610 · 📋 990 - 9% open · ⏱️ 15.04.2024):
```
it clone https://github.com/tensorflow/addons
```
PyPi (📥 1.2M / month · 📦 370 · ⏱️ 28.11.2023):
```
ip install tensorflow-addons
```

TensorFlow I/O (🥈30 · ⭐ 710) - Dataset, streaming, and file system extensions.. Apache-2

GitHub (👨‍💻 110 · 🔀 290 · 📋 660 - 44% open · ⏱️ 01.07.2024):
```
it clone https://github.com/tensorflow/io
```
PyPi (📥 970K / month · 📦 61 · ⏱️ 01.07.2024):
```
ip install tensorflow-io
```

TF Model Optimization (🥈28 · ⭐ 1.5K) - A toolkit to optimize ML models for deployment for.. Apache-2

GitHub (👨‍💻 86 · 🔀 320 · 📋 400 - 57% open · ⏱️ 16.12.2024):
```
it clone https://github.com/tensorflow/model-optimization
```
PyPi (📥 590K / month · 📦 45 · ⏱️ 08.02.2024):
```
ip install tensorflow-model-optimization
```

TensorFlow Transform (🥈28 · ⭐ 990) - Input pipeline framework. Apache-2

GitHub (👨‍💻 29 · 🔀 220 · 📋 210 - 18% open · ⏱️ 27.11.2024):
```
it clone https://github.com/tensorflow/transform
```
PyPi (📥 470K / month · 📦 18 · ⏱️ 28.10.2024):
```
ip install tensorflow-transform
```

Neural Structured Learning (🥉24 · ⭐ 990) - Training neural models with structured signals. Apache-2

GitHub (👨‍💻 38 · 🔀 190 · 📦 490 · 📋 69 - 1% open · ⏱️ 18.06.2024):
```
it clone https://github.com/tensorflow/neural-structured-learning
```
PyPi (📥 5.6K / month · 📦 3 · ⏱️ 29.07.2022):
```
ip install neural-structured-learning
```

Saliency (🥉22 · ⭐ 960 · 💤) - Framework-agnostic implementation for state-of-the-art.. Apache-2

GitHub (👨‍💻 18 · 🔀 190 · 📦 120 · 📋 39 - 30% open · ⏱️ 20.03.2024):
```
it clone https://github.com/PAIR-code/saliency
```
PyPi (📥 13K / month · 📦 8 · ⏱️ 20.03.2024):
```
ip install saliency
```

TF Compression (🥉22 · ⭐ 870) - Data compression in TensorFlow. Apache-2

GitHub (👨‍💻 24 · 🔀 250 · 📋 100 - 10% open · ⏱️ 17.12.2024):
```
it clone https://github.com/tensorflow/compression
```
PyPi (📥 2.1K / month · 📦 2 · ⏱️ 02.02.2024):
```
ip install tensorflow-compression
```

TensorFlow Cloud (🥉21 · ⭐ 380 · 💤) - The TensorFlow Cloud repository provides APIs that.. Apache-2

GitHub (👨‍💻 27 · 🔀 90 · 📋 100 - 73% open · ⏱️ 25.02.2024):
```
it clone https://github.com/tensorflow/cloud
```
PyPi (📥 36K / month · 📦 7 · ⏱️ 17.06.2021):
```
ip install tensorflow-cloud
```

Show 5 hidden projects...

tensor2tensor (🥈32 · ⭐ 16K · 💀) - Library of deep learning models and datasets designed.. Apache-2
Keras-Preprocessing (🥈28 · ⭐ 1K · 💀) - Utilities for working with image data, text data, and.. MIT
efficientnet (🥉26 · ⭐ 2.1K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorNets (🥉20 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
tffm (🥉18 · ⭐ 780 · 💀) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

equinox (🥇31 · ⭐ 2.2K) - Elegant easy-to-use neural networks + scientific computing in.. Apache-2

GitHub (👨‍💻 57 · 🔀 140 · 📦 900 · 📋 480 - 34% open · ⏱️ 24.12.2024):
```
it clone https://github.com/patrick-kidger/equinox
```
PyPi (📥 290K / month · 📦 200 · ⏱️ 24.12.2024):
```
ip install equinox
```

evojax (🥉19 · ⭐ 860) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2

GitHub (👨‍💻 14 · 🔀 91 · 📦 27 · 📋 37 - 54% open · ⏱️ 27.06.2024):
```
it clone https://github.com/google/evojax
```
PyPi (📥 1.5K / month · 📦 6 · ⏱️ 18.06.2024):
```
ip install evojax
```
Conda (📥 33K · ⏱️ 18.06.2024):
```
onda install -c conda-forge evojax
```

Show 1 hidden projects...

jaxdf (🥉12 · ⭐ 120) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

MLxtend (🥇35 · ⭐ 4.9K) - A library of extension and helper modules for Pythons data.. BSD-3

GitHub (👨‍💻 110 · 🔀 870 · 📦 17K · 📋 490 - 29% open · ⏱️ 15.11.2024):
```
it clone https://github.com/rasbt/mlxtend
```
PyPi (📥 740K / month · 📦 190 · ⏱️ 15.11.2024):
```
ip install mlxtend
```
Conda (📥 340K · ⏱️ 16.11.2024):
```
onda install -c conda-forge mlxtend
```

scikit-learn-intelex (🥇35 · ⭐ 1.2K) - Extension for Scikit-learn is a seamless way to speed.. Apache-2

GitHub (👨‍💻 83 · 🔀 180 · 📦 13K · 📋 240 - 18% open · ⏱️ 24.12.2024):
```
it clone https://github.com/intel/scikit-learn-intelex
```
PyPi (📥 120K / month · 📦 55 · ⏱️ 12.12.2024):
```
ip install scikit-learn-intelex
```

Conda (📥 400K · ⏱️ 13.11.2024):

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

imbalanced-learn (🥈34 · ⭐ 6.9K) - A Python Package to Tackle the Curse of Imbalanced.. MIT

GitHub (👨‍💻 86 · 🔀 1.3K · 📋 620 - 7% open · ⏱️ 23.12.2024):
```
it clone https://github.com/scikit-learn-contrib/imbalanced-learn
```
PyPi (📥 15M / month · 📦 480 · ⏱️ 20.12.2024):
```
ip install imbalanced-learn
```

Conda (📥 650K · ⏱️ 20.12.2024):

onda install -c conda-forge imbalanced-learn

category_encoders (🥈32 · ⭐ 2.4K) - A library of sklearn compatible categorical variable.. BSD-3

GitHub (👨‍💻 70 · 🔀 400 · 📦 2.4K · 📋 290 - 15% open · ⏱️ 01.10.2024):
```
it clone https://github.com/scikit-learn-contrib/category_encoders
```
PyPi (📥 1.4M / month · 📦 280 · ⏱️ 01.10.2024):
```
ip install category_encoders
```

Conda (📥 290K · ⏱️ 20.12.2024):

onda install -c conda-forge category_encoders

scikit-lego (🥈28 · ⭐ 1.3K) - Extra blocks for scikit-learn pipelines. MIT

GitHub (👨‍💻 68 · 🔀 120 · 📦 170 · 📋 330 - 12% open · ⏱️ 17.12.2024):
```
it clone https://github.com/koaning/scikit-lego
```
PyPi (📥 25K / month · 📦 13 · ⏱️ 17.12.2024):
```
ip install scikit-lego
```

Conda (📥 60K · ⏱️ 10.07.2024):

onda install -c conda-forge scikit-lego

scikit-opt (🥉25 · ⭐ 5.3K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT

GitHub (👨‍💻 24 · 🔀 990 · 📦 240 · 📋 180 - 37% open · ⏱️ 23.06.2024):
```
it clone https://github.com/guofei9987/scikit-opt
```
PyPi (📥 4.6K / month · 📦 15 · ⏱️ 14.01.2022):
```
ip install scikit-opt
```

iterative-stratification (🥉23 · ⭐ 860) - scikit-learn cross validators for iterative.. BSD-3

GitHub (👨‍💻 7 · 🔀 75 · 📦 520 · 📋 27 - 7% open · ⏱️ 12.10.2024):
```
it clone https://github.com/trent-b/iterative-stratification
```
PyPi (📥 40K / month · 📦 15 · ⏱️ 12.10.2024):
```
ip install iterative-stratification
```

dabl (🥉20 · ⭐ 730) - Data Analysis Baseline Library. BSD-3

GitHub (👨‍💻 24 · 🔀 100 · ⏱️ 07.08.2024):
```
it clone https://github.com/amueller/dabl
```
PyPi (📥 5.2K / month · 📦 3 · ⏱️ 16.12.2024):
```
ip install dabl
```

scikit-tda (🥉19 · ⭐ 530) - Topological Data Analysis for Python. MIT

GitHub (👨‍💻 6 · 🔀 55 · 📦 65 · 📋 22 - 18% open · ⏱️ 19.07.2024):
```
it clone https://github.com/scikit-tda/scikit-tda
```
PyPi (📥 1.2K / month · ⏱️ 19.07.2024):
```
ip install scikit-tda
```

DESlib (🥉18 · ⭐ 480 · 💤) - A Python library for dynamic classifier and ensemble selection. BSD-3

GitHub (👨‍💻 17 · 🔀 100 · 📋 160 - 11% open · ⏱️ 15.04.2024):
```
it clone https://github.com/scikit-learn-contrib/DESlib
```
PyPi (📥 3.2K / month · 📦 3 · ⏱️ 12.04.2024):
```
ip install deslib
```

Show 9 hidden projects...

scikit-survival (🥈31 · ⭐ 1.1K) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
fancyimpute (🥈27 · ⭐ 1.3K · 💀) - Multivariate imputation and matrix completion.. Apache-2
scikit-multilearn (🥈27 · ⭐ 920 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
sklearn-crfsuite (🥉26 · ⭐ 430 · 💀) - scikit-learn inspired API for CRFsuite. MIT
sklearn-contrib-lightning (🥉23 · ⭐ 1.7K · 💀) - Large-scale linear classification, regression and.. BSD-3
combo (🥉21 · ⭐ 640 · 💀) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
skope-rules (🥉21 · ⭐ 620 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉20 · ⭐ 210) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉17 · ⭐ 240 · 💀) - Scikit-learn compatible estimation of general graphical models. MIT

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

accelerate (🥇40 · ⭐ 8.1K) - A simple way to launch, train, and use PyTorch models on.. Apache-2

GitHub (👨‍💻 310 · 🔀 990 · 📦 64K · 📋 1.7K - 7% open · ⏱️ 24.12.2024):
```
it clone https://github.com/huggingface/accelerate
```
PyPi (📥 7.9M / month · 📦 1.7K · ⏱️ 13.12.2024):
```
ip install accelerate
```
Conda (📥 270K · ⏱️ 16.12.2024):
```
onda install -c conda-forge accelerate
```

PML (🥇35 · ⭐ 6.1K) - The easiest way to use deep metric learning in your application. Modular,.. MIT

GitHub (👨‍💻 43 · 🔀 660 · 📦 2.2K · 📋 520 - 13% open · ⏱️ 11.12.2024):
```
it clone https://github.com/KevinMusgrave/pytorch-metric-learning
```
PyPi (📥 670K / month · 📦 55 · ⏱️ 11.12.2024):
```
ip install pytorch-metric-learning
```

Conda (📥 12K · ⏱️ 16.06.2023):

onda install -c metric-learning pytorch-metric-learning

tinygrad (🥇33 · ⭐ 27K) - You like pytorch? You like micrograd? You love tinygrad!. MIT

GitHub (👨‍💻 360 · 🔀 3K · 📦 150 · 📋 830 - 16% open · ⏱️ 26.12.2024):
```
it clone https://github.com/geohot/tinygrad
```

torchdiffeq (🥇31 · ⭐ 5.7K) - Differentiable ODE solvers with full GPU support and.. MIT

GitHub (👨‍💻 21 · 🔀 930 · 📦 4.3K · 📋 220 - 33% open · ⏱️ 21.11.2024):
```
it clone https://github.com/rtqichen/torchdiffeq
```
PyPi (📥 790K / month · 📦 120 · ⏱️ 21.11.2024):
```
ip install torchdiffeq
```

Conda (📥 19K · ⏱️ 16.06.2023):

onda install -c conda-forge torchdiffeq

torch-scatter (🥈25 · ⭐ 1.6K) - PyTorch Extension Library of Optimized Scatter Operations. MIT

GitHub (👨‍💻 31 · 🔀 180 · 📋 400 - 7% open · ⏱️ 02.12.2024):
```
it clone https://github.com/rusty1s/pytorch_scatter
```
PyPi (📥 38K / month · 📦 150 · ⏱️ 06.10.2023):
```
ip install torch-scatter
```

Conda (📥 590K · ⏱️ 05.11.2024):

onda install -c conda-forge pytorch_scatter

EfficientNets (🥈25 · ⭐ 1.6K) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2

GitHub (👨‍💻 5 · 🔀 210 · 📦 270 · 📋 55 - 7% open · ⏱️ 13.06.2024):
```
it clone https://github.com/rwightman/gen-efficientnet-pytorch
```
PyPi (📥 160K / month · 📦 4 · ⏱️ 08.07.2021):
```
ip install geffnet
```

Pytorch Toolbelt (🥈25 · ⭐ 1.5K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT

GitHub (👨‍💻 8 · 🔀 120 · 📥 130 · 📋 33 - 12% open · ⏱️ 21.11.2024):
```
it clone https://github.com/BloodAxe/pytorch-toolbelt
```
PyPi (📥 7.5K / month · 📦 12 · ⏱️ 21.11.2024):
```
ip install pytorch_toolbelt
```

PyTorch Sparse (🥉23 · ⭐ 1K) - PyTorch Extension Library of Optimized Autograd Sparse Matrix.. MIT

GitHub (👨‍💻 45 · 🔀 150 · 📋 280 - 10% open · ⏱️ 12.11.2024):
```
it clone https://github.com/rusty1s/pytorch_sparse
```
PyPi (📥 27K / month · 📦 120 · ⏱️ 06.10.2023):
```
ip install torch-sparse
```

Conda (📥 550K · ⏱️ 05.11.2024):

onda install -c conda-forge pytorch_sparse

Show 24 hidden projects...

torchsde (🥈30 · ⭐ 1.6K · 💀) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
pretrainedmodels (🥈29 · ⭐ 9.1K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
pytorch-summary (🥈28 · ⭐ 4K · 💀) - Model summary in PyTorch similar to model.summary() in.. MIT
EfficientNet-PyTorch (🥈27 · ⭐ 8K · 💀) - 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 · ⭐ 2.7K · 💀) - PyTorch implementation of TabNet paper :.. MIT
Higher (🥉24 · ⭐ 1.6K · 💀) - higher is a pytorch library allowing users to obtain higher.. Apache-2
Torchmeta (🥉23 · ⭐ 2K · 💀) - A collection of extensions and data-loaders for few-shot.. MIT
micrograd (🥉22 · ⭐ 11K · 💀) - 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 · ⭐ 2.1K · 💀) - Reformer, the efficient Transformer, in Pytorch. MIT
Poutyne (🥉21 · ⭐ 570) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
Performer Pytorch (🥉20 · ⭐ 1.1K · 💀) - An implementation of Performer, a linear attention-.. MIT
pytorchviz (🥉19 · ⭐ 3.3K · 💀) - A small package to create visualizations of PyTorch execution.. MIT
Lambda Networks (🥉19 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
Torch-Struct (🥉18 · ⭐ 1.1K · 💀) - Fast, general, and tested differentiable structured.. MIT
Tez (🥉17 · ⭐ 1.2K · 💀) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
Tensor Sensor (🥉17 · ⭐ 800 · 💀) - The goal of this library is to generate more helpful.. MIT
madgrad (🥉16 · ⭐ 800 · 💀) - MADGRAD Optimization Method. MIT
Pywick (🥉16 · ⭐ 400 · 💀) - High-level batteries-included neural network training library for.. MIT
TorchDrift (🥉15 · ⭐ 310 · 💀) - Drift Detection for your PyTorch Models. Apache-2

Database Clients

Libraries for connecting to, operating, and querying databases.

🔗 best-of-python - DB Clients ( ⭐ 3.7K) - Collection of database clients for python.

Others

scipy (🥇50 · ⭐ 13K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3

GitHub (👨‍💻 1.7K · 🔀 5.2K · 📥 440K · 📦 1.2M · 📋 11K - 16% open · ⏱️ 26.12.2024):
```
it clone https://github.com/scipy/scipy
```
PyPi (📥 120M / month · 📦 49K · ⏱️ 24.12.2024):
```
ip install scipy
```
Conda (📥 56M · ⏱️ 08.12.2024):
```
onda install -c conda-forge scipy
```

SymPy (🥇49 · ⭐ 13K) - A computer algebra system written in pure Python. BSD-3

GitHub (👨‍💻 1.3K · 🔀 4.5K · 📥 550K · 📦 200K · 📋 14K - 36% open · ⏱️ 25.12.2024):
```
it clone https://github.com/sympy/sympy
```
PyPi (📥 30M / month · 📦 3.5K · ⏱️ 18.09.2024):
```
ip install sympy
```
Conda (📥 7.4M · ⏱️ 09.10.2024):
```
onda install -c conda-forge sympy
```

Streamlit (🥇46 · ⭐ 36K) - Streamlit A faster way to build and share data apps. Apache-2

GitHub (👨‍💻 270 · 🔀 3.1K · 📦 640K · 📋 4.8K - 20% open · ⏱️ 23.12.2024):
```
it clone https://github.com/streamlit/streamlit
```
PyPi (📥 6.6M / month · 📦 3K · ⏱️ 13.12.2024):
```
ip install streamlit
```

Gradio (🥇44 · ⭐ 35K) - Wrap UIs around any model, share with anyone. Apache-2

GitHub (👨‍💻 480 · 🔀 2.6K · 📦 51K · 📋 5.2K - 8% open · ⏱️ 26.12.2024):
```
it clone https://github.com/gradio-app/gradio
```
PyPi (📥 6.1M / month · 📦 930 · ⏱️ 16.12.2024):
```
ip install gradio
```

carla (🥇37 · ⭐ 12K) - Open-source simulator for autonomous driving research. MIT

GitHub (👨‍💻 200 · 🔀 3.7K · 📦 880 · 📋 5.7K - 19% open · ⏱️ 19.12.2024):
```
it clone https://github.com/carla-simulator/carla
```
PyPi (📥 14K / month · 📦 11 · ⏱️ 14.11.2023):
```
ip install carla
```

Autograd (🥇37 · ⭐ 7.1K) - Efficiently computes derivatives of NumPy code. MIT

GitHub (👨‍💻 60 · 🔀 910 · 📦 11K · 📋 420 - 42% open · ⏱️ 23.12.2024):
```
it clone https://github.com/HIPS/autograd
```
PyPi (📥 3.9M / month · 📦 280 · ⏱️ 22.08.2024):
```
ip install autograd
```
Conda (📥 500K · ⏱️ 13.12.2024):
```
onda install -c conda-forge autograd
```

PennyLane (🥇37 · ⭐ 2.4K) - PennyLane is a cross-platform Python library for quantum.. Apache-2

GitHub (👨‍💻 190 · 🔀 610 · 📥 100 · 📦 1.2K · 📋 1.5K - 23% open · ⏱️ 26.12.2024):
```
it clone https://github.com/PennyLaneAI/PennyLane
```
PyPi (📥 66K / month · 📦 120 · ⏱️ 05.11.2024):
```
ip install pennylane
```
Conda (📥 180K · ⏱️ 09.07.2024):
```
onda install -c conda-forge pennylane
```

PyOD (🥈36 · ⭐ 8.7K · 📈) - A Python Library for Outlier and Anomaly Detection, Integrating.. BSD-2

GitHub (👨‍💻 62 · 🔀 1.4K · 📦 4.6K · 📋 370 - 60% open · ⏱️ 22.12.2024):
```
it clone https://github.com/yzhao062/pyod
```
PyPi (📥 650K / month · 📦 120 · ⏱️ 22.12.2024):
```
ip install pyod
```
Conda (📥 130K · ⏱️ 06.09.2024):
```
onda install -c conda-forge pyod
```

agate (🥈35 · ⭐ 1.2K) - A Python data analysis library that is optimized for humans instead of.. MIT

GitHub (👨‍💻 53 · 🔀 160 · 📦 4.2K · 📋 650 - 0% open · ⏱️ 30.07.2024):
```
it clone https://github.com/wireservice/agate
```
PyPi (📥 13M / month · 📦 49 · ⏱️ 30.07.2024):
```
ip install agate
```
Conda (📥 260K · ⏱️ 17.12.2024):
```
onda install -c conda-forge agate
```

Datasette (🥈34 · ⭐ 9.7K) - An open source multi-tool for exploring and publishing data. Apache-2

GitHub (👨‍💻 80 · 🔀 690 · 📥 69 · 📦 1.4K · 📋 1.9K - 32% open · ⏱️ 29.11.2024):
```
it clone https://github.com/simonw/datasette
```
PyPi (📥 210K / month · 📦 420 · ⏱️ 29.11.2024):
```
ip install datasette
```
Conda (📥 50K · ⏱️ 30.11.2024):
```
onda install -c conda-forge datasette
```

DeepChem (🥈34 · ⭐ 5.6K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT

GitHub (👨‍💻 250 · 🔀 1.7K · 📦 480 · 📋 1.9K - 34% open · ⏱️ 24.12.2024):
```
it clone https://github.com/deepchem/deepchem
```
PyPi (📥 50K / month · 📦 14 · ⏱️ 24.12.2024):
```
ip install deepchem
```
Conda (📥 110K · ⏱️ 05.04.2024):
```
onda install -c conda-forge deepchem
```

hdbscan (🥈34 · ⭐ 2.8K) - A high performance implementation of HDBSCAN clustering. BSD-3

GitHub (👨‍💻 96 · 🔀 500 · 📦 4.5K · 📋 530 - 67% open · ⏱️ 18.11.2024):
```
it clone https://github.com/scikit-learn-contrib/hdbscan
```
PyPi (📥 740K / month · 📦 350 · ⏱️ 18.11.2024):
```
ip install hdbscan
```
Conda (📥 2.3M · ⏱️ 12.10.2024):
```
onda install -c conda-forge hdbscan
```

Pythran (🥈33 · ⭐ 2K) - Ahead of Time compiler for numeric kernels. BSD-3

GitHub (👨‍💻 73 · 🔀 190 · 📦 2.9K · 📋 880 - 15% open · ⏱️ 13.12.2024):
```
it clone https://github.com/serge-sans-paille/pythran
```
PyPi (📥 360K / month · 📦 21 · ⏱️ 31.10.2024):
```
ip install pythran
```
Conda (📥 800K · ⏱️ 23.11.2024):
```
onda install -c conda-forge pythran
```

tensorly (🥈33 · ⭐ 1.6K · 📈) - TensorLy: Tensor Learning in Python. BSD-2

GitHub (👨‍💻 69 · 🔀 290 · 📦 850 · 📋 270 - 21% open · ⏱️ 23.12.2024):
```
it clone https://github.com/tensorly/tensorly
```
PyPi (📥 83K / month · 📦 99 · ⏱️ 12.11.2024):
```
ip install tensorly
```
Conda (📥 370K · ⏱️ 10.06.2024):
```
onda install -c conda-forge tensorly
```

River (🥈32 · ⭐ 5.1K) - Online machine learning in Python. BSD-3

GitHub (👨‍💻 120 · 🔀 550 · 📦 610 · 📋 620 - 19% open · ⏱️ 06.12.2024):
```
it clone https://github.com/online-ml/river
```
PyPi (📥 82K / month · 📦 64 · ⏱️ 25.11.2024):
```
ip install river
```
Conda (📥 92K · ⏱️ 06.10.2023):
```
onda install -c conda-forge river
```

datalad (🥈32 · ⭐ 550) - Keep code, data, containers under control with git and git-annex. MIT

GitHub (👨‍💻 57 · 🔀 110 · 📦 440 · 📋 4K - 13% open · ⏱️ 15.12.2024):
```
it clone https://github.com/datalad/datalad
```
PyPi (📥 18K / month · 📦 99 · ⏱️ 15.12.2024):
```
ip install datalad
```
Conda (📥 700K · ⏱️ 20.11.2024):
```
onda install -c conda-forge datalad
```

PaddleHub (🥈31 · ⭐ 13K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2

GitHub (👨‍💻 70 · 🔀 2.1K · 📥 840 · 📦 1.8K · 📋 1.3K - 44% open · ⏱️ 07.08.2024):
```
it clone https://github.com/PaddlePaddle/PaddleHub
```
PyPi (📥 5.7K / month · 📦 7 · ⏱️ 20.09.2023):
```
ip install paddlehub
```

pyjanitor (🥈31 · ⭐ 1.4K) - Clean APIs for data cleaning. Python implementation of R package.. MIT

GitHub (👨‍💻 110 · 🔀 170 · 📦 780 · 📋 570 - 19% open · ⏱️ 24.12.2024):
```
it clone https://github.com/pyjanitor-devs/pyjanitor
```
PyPi (📥 85K / month · 📦 36 · ⏱️ 04.12.2024):
```
ip install pyjanitor
```
Conda (📥 230K · ⏱️ 05.12.2024):
```
onda install -c conda-forge pyjanitor
```

pyopencl (🥈31 · ⭐ 1.1K) - OpenCL integration for Python, plus shiny features. MIT

GitHub (👨‍💻 96 · 🔀 240 · 📦 2.1K · 📋 360 - 21% open · ⏱️ 16.12.2024):
```
it clone https://github.com/inducer/pyopencl
```
PyPi (📥 78K / month · 📦 170 · ⏱️ 18.10.2024):
```
ip install pyopencl
```
Conda (📥 1.4M · ⏱️ 22.10.2024):
```
onda install -c conda-forge pyopencl
```

causalml (🥈30 · ⭐ 5.2K) - Uplift modeling and causal inference with machine learning.. Apache-2

GitHub (👨‍💻 64 · 🔀 780 · 📦 240 · 📋 400 - 13% open · ⏱️ 13.12.2024):
```
it clone https://github.com/uber/causalml
```
PyPi (📥 35K / month · 📦 2 · ⏱️ 01.10.2024):
```
ip install causalml
```

anomalib (🥈29 · ⭐ 3.9K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2

GitHub (👨‍💻 81 · 🔀 690 · 📥 16K · 📦 120 · 📋 950 - 15% open · ⏱️ 05.11.2024):
```
it clone https://github.com/openvinotoolkit/anomalib
```
PyPi (📥 26K / month · 📦 5 · ⏱️ 31.10.2024):
```
ip install anomalib
```

avalanche (🥈29 · ⭐ 1.8K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT

GitHub (👨‍💻 80 · 🔀 290 · 📥 45 · 📦 110 · 📋 820 - 12% open · ⏱️ 29.10.2024):
```
it clone https://github.com/ContinualAI/avalanche
```
PyPi (📥 1.2K / month · 📦 3 · ⏱️ 29.10.2024):
```
ip install avalanche-lib
```

dstack (🥈29 · ⭐ 1.6K) - dstack is a lightweight, open-source alternative to Kubernetes &.. MPL-2.0

GitHub (👨‍💻 49 · 🔀 160 · 📦 18 · 📋 1.1K - 8% open · ⏱️ 26.12.2024):
```
it clone https://github.com/dstackai/dstack
```
PyPi (📥 6.7K / month · ⏱️ 26.12.2024):
```
ip install dstack
```

TabPy (🥈29 · ⭐ 1.6K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT

GitHub (👨‍💻 51 · 🔀 600 · 📦 190 · 📋 320 - 6% open · ⏱️ 25.11.2024):
```
it clone https://github.com/tableau/TabPy
```
PyPi (📥 7.4K / month · 📦 2 · ⏱️ 25.11.2024):
```
ip install tabpy
```
Conda (📥 4.8K · ⏱️ 16.06.2023):
```
onda install -c anaconda tabpy-client
```

Trax (🥉28 · ⭐ 8.1K) - Trax Deep Learning with Clear Code and Speed. Apache-2

GitHub (👨‍💻 80 · 🔀 810 · 📦 200 · 📋 250 - 49% open · ⏱️ 10.09.2024):
```
it clone https://github.com/google/trax
```
PyPi (📥 4.1K / month · 📦 1 · ⏱️ 26.10.2021):
```
ip install trax
```

Prince (🥉28 · ⭐ 1.3K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT

GitHub (👨‍💻 16 · 🔀 180 · 📦 650 · 📋 130 - 0% open · ⏱️ 24.12.2024):
```
it clone https://github.com/MaxHalford/prince
```
PyPi (📥 140K / month · 📦 18 · ⏱️ 17.11.2024):
```
ip install prince
```

Conda (📥 22K · ⏱️ 16.06.2023):

onda install -c conda-forge prince-factor-analysis

kmodes (🥉28 · ⭐ 1.2K · 💤) - Python implementations of the k-modes and k-prototypes clustering.. MIT

GitHub (👨‍💻 22 · 🔀 420 · 📦 2.9K · 📋 160 - 10% open · ⏱️ 17.01.2024):
```
it clone https://github.com/nicodv/kmodes
```
PyPi (📥 220K / month · 📦 38 · ⏱️ 06.09.2022):
```
ip install kmodes
```
Conda (📥 53K · ⏱️ 16.06.2023):
```
onda install -c conda-forge kmodes
```

pyclustering (🥉28 · ⭐ 1.2K · 💤) - pyclustering is a Python, C++ data mining library. BSD-3

GitHub (👨‍💻 26 · 🔀 250 · 📥 650 · 📦 780 · 📋 670 - 11% open · ⏱️ 08.02.2024):
```
it clone https://github.com/annoviko/pyclustering
```
PyPi (📥 30K / month · 📦 32 · ⏱️ 25.11.2020):
```
ip install pyclustering
```

Conda (📥 100K · ⏱️ 08.11.2024):

onda install -c conda-forge pyclustering

adapter-transformers (🥉27 · ⭐ 2.6K) - A Unified Library for Parameter-Efficient and Modular.. Apache-2 huggingface

GitHub (👨‍💻 15 · 🔀 350 · 📦 140 · 📋 390 - 11% open · ⏱️ 25.12.2024):
```
it clone https://github.com/Adapter-Hub/adapter-transformers
```
PyPi (📥 3.9K / month · 📦 12 · ⏱️ 07.07.2024):
```
ip install adapter-transformers
```

pycm (🥉27 · ⭐ 1.5K) - Multi-class confusion matrix library in Python. MIT

GitHub (👨‍💻 17 · 🔀 120 · 📦 360 · 📋 210 - 7% open · ⏱️ 15.10.2024):
```
it clone https://github.com/sepandhaghighi/pycm
```
PyPi (📥 42K / month · 📦 24 · ⏱️ 17.10.2024):
```
ip install pycm
```

AugLy (🥉25 · ⭐ 5K) - A data augmentations library for audio, image, text, and video. MIT

GitHub (👨‍💻 38 · 🔀 300 · 📦 160 · 📋 78 - 30% open · ⏱️ 21.11.2024):
```
it clone https://github.com/facebookresearch/AugLy
```
PyPi (📥 3.3K / month · 📦 4 · ⏱️ 05.12.2023):
```
ip install augly
```

Feature Engine (🥉25 · ⭐ 1.9K) - Feature engineering package with sklearn like functionality. BSD-3

GitHub (👨‍💻 49 · 🔀 310 · ⏱️ 31.08.2024):
```
it clone https://github.com/solegalli/feature_engine
```
PyPi (📥 210K / month · 📦 170 · ⏱️ 03.11.2024):
```
ip install feature_engine
```

Conda (📥 62K · ⏱️ 01.09.2024):

onda install -c conda-forge feature_engine

metric-learn (🥉25 · ⭐ 1.4K) - Metric learning algorithms in Python. MIT

GitHub (👨‍💻 23 · 🔀 230 · 📦 430 · 📋 170 - 30% open · ⏱️ 03.08.2024):
```
it clone https://github.com/scikit-learn-contrib/metric-learn
```
PyPi (📥 5.3K / month · 📦 7 · ⏱️ 09.10.2023):
```
ip install metric-learn
```

Conda (📥 14K · ⏱️ 09.10.2023):

onda install -c conda-forge metric-learn

MONAILabel (🥉24 · ⭐ 640) - MONAI Label is an intelligent open source image labeling and.. Apache-2

GitHub (👨‍💻 65 · 🔀 200 · 📥 110K · 📋 530 - 24% open · ⏱️ 16.12.2024):
```
it clone https://github.com/Project-MONAI/MONAILabel
```
PyPi (📥 1.7K / month · ⏱️ 01.10.2023):
```
ip install monailabel-weekly
```

AstroML (🥉23 · ⭐ 1.1K · 💤) - Machine learning, statistics, and data mining for astronomy.. BSD-2

GitHub (👨‍💻 31 · 🔀 300 · 📋 160 - 38% open · ⏱️ 04.01.2024):
```
it clone https://github.com/astroML/astroML
```
PyPi (📥 1.6K / month · 📦 16 · ⏱️ 01.03.2022):
```
ip install astroML
```
Conda (📥 50K · ⏱️ 27.11.2024):
```
onda install -c conda-forge astroml
```

BioPandas (🥉23 · ⭐ 720) - Working with molecular structures in pandas DataFrames. BSD-3

GitHub (👨‍💻 18 · 🔀 120 · 📦 320 · 📋 59 - 35% open · ⏱️ 01.08.2024):
```
it clone https://github.com/rasbt/biopandas
```
PyPi (📥 8.6K / month · 📦 38 · ⏱️ 01.08.2024):
```
ip install biopandas
```
Conda (📥 170K · ⏱️ 02.08.2024):
```
onda install -c conda-forge biopandas
```

benchmark_VAE (🥉21 · ⭐ 1.9K) - Unifying Variational Autoencoder (VAE) implementations.. Apache-2

GitHub (👨‍💻 18 · 🔀 160 · 📦 37 · 📋 69 - 37% open · ⏱️ 17.07.2024):
```
it clone https://github.com/clementchadebec/benchmark_VAE
```
PyPi (📥 1.3K / month · ⏱️ 06.09.2023):
```
ip install pythae
```

SUOD (🥉21 · ⭐ 380 · 💤) - (MLSys 21) An Acceleration System for Large-scare Unsupervised.. BSD-2

GitHub (👨‍💻 3 · 🔀 49 · 📦 540 · 📋 15 - 80% open · ⏱️ 08.02.2024):
```
it clone https://github.com/yzhao062/SUOD
```
PyPi (📥 20K / month · 📦 8 · ⏱️ 08.02.2024):
```
ip install suod
```

pykale (🥉20 · ⭐ 440) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT

GitHub (👨‍💻 25 · 🔀 64 · 📦 5 · 📋 120 - 8% open · ⏱️ 24.09.2024):
```
it clone https://github.com/pykale/pykale
```
PyPi (📥 190 / month · ⏱️ 12.04.2022):
```
ip install pykale
```

pymdp (🥉19 · ⭐ 480) - A Python implementation of active inference for Markov Decision Processes. MIT

GitHub (👨‍💻 18 · 🔀 95 · 📦 14 · 📋 45 - 40% open · ⏱️ 26.11.2024):
```
it clone https://github.com/infer-actively/pymdp
```
PyPi (📥 6.6K / month · ⏱️ 08.12.2022):
```
ip install inferactively-pymdp
```

NeuralCompression (🥉16 · ⭐ 520) - A collection of tools for neural compression enthusiasts. MIT

GitHub (👨‍💻 10 · 🔀 42 · 📋 71 - 8% open · ⏱️ 20.09.2024):
```
it clone https://github.com/facebookresearch/NeuralCompression
```
PyPi (📥 150 / month · ⏱️ 03.10.2023):
```
ip install neuralcompression
```

Show 25 hidden projects...

Cython BLIS (🥈31 · ⭐ 220) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
cleanlab (🥈30 · ⭐ 9.8K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
alibi-detect (🥈29 · ⭐ 2.3K) - Algorithms for outlier, adversarial and drift detection. ❗️Intel
pysc2 (🥉28 · ⭐ 8K · 💀) - StarCraft II Learning Environment. Apache-2
modAL (🥉28 · ⭐ 2.2K · 💀) - A modular active learning framework for Python. MIT
minisom (🥉27 · ⭐ 1.5K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
PySwarms (🥉27 · ⭐ 1.3K · 💀) - A research toolkit for particle swarm optimization in Python. MIT
gplearn (🥉26 · ⭐ 1.6K · 💀) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
metricflow (🥉25 · ⭐ 1.2K) - MetricFlow allows you to define, build, and maintain metrics.. ❗Unlicensed
Mars (🥉24 · ⭐ 2.7K · 💀) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
findspark (🥉24 · ⭐ 510 · 💀) - Find pyspark to make it importable. BSD-3
pandas-ai (🥉22 · ⭐ 14K) - Chat with your database (SQL, CSV, pandas, polars, mongodb,.. ❗Unlicensed
opyrator (🥉22 · ⭐ 3.1K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
mlens (🥉22 · ⭐ 850 · 💀) - ML-Ensemble high performance ensemble learning. MIT
vecstack (🥉22 · ⭐ 690 · 💀) - Python package for stacking (machine learning technique). MIT
impyute (🥉21 · ⭐ 360 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
StreamAlert (🥉20 · ⭐ 2.9K · 💀) - StreamAlert is a serverless, realtime data analysis.. Apache-2
rrcf (🥉20 · ⭐ 500 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
apricot (🥉20 · ⭐ 500 · 💀) - apricot implements submodular optimization for the purpose of.. MIT
baikal (🥉19 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
scikit-rebate (🥉19 · ⭐ 420 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
pandas-ml (🥉16 · ⭐ 320 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
KD-Lib (🥉15 · ⭐ 610 · 💀) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT
traingenerator (🥉13 · ⭐ 1.4K · 💀) - A web app to generate template code for machine learning. MIT
nylon (🥉13 · ⭐ 83 · 💀) - An intelligent, flexible grammar of machine learning. MIT

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best-of-web-python: A ranked list of awesome python libraries for web development.

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Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

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If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

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License

最近版本更新:(数据更新于 2024-11-07 19:22:06)

2024-11-01 14:41:31 2024.10.31

2024-10-25 00:27:48 2024.10.24

2024-10-11 00:10:15 2024.10.10

2024-10-04 02:54:04 2024.10.03

2024-09-26 23:53:57 2024.09.26

2024-09-20 00:13:43 2024.09.19

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主题(topics):

automl, chatgpt, data-analysis, data-science, data-visualization, data-visualizations, deep-learning, gpt, gpt-3, jax, keras, machine-learning, ml, nlp, python, pytorch, scikit-learn, tensorflow, transformer

ml-tooling/best-of-ml-python同语言最近更新仓库

2025-01-18 06:39:13 Loyalsoldier/clash-rules

2025-01-14 19:40:04 Xposed-Modules-Repo/fansirsqi.xposed.sesame

2025-01-12 10:27:45 xiaye13579/BBLL

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ml-tooling/best-of-ml-python

Best-of Machine Learning with Python

Contents

Explanation

Machine Learning Frameworks

Data Visualization

Text Data & NLP

Image Data

Graph Data

Audio Data

Geospatial Data

Financial Data

Time Series Data

Medical Data

Tabular Data

Optical Character Recognition

Data Containers & Structures

Data Loading & Extraction

Web Scraping & Crawling

Data Pipelines & Streaming

Distributed Machine Learning

Hyperparameter Optimization & AutoML

Reinforcement Learning

Recommender Systems

Privacy Machine Learning

Workflow & Experiment Tracking

Model Serialization & Deployment

Model Interpretability

Vector Similarity Search (ANN)

Probabilistics & Statistics

Adversarial Robustness

GPU & Accelerator Utilities

Tensorflow Utilities

Jax Utilities

Sklearn Utilities

Pytorch Utilities

Database Clients

Others

Related Resources

Contribution

License