best-of-ml-python

This curated list contains 920 awesome open-source projects with a total of 4.6M 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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Contents

• Machine Learning Frameworks 63 projects
• Data Visualization 54 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 30 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 23 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.

• GitHub (👨‍💻 5.2K · 🔀 22K · 📥 60K · 📦 540K · 📋 47K - 32% open · ⏱️ 10.10.2024):

   git clone https://github.com/pytorch/pytorch
  

• PyPi (📥 34M / month · 📦 19K · ⏱️ 04.09.2024):

   pip install torch
  

• Conda (📥 24M · ⏱️ 03.09.2024):

   conda install -c pytorch pytorch
  

• GitHub (👨‍💻 4.7K · 🔀 74K · 📦 420K · 📋 43K - 11% open · ⏱️ 10.10.2024):

   git clone https://github.com/tensorflow/tensorflow
  

• PyPi (📥 18M / month · 📦 8K · ⏱️ 07.10.2024):

   pip install tensorflow
  

• Conda (📥 5M · ⏱️ 31.08.2024):

   conda install -c conda-forge tensorflow
  

• Docker Hub (📥 78M · ⭐ 2.6K · ⏱️ 10.10.2024):

   docker pull tensorflow/tensorflow
  

• GitHub (👨‍💻 3.2K · 🔀 25K · 📥 1K · 📦 910K · 📋 12K - 18% open · ⏱️ 10.10.2024):

   git clone https://github.com/scikit-learn/scikit-learn
  

• PyPi (📥 79M / month · 📦 25K · ⏱️ 11.09.2024):

   pip install scikit-learn
  

• Conda (📥 31M · ⏱️ 11.09.2024):

   conda install -c conda-forge scikit-learn
  

• GitHub (👨‍💻 1.3K · 🔀 19K · 📋 12K - 2% open · ⏱️ 08.10.2024):

   git clone https://github.com/keras-team/keras
  

• PyPi (📥 14M / month · 📦 1.6K · ⏱️ 03.10.2024):

   pip install keras
  

• Conda (📥 3.7M · ⏱️ 07.10.2024):

   conda install -c conda-forge keras
  

• GitHub (👨‍💻 650 · 🔀 8.7K · 📥 11K · 📦 110K · 📋 5.3K - 8% open · ⏱️ 09.10.2024):

   git clone https://github.com/dmlc/xgboost
  

• PyPi (📥 27M / month · 📦 2K · ⏱️ 31.07.2024):

   pip install xgboost
  

• Conda (📥 5.3M · ⏱️ 29.09.2024):

   conda install -c conda-forge xgboost
  

• GitHub (👨‍💻 760 · 🔀 2.8K · 📦 31K · 📋 5.6K - 24% open · ⏱️ 10.10.2024):

   git clone https://github.com/google/jax
  

• PyPi (📥 4M / month · 📦 1.9K · ⏱️ 04.10.2024):

   pip install jax
  

• Conda (📥 1.7M · ⏱️ 02.10.2024):

   conda install -c conda-forge jaxlib
  

• GitHub (👨‍💻 1.3K · 🔀 5.6K · 📥 15K · 📦 6K · 📋 19K - 8% open · ⏱️ 10.10.2024):

   git clone https://github.com/PaddlePaddle/Paddle
  

• PyPi (📥 380K / month · 📦 180 · ⏱️ 13.09.2024):

   pip install paddlepaddle
  

• GitHub (👨‍💻 440 · 🔀 2.9K · 📥 34 · 📦 140K · 📋 5.6K - 50% open · ⏱️ 08.10.2024):

   git clone https://github.com/statsmodels/statsmodels
  

• PyPi (📥 17M / month · 📦 4.5K · ⏱️ 03.10.2024):

   pip install statsmodels
  

• Conda (📥 15M · ⏱️ 03.10.2024):

   conda install -c conda-forge statsmodels
  

• GitHub (👨‍💻 3.1K · 🔀 28K · ⏱️ 10.10.2024):

   git clone https://github.com/apache/spark
  

• PyPi (📥 30M / month · 📦 1.5K · ⏱️ 27.09.2024):

   pip install pyspark
  

• Conda (📥 3.5M · ⏱️ 03.03.2024):

   conda install -c conda-forge pyspark
  

• GitHub (👨‍💻 970 · 🔀 3.4K · 📥 9.2K · 📦 37K · 📋 7.1K - 11% open · ⏱️ 08.10.2024):

   git clone https://github.com/Lightning-AI/lightning
  

• PyPi (📥 6.9M / month · 📦 1.4K · ⏱️ 07.08.2024):

   pip install pytorch-lightning
  

• Conda (📥 1.3M · ⏱️ 07.08.2024):

   conda install -c conda-forge pytorch-lightning
  

• GitHub (👨‍💻 320 · 🔀 3.8K · 📥 240K · 📦 38K · 📋 3.4K - 10% open · ⏱️ 09.10.2024):

   git clone https://github.com/microsoft/LightGBM
  

• PyPi (📥 9.7M / month · 📦 1.1K · ⏱️ 26.07.2024):

   pip install lightgbm
  

• Conda (📥 2.7M · ⏱️ 10.10.2024):

   conda install -c conda-forge lightgbm
  

• GitHub (👨‍💻 1.3K · 🔀 1.2K · 📥 310K · 📦 15 · 📋 2.3K - 23% open · ⏱️ 10.10.2024):

   git clone https://github.com/catboost/catboost
  

• PyPi (📥 3.4M / month · 📦 540 · ⏱️ 07.09.2024):

   pip install catboost
  

• Conda (📥 1.7M · ⏱️ 07.09.2024):

   conda install -c conda-forge catboost
  

• GitHub (👨‍💻 670 · 🔀 7.5K · 📦 19K · 📋 1.8K - 12% open · ⏱️ 25.09.2024):

   git clone https://github.com/fastai/fastai
  

• PyPi (📥 390K / month · 📦 300 · ⏱️ 27.08.2024):

   pip install fastai
  

• GitHub (👨‍💻 180 · 🔀 2.2K · 📦 1.8K · 📋 2K - 1% open · ⏱️ 01.10.2024):

   git clone https://github.com/jina-ai/jina
  

• PyPi (📥 130K / month · 📦 27 · ⏱️ 01.10.2024):

   pip install jina
  

• Conda (📥 76K · ⏱️ 16.06.2023):

   conda install -c conda-forge jina-core
  

• Docker Hub (📥 1.7M · ⭐ 8 · ⏱️ 01.10.2024):

   docker pull jinaai/jina
  

• GitHub (👨‍💻 1.9K · 🔀 13K · 📦 21 · ⏱️ 10.10.2024):

   git clone https://github.com/apache/flink
  

• PyPi (📥 220K / month · 📦 35 · ⏱️ 01.08.2024):

   pip install apache-flink
  

• GitHub (👨‍💻 390 · 🔀 2.5K · 📦 16K · 📋 2.8K - 24% open · ⏱️ 15.01.2024):

   git clone https://github.com/Theano/Theano
  

• PyPi (📥 95K / month · 📦 170 · ⏱️ 27.07.2020):

   pip install theano
  

• Conda (📥 2.5M · ⏱️ 16.06.2023):

   conda install -c conda-forge theano
  

• GitHub (👨‍💻 240 · 🔀 620 · 📥 55 · 📦 9.5K · 📋 1K - 26% open · ⏱️ 10.10.2024):

   git clone https://github.com/google/flax
  

• PyPi (📥 840K / month · 📦 470 · ⏱️ 27.08.2024):

   pip install flax
  

• Conda (📥 73K · ⏱️ 27.08.2024):

   conda install -c conda-forge flax
  

• GitHub (👨‍💻 1.5K · 🔀 5.8K · 📋 17K - 5% open · ⏱️ 10.10.2024):

   git clone https://github.com/unifyai/ivy
  

• PyPi (📥 5.5K / month · 📦 12 · ⏱️ 25.09.2024):

   pip install ivy
  

• GitHub (👨‍💻 29 · 🔀 340 · 📦 47K · 📋 180 - 19% open · ⏱️ 21.09.2024):

   git clone https://github.com/arogozhnikov/einops
  

• PyPi (📥 5.2M / month · 📦 2K · ⏱️ 28.04.2024):

   pip install einops
  

• Conda (📥 280K · ⏱️ 28.04.2024):

   conda install -c conda-forge einops
  

• GitHub (👨‍💻 64 · 🔀 280 · 📥 380 · 📦 54K · 📋 150 - 12% open · ⏱️ 30.09.2024):

   git clone https://github.com/explosion/thinc
  

• PyPi (📥 11M / month · 📦 140 · ⏱️ 01.10.2024):

   pip install thinc
  

• Conda (📥 3.1M · ⏱️ 14.07.2024):

   conda install -c conda-forge thinc
  

• GitHub (👨‍💻 340 · 🔀 1.9K · 📋 1.3K - 10% open · ⏱️ 01.08.2024):

   git clone https://github.com/VowpalWabbit/vowpal_wabbit
  

• PyPi (📥 56K / month · 📦 40 · ⏱️ 08.08.2024):

   pip install vowpalwabbit
  

• Conda (📥 230K · ⏱️ 05.09.2024):

   conda install -c conda-forge vowpalwabbit
  

• GitHub (👨‍💻 320 · 🔀 1.6K · 📋 1.6K - 1% open · ⏱️ 10.10.2024):

   git clone https://github.com/mlpack/mlpack
  

• PyPi (📥 8.4K / month · 📦 4 · ⏱️ 20.09.2024):

   pip install mlpack
  

• Conda (📥 250K · ⏱️ 22.09.2024):

   conda install -c conda-forge mlpack
  

• GitHub (👨‍💻 660 · 🔀 610 · 📦 3.3K · 📋 1.4K - 10% open · ⏱️ 02.10.2024):

   git clone https://github.com/pytorch/ignite
  

• PyPi (📥 180K / month · 📦 98 · ⏱️ 10.10.2024):

   pip install pytorch-ignite
  

• Conda (📥 200K · ⏱️ 13.08.2024):

   conda install -c pytorch ignite
  

• GitHub (👨‍💻 160 · 🔀 1.2K · 📦 270 · 📋 1.1K - 32% open · ⏱️ 21.08.2024):

   git clone https://github.com/ludwig-ai/ludwig
  

• PyPi (📥 4.8K / month · 📦 6 · ⏱️ 30.07.2024):

   pip install ludwig
  

• GitHub (👨‍💻 59 · 🔀 1.3K · 📦 1.3K · 📋 190 - 16% open · ⏱️ 08.04.2024):

   git clone https://github.com/deepmind/sonnet
  

• PyPi (📥 22K / month · 📦 19 · ⏱️ 02.01.2024):

   pip install dm-sonnet
  

• Conda (📥 34K · ⏱️ 16.06.2023):

   conda install -c conda-forge sonnet
  

• GitHub (👨‍💻 62 · 🔀 390 · 📦 1.4K · 📋 520 - 11% open · ⏱️ 20.09.2024):

   git clone https://github.com/skorch-dev/skorch
  

• PyPi (📥 150K / month · 📦 85 · ⏱️ 27.05.2024):

   pip install skorch
  

• Conda (📥 790K · ⏱️ 30.05.2024):

   conda install -c conda-forge skorch
  

• GitHub (👨‍💻 160 · 🔀 700 · 📥 17K · 📦 260 · 📋 950 - 29% open · ⏱️ 08.11.2023):

   git clone https://github.com/clab/dynet
  

• PyPi (📥 310K / month · 📦 18 · ⏱️ 21.10.2020):

   pip install dyNET
  

• GitHub (👨‍💻 120 · 🔀 350 · 📥 12K · 📋 460 - 23% open · ⏱️ 10.10.2024):

   git clone https://github.com/determined-ai/determined
  

• PyPi (📥 29K / month · 📦 4 · ⏱️ 30.09.2024):

   pip install determined
  

• GitHub (👨‍💻 4.7K · 🔀 94 · 📥 24 · 📋 380 - 24% open · ⏱️ 01.10.2024):

   git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
  

• PyPi (📥 6.2K / month · 📦 9 · ⏱️ 10.01.2024):

   pip install tensorflow-rocm
  

• GitHub (👨‍💻 83 · 🔀 230 · 📦 2.1K · 📋 250 - 30% open · ⏱️ 25.09.2024):

   git clone https://github.com/deepmind/dm-haiku
  

• PyPi (📥 250K / month · 📦 170 · ⏱️ 28.02.2024):

   pip install dm-haiku
  

• Conda (📥 22K · ⏱️ 28.02.2024):

   conda install -c conda-forge dm-haiku
  

• GitHub (👨‍💻 93 · 🔀 240 · 📦 120 · 📋 560 - 37% open · ⏱️ 08.10.2024):

   git clone https://github.com/geomstats/geomstats
  

• PyPi (📥 3.7K / month · 📦 12 · ⏱️ 09.09.2024):

   pip install geomstats
  

• Conda (📥 3.8K · ⏱️ 10.09.2024):

   conda install -c conda-forge geomstats
  

• GitHub (👨‍💻 17 · 🔀 270 · 📦 560 · 📋 500 - 0% open · ⏱️ 09.07.2024):

   git clone https://github.com/amaiya/ktrain
  

• PyPi (📥 14K / month · 📦 4 · ⏱️ 19.06.2024):

   pip install ktrain
  

• GitHub (👨‍💻 76 · 🔀 330 · 📥 980 · 📋 95 - 36% open · ⏱️ 24.09.2024):

   git clone https://github.com/sony/nnabla
  

• PyPi (📥 7.5K / month · 📦 44 · ⏱️ 29.05.2024):

   pip install nnabla
  

• GitHub (👨‍💻 73 · 🔀 260 · 📥 420K · 📦 150 · 📋 300 - 25% open · ⏱️ 03.12.2023):

   git clone https://github.com/georgia-tech-db/eva
  

• PyPi (📥 1.9K / month · ⏱️ 19.11.2023):

   pip install evadb
  

• GitHub (👨‍💻 35 · 🔀 160 · 📦 400 · 📋 110 - 4% open · ⏱️ 05.10.2024):

   git clone https://github.com/pyRiemann/pyRiemann
  

• PyPi (📥 38K / month · 📦 28 · ⏱️ 03.10.2024):

   pip install pyriemann
  

• Conda (📥 8.1K · ⏱️ 04.10.2024):

   conda install -c conda-forge pyriemann
  

• GitHub (👨‍💻 250 · 🔀 1K · 📋 1.5K - 27% open · ⏱️ 19.12.2023):

   git clone https://github.com/shogun-toolbox/shogun
  

• Conda (📥 150K · ⏱️ 16.06.2023):

   conda install -c conda-forge shogun
  

• Docker Hub (📥 1.5K · ⭐ 1 · ⏱️ 31.01.2019):

   docker pull shogun/shogun
  

• GitHub (👨‍💻 37 · 🔀 250 · 📥 2.7K · 📋 660 - 0% open · ⏱️ 10.10.2024):

   git clone https://github.com/towhee-io/towhee
  

• PyPi (📥 15K / month · ⏱️ 04.12.2023):

   pip install towhee
  

• GitHub (👨‍💻 29 · 🔀 240 · 📥 500 · 📦 110 · 📋 160 - 38% open · ⏱️ 01.03.2024):

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

• PyPi (📥 3.2K / month · 📦 1 · ⏱️ 11.12.2023):

   pip install neural-tangents
  

• GitHub (👨‍💻 56 · 🔀 160 · 📦 15 · 📋 65 - 61% open · ⏱️ 14.08.2024):

   git clone https://github.com/nubank/fklearn
  

• PyPi (📥 3K / month · ⏱️ 14.08.2024):

   pip install fklearn
  

• GitHub (👨‍💻 15 · 🔀 35 · 📥 44 · 📋 51 - 17% open · ⏱️ 09.10.2024):

   git clone https://github.com/run-house/runhouse
  

• PyPi (📥 21K / month · 📦 1 · ⏱️ 18.09.2024):

   pip install runhouse
  

• GitHub (👨‍💻 40 · 🔀 130 · 📦 2 · 📋 91 - 40% open · ⏱️ 30.09.2024):

   git clone https://github.com/neoml-lib/neoml
  

• PyPi (📥 2.3K / month · ⏱️ 26.12.2023):

   pip install neoml
  

• GitHub (👨‍💻 37 · 🔀 210 · 📥 2.9K · 📋 230 - 34% open · ⏱️ 01.04.2024):

   git clone https://github.com/Xtra-Computing/thundersvm
  

• PyPi (📥 1.1K / month · ⏱️ 13.03.2020):

   pip install thundersvm
  

• GitHub (👨‍💻 26 · 🔀 78 · 📦 57 · 📋 110 - 45% open · ⏱️ 27.01.2024):

   git clone https://github.com/google/objax
  

• PyPi (📥 1.1K / month · 📦 4 · ⏱️ 06.11.2023):

   pip install objax
  

• GitHub (👨‍💻 14 · 🔀 68 · 📦 91 · 📋 250 - 4% open · ⏱️ 04.12.2023):

   git clone https://github.com/pytorchbearer/torchbearer
  

• PyPi (📥 1.5K / month · 📦 4 · ⏱️ 01.12.2023):

   pip install torchbearer
  

• GitHub (👨‍💻 7 · 🔀 100 · 📦 60 · 📋 56 - 12% open · ⏱️ 12.08.2024):

   git clone https://github.com/serengil/chefboost
  

• PyPi (📥 4.5K / month · ⏱️ 08.06.2024):

   pip install chefboost
  

• GitHub (👨‍💻 69 · 🔀 820 · 📥 1.5K · 📋 680 - 8% open · ⏱️ 11.03.2024):

   git clone https://github.com/XiaoMi/mace
  

• GitHub (👨‍💻 12 · 🔀 87 · 📦 4 · 📋 81 - 48% open · ⏱️ 29.01.2024):

   git clone https://github.com/Xtra-Computing/thundergbm
  

• PyPi (📥 840 / month · ⏱️ 19.09.2022):

   pip install thundergbm
  

• dlib (🥈40 · ⭐ 13K) - 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
• Chainer (🥉34 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
• MindsDB (🥉33 · ⭐ 27K) - The platform for building AI from enterprise data. ❗️libpng-2.0
• 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
• CNTK (🥉30 · ⭐ 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
• NuPIC (🥉27 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
• xLearn (🥉25 · ⭐ 3.1K · 💀) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
• neon (🥉24 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
• NeuPy (🥉24 · ⭐ 740 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
• elegy (🥉20 · ⭐ 470 · 💀) - A High Level API for Deep Learning in JAX. MIT
• StarSpace (🥉16 · ⭐ 3.9K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
• nanodl (🥉16 · ⭐ 270) - A Jax-based library for designing and training transformer models from.. MIT

Data Visualization

General-purpose and task-specific data visualization libraries.

• GitHub (👨‍💻 1.7K · 🔀 7.6K · 📦 1.4M · 📋 11K - 14% open · ⏱️ 10.10.2024):

   git clone https://github.com/matplotlib/matplotlib
  

• PyPi (📥 85M / month · 📦 50K · ⏱️ 13.08.2024):

   pip install matplotlib
  

• Conda (📥 26M · ⏱️ 12.09.2024):

   conda install -c conda-forge matplotlib
  

• GitHub (👨‍💻 700 · 🔀 4.2K · 📦 93K · 📋 7.7K - 9% open · ⏱️ 02.10.2024):

   git clone https://github.com/bokeh/bokeh
  

• PyPi (📥 4.5M / month · 📦 1.7K · ⏱️ 26.09.2024):

   pip install bokeh
  

• Conda (📥 15M · ⏱️ 26.09.2024):

   conda install -c conda-forge bokeh
  

• GitHub (👨‍💻 270 · 🔀 2.5K · 📦 310K · 📋 3K - 17% open · ⏱️ 04.10.2024):

   git clone https://github.com/plotly/plotly.py
  

• PyPi (📥 20M / month · 📦 6.3K · ⏱️ 12.09.2024):

   pip install plotly
  

• Conda (📥 7.1M · ⏱️ 12.09.2024):

   conda install -c conda-forge plotly
  

• npm (📥 6.2K / month · 📦 9 · ⏱️ 12.01.2021):

   npm install plotlywidget
  

• GitHub (👨‍💻 160 · 🔀 2.1K · 📥 78 · 📦 70K · 📋 1.8K - 26% open · ⏱️ 09.10.2024):

   git clone https://github.com/plotly/dash
  

• PyPi (📥 3.4M / month · 📦 1.3K · ⏱️ 12.09.2024):

   pip install dash
  

• Conda (📥 1.5M · ⏱️ 14.09.2024):

   conda install -c conda-forge dash
  

• GitHub (👨‍💻 170 · 🔀 790 · 📥 190 · 📦 170K · 📋 2K - 9% open · ⏱️ 06.10.2024):

   git clone https://github.com/altair-viz/altair
  

• PyPi (📥 23M / month · 📦 870 · ⏱️ 27.08.2024):

   pip install altair
  

• Conda (📥 2.4M · ⏱️ 02.10.2024):

   conda install -c conda-forge altair
  

• GitHub (👨‍💻 210 · 🔀 1.9K · 📥 440 · 📦 480K · 📋 2.6K - 6% open · ⏱️ 22.07.2024):

   git clone https://github.com/mwaskom/seaborn
  

• PyPi (📥 19M / month · 📦 11K · ⏱️ 25.01.2024):

   pip install seaborn
  

• Conda (📥 10M · ⏱️ 30.04.2024):

   conda install -c conda-forge seaborn
  

• GitHub (👨‍💻 160 · 🔀 480 · 📥 840 · 📦 3.5K · 📋 1.7K - 34% open · ⏱️ 09.10.2024):

   git clone https://github.com/pyvista/pyvista
  

• PyPi (📥 300K / month · 📦 530 · ⏱️ 20.07.2024):

   pip install pyvista
  

• Conda (📥 560K · ⏱️ 20.07.2024):

   conda install -c conda-forge pyvista
  

• GitHub (👨‍💻 44 · 🔀 2.8K · 📥 70 · 📦 4.5K · 📋 1.9K - 0% open · ⏱️ 20.06.2024):

   git clone https://github.com/pyecharts/pyecharts
  

• PyPi (📥 130K / month · 📦 210 · ⏱️ 20.06.2024):

   pip install pyecharts
  

• GitHub (👨‍💻 130 · 🔀 1.7K · 📥 190 · 📦 4.3K · 📋 810 - 29% open · ⏱️ 04.10.2024):

   git clone https://github.com/ydataai/pandas-profiling
  

• PyPi (📥 330K / month · 📦 180 · ⏱️ 03.02.2023):

   pip install pandas-profiling
  

• Conda (📥 470K · ⏱️ 16.06.2023):

   conda install -c conda-forge pandas-profiling
  

• GitHub (👨‍💻 140 · 🔀 400 · 📦 12K · 📋 3.3K - 33% open · ⏱️ 09.10.2024):

   git clone https://github.com/holoviz/holoviews
  

• PyPi (📥 680K / month · 📦 390 · ⏱️ 01.10.2024):

   pip install holoviews
  

• Conda (📥 1.8M · ⏱️ 07.07.2024):

   conda install -c conda-forge holoviews
  

• npm (📥 260 / month · 📦 5 · ⏱️ 01.08.2024):

   npm install @pyviz/jupyterlab_pyviz
  

• GitHub (👨‍💻 130 · 🔀 550 · 📦 710 · 📋 1.6K - 31% open · ⏱️ 09.10.2024):

   git clone https://github.com/voxel51/fiftyone
  

• PyPi (📥 77K / month · 📦 22 · ⏱️ 01.10.2024):

   pip install fiftyone
  

• GitHub (👨‍💻 290 · 🔀 1.1K · 📦 10K · 📋 1.3K - 31% open · ⏱️ 08.09.2024):

   git clone https://github.com/pyqtgraph/pyqtgraph
  

• PyPi (📥 350K / month · 📦 1K · ⏱️ 29.04.2024):

   pip install pyqtgraph
  

• Conda (📥 600K · ⏱️ 02.05.2024):

   conda install -c conda-forge pyqtgraph
  

• GitHub (👨‍💻 200 · 🔀 620 · 📦 1.7K · 📋 1.5K - 24% open · ⏱️ 07.10.2024):

   git clone https://github.com/vispy/vispy
  

• PyPi (📥 450K / month · 📦 170 · ⏱️ 17.06.2024):

   pip install vispy
  

• Conda (📥 610K · ⏱️ 04.09.2024):

   conda install -c conda-forge vispy
  

• npm (📥 3 / month · 📦 3 · ⏱️ 15.03.2020):

   npm install vispy
  

• GitHub (👨‍💻 110 · 🔀 210 · 📦 8.9K · 📋 680 - 13% open · ⏱️ 04.10.2024):

   git clone https://github.com/has2k1/plotnine
  

• PyPi (📥 3.1M / month · 📦 310 · ⏱️ 09.05.2024):

   pip install plotnine
  

• Conda (📥 410K · ⏱️ 20.09.2024):

   conda install -c conda-forge plotnine
  

• GitHub (👨‍💻 23 · 🔀 210 · 📦 74K · 📋 180 - 7% open · ⏱️ 13.05.2024):

   git clone https://github.com/xflr6/graphviz
  

• PyPi (📥 17M / month · 📦 2.6K · ⏱️ 21.03.2024):

   pip install graphviz
  

• Conda (📥 49K · ⏱️ 08.04.2024):

   conda install -c anaconda python-graphviz
  

• GitHub (👨‍💻 130 · 🔀 360 · 📦 5.8K · 📋 1.3K - 24% open · ⏱️ 08.10.2024):

   git clone https://github.com/SciTools/cartopy
  

• PyPi (📥 350K / month · 📦 720 · ⏱️ 08.10.2024):

   pip install cartopy
  

• Conda (📥 4.1M · ⏱️ 07.10.2024):

   conda install -c conda-forge cartopy
  

• GitHub (👨‍💻 94 · 🔀 1.2K · 📥 5.2K · 📦 150 · 📋 810 - 12% open · ⏱️ 06.10.2024):

   git clone https://github.com/finos/perspective
  

• PyPi (📥 24K / month · 📦 26 · ⏱️ 23.09.2024):

   pip install perspective-python
  

• Conda (📥 1.2M · ⏱️ 21.09.2024):

   conda install -c conda-forge perspective
  

• npm (📥 4.4K / month · 📦 6 · ⏱️ 23.09.2024):

   npm install @finos/perspective-jupyterlab
  

• GitHub (👨‍💻 130 · 🔀 800 · 📦 1 · 📋 810 - 58% open · ⏱️ 18.08.2024):

   git clone https://github.com/lmcinnes/umap
  

• PyPi (📥 1.4M / month · 📦 960 · ⏱️ 03.04.2024):

   pip install umap-learn
  

• Conda (📥 2.6M · ⏱️ 14.08.2024):

   conda install -c conda-forge umap-learn
  

• GitHub (👨‍💻 56 · 🔀 360 · 📦 4.9K · 📋 580 - 23% open · ⏱️ 10.10.2024):

   git clone https://github.com/holoviz/datashader
  

• PyPi (📥 150K / month · 📦 200 · ⏱️ 04.07.2024):

   pip install datashader
  

• Conda (📥 1.2M · ⏱️ 08.07.2024):

   conda install -c conda-forge datashader
  

• GitHub (👨‍💻 72 · 🔀 2.3K · 📦 21 · 📋 550 - 23% open · ⏱️ 15.09.2024):

   git clone https://github.com/amueller/word_cloud
  

• PyPi (📥 1.7M / month · 📦 530 · ⏱️ 09.12.2023):

   pip install wordcloud
  

• Conda (📥 540K · ⏱️ 16.09.2024):

   conda install -c conda-forge wordcloud
  

• GitHub (👨‍💻 49 · 🔀 110 · 📦 5.9K · 📋 810 - 44% open · ⏱️ 09.10.2024):

   git clone https://github.com/holoviz/hvplot
  

• PyPi (📥 230K / month · 📦 200 · ⏱️ 27.09.2024):

   pip install hvplot
  

• Conda (📥 650K · ⏱️ 30.09.2024):

   conda install -c conda-forge hvplot
  

• GitHub (👨‍💻 21 · 🔀 49 · 📥 1.1K · 📦 130 · 📋 610 - 24% open · ⏱️ 10.10.2024):

   git clone https://github.com/JetBrains/lets-plot
  

• PyPi (📥 42K / month · 📦 13 · ⏱️ 21.08.2024):

   pip install lets-plot
  

• GitHub (👨‍💻 30 · 🔀 400 · 📦 1.2K · 📋 590 - 10% open · ⏱️ 10.09.2024):

   git clone https://github.com/man-group/dtale
  

• PyPi (📥 72K / month · 📦 44 · ⏱️ 10.09.2024):

   pip install dtale
  

• Conda (📥 340K · ⏱️ 10.09.2024):

   conda install -c conda-forge dtale
  

• GitHub (👨‍💻 65 · 🔀 460 · 📦 58 · 📋 630 - 41% open · ⏱️ 09.09.2024):

   git clone https://github.com/bqplot/bqplot
  

• PyPi (📥 190K / month · 📦 99 · ⏱️ 25.03.2024):

   pip install bqplot
  

• Conda (📥 1.4M · ⏱️ 19.02.2024):

   conda install -c conda-forge bqplot
  

• npm (📥 2.3K / month · 📦 21 · ⏱️ 25.03.2024):

   npm install bqplot
  

• GitHub (👨‍💻 52 · 🔀 360 · 📦 6.6K · 📋 360 - 59% open · ⏱️ 23.12.2023):

   git clone https://github.com/mpld3/mpld3
  

• PyPi (📥 370K / month · 📦 150 · ⏱️ 23.12.2023):

   pip install mpld3
  

• Conda (📥 210K · ⏱️ 23.12.2023):

   conda install -c conda-forge mpld3
  

• npm (📥 760 / month · 📦 9 · ⏱️ 23.12.2023):

   npm install mpld3
  

• GitHub (👨‍💻 12 · 🔀 160 · 📦 890 · 📋 140 - 3% open · ⏱️ 13.08.2024):

   git clone https://github.com/pavlin-policar/openTSNE
  

• PyPi (📥 37K / month · 📦 47 · ⏱️ 13.08.2024):

   pip install opentsne
  

• Conda (📥 320K · ⏱️ 13.09.2024):

   conda install -c conda-forge opentsne
  

• GitHub (👨‍💻 11 · 🔀 280 · 📦 2.6K · 📋 140 - 31% open · ⏱️ 29.11.2023):

   git clone https://github.com/fbdesignpro/sweetviz
  

• PyPi (📥 81K / month · 📦 30 · ⏱️ 29.11.2023):

   pip install sweetviz
  

• Conda (📥 35K · ⏱️ 04.12.2023):

   conda install -c conda-forge sweetviz
  

• GitHub (👨‍💻 22 · 🔀 160 · 📥 49 · 📦 480 · 📋 200 - 34% open · ⏱️ 19.03.2024):

   git clone https://github.com/ContextLab/hypertools
  

• PyPi (📥 1.6K / month · 📦 2 · ⏱️ 12.02.2022):

   pip install hypertools
  

• GitHub (👨‍💻 17 · 🔀 200 · 📦 760 · 📋 94 - 3% open · ⏱️ 10.06.2024):

   git clone https://github.com/AutoViML/AutoViz
  

• PyPi (📥 45K / month · 📦 11 · ⏱️ 10.06.2024):

   pip install autoviz
  

• Conda (📥 65K · ⏱️ 26.04.2024):

   conda install -c conda-forge autoviz
  

• GitHub (👨‍💻 27 · 🔀 170 · 📥 870 · 📋 180 - 20% open · ⏱️ 03.10.2024):

   git clone https://github.com/tensorflow/data-validation
  

• PyPi (📥 190K / month · 📦 31 · ⏱️ 03.10.2024):

   pip install tensorflow-data-validation
  

• GitHub (👨‍💻 25 · 🔀 320 · 📦 79 · 📋 83 - 61% open · ⏱️ 12.10.2023):

   git clone https://github.com/spotify/chartify
  

• PyPi (📥 3.5K / month · 📦 9 · ⏱️ 12.10.2023):

   pip install chartify
  

• Conda (📥 33K · ⏱️ 16.06.2023):

   conda install -c conda-forge chartify
  

• GitHub (👨‍💻 12 · 🔀 67 · 📦 1.4K · 📋 170 - 30% open · ⏱️ 24.08.2024):

   git clone https://github.com/predict-idlab/plotly-resampler
  

• PyPi (📥 350K / month · 📦 24 · ⏱️ 27.03.2024):

   pip install plotly-resampler
  

• Conda (📥 70K · ⏱️ 29.03.2024):

   conda install -c conda-forge plotly-resampler
  

• GitHub (👨‍💻 28 · 🔀 160 · 📥 32 · 📦 190 · 📋 140 - 24% open · ⏱️ 12.06.2024):

   git clone https://github.com/marcharper/python-ternary
  

• PyPi (📥 23K / month · 📦 32 · ⏱️ 17.02.2021):

   pip install python-ternary
  

• Conda (📥 90K · ⏱️ 16.06.2023):

   conda install -c conda-forge python-ternary
  

• GitHub (👨‍💻 15 · 🔀 65 · 📦 4 · 📋 110 - 14% open · ⏱️ 01.10.2024):

   git clone https://github.com/vega/ipyvega
  

• PyPi (📥 14K / month · 📦 17 · ⏱️ 25.09.2024):

   pip install vega
  

• Conda (📥 650K · ⏱️ 25.09.2024):

   conda install -c conda-forge vega
  

• GitHub (👨‍💻 10 · 🔀 43 · 📦 36 · 📋 60 - 5% open · ⏱️ 29.09.2024):

   git clone https://github.com/beringresearch/ivis
  

• PyPi (📥 1.9K / month · 📦 2 · ⏱️ 13.06.2024):

   pip install ivis
  

• GitHub (👨‍💻 18 · 🔀 230 · 📦 470 · 📋 69 - 65% open · ⏱️ 06.02.2024):

   git clone https://github.com/DmitryUlyanov/Multicore-TSNE
  

• PyPi (📥 1.8K / month · 📦 22 · ⏱️ 09.01.2019):

   pip install MulticoreTSNE
  

• Conda (📥 51K · ⏱️ 11.10.2023):

   conda install -c conda-forge multicore-tsne
  

• GitHub (👨‍💻 6 · 🔀 100 · 📦 410 · 📋 22 - 27% open · ⏱️ 16.06.2024):

   git clone https://github.com/gyli/PyWaffle
  

• PyPi (📥 7.8K / month · 📦 6 · ⏱️ 16.06.2024):

   pip install pywaffle
  

• Conda (📥 13K · ⏱️ 16.06.2023):

   conda install -c conda-forge pywaffle
  

• GitHub (👨‍💻 7 · 🔀 38 · 📦 60 · 📋 37 - 45% open · ⏱️ 29.08.2024):

   git clone https://github.com/t-makaro/animatplot
  

• PyPi (📥 990 / month · 📦 4 · ⏱️ 29.08.2024):

   pip install animatplot
  

• Conda (📥 15K · ⏱️ 01.09.2024):

   conda install -c conda-forge animatplot
  

• GitHub (👨‍💻 4 · 🔀 18 · 📥 7.5K · 📋 140 - 36% open · ⏱️ 14.08.2024):

   git clone https://github.com/vegafusion/vegafusion
  

• PyPi (📥 1.6K / month · 📦 2 · ⏱️ 09.05.2024):

   pip install vegafusion-jupyter
  

• Conda (📥 240K · ⏱️ 10.05.2024):

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

• npm (📥 250 / month · 📦 3 · ⏱️ 09.05.2024):

   npm install vegafusion-jupyter
  

• missingno (🥉29 · ⭐ 3.9K · 💀) - Missing data visualization module for Python. MIT
• Cufflinks (🥉29 · ⭐ 3K · 💀) - Productivity Tools for Plotly + Pandas. MIT
• Facets Overview (🥉28 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
• pythreejs (🥉28 · ⭐ 940 · 💀) - A Jupyter - Three.js bridge. BSD-3
• HiPlot (🥉24 · ⭐ 2.7K · 💀) - 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
• PDPbox (🥉21 · ⭐ 840 · 💀) - python partial dependence plot toolbox. MIT
• joypy (🥉21 · ⭐ 560 · 💀) - Joyplots in Python with matplotlib & pandas. MIT
• Popmon (🥉21 · ⭐ 500 · 💀) - Monitor the stability of a Pandas or Spark dataframe. MIT
• pdvega (🥉17 · ⭐ 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.

• GitHub (👨‍💻 2.9K · 🔀 27K · 📦 230K · 📋 16K - 8% open · ⏱️ 10.10.2024):

   git clone https://github.com/huggingface/transformers
  

• PyPi (📥 38M / month · 📦 6.4K · ⏱️ 07.10.2024):

   pip install transformers
  

• Conda (📥 2.1M · ⏱️ 07.10.2024):

   conda install -c conda-forge transformers
  

• GitHub (👨‍💻 760 · 🔀 4.4K · 📥 200 · 📦 100K · 📋 5.7K - 2% open · ⏱️ 01.10.2024):

   git clone https://github.com/explosion/spaCy
  

• PyPi (📥 13M / month · 📦 2.7K · ⏱️ 01.10.2024):

   pip install spacy
  

• Conda (📥 4.2M · ⏱️ 22.09.2024):

   conda install -c conda-forge spacy
  

• GitHub (👨‍💻 460 · 🔀 2.9K · 📦 310K · 📋 1.8K - 15% open · ⏱️ 25.09.2024):

   git clone https://github.com/nltk/nltk
  

• PyPi (📥 22M / month · 📦 4.7K · ⏱️ 18.08.2024):

   pip install nltk
  

• Conda (📥 2.8M · ⏱️ 18.08.2024):

   conda install -c conda-forge nltk
  

• GitHub (👨‍💻 340 · 🔀 1.5K · 📥 420 · 📦 3.7K · 📋 3.4K - 18% open · ⏱️ 10.10.2024):

   git clone https://github.com/BerriAI/litellm
  

• PyPi (📥 2.3M / month · 📦 450 · ⏱️ 09.10.2024):

   pip install litellm
  

• GitHub (👨‍💻 460 · 🔀 4.4K · 📥 4.9K · 📦 65K · 📋 1.8K - 20% open · ⏱️ 10.08.2024):

   git clone https://github.com/RaRe-Technologies/gensim
  

• PyPi (📥 4.6M / month · 📦 1.4K · ⏱️ 19.07.2024):

   pip install gensim
  

• Conda (📥 1.4M · ⏱️ 03.09.2024):

   conda install -c conda-forge gensim
  

• GitHub (👨‍💻 180 · 🔀 2.4K · 📦 50K · 📋 2.2K - 53% open · ⏱️ 10.10.2024):

   git clone https://github.com/UKPLab/sentence-transformers
  

• PyPi (📥 5.5M / month · 📦 1.6K · ⏱️ 19.09.2024):

   pip install sentence-transformers
  

• Conda (📥 410K · ⏱️ 24.09.2024):

   conda install -c conda-forge sentence-transformers
  

• GitHub (👨‍💻 94 · 🔀 780 · 📥 65 · 📦 110K · 📋 1K - 4% open · ⏱️ 10.10.2024):

   git clone https://github.com/huggingface/tokenizers
  

• PyPi (📥 31M / month · 📦 1K · ⏱️ 10.10.2024):

   pip install tokenizers
  

• Conda (📥 2.1M · ⏱️ 12.08.2024):

   conda install -c conda-forge tokenizers
  

• GitHub (👨‍💻 270 · 🔀 2.1K · 📦 3.5K · 📋 2.3K - 4% open · ⏱️ 30.08.2024):

   git clone https://github.com/flairNLP/flair
  

• PyPi (📥 98K / month · 📦 140 · ⏱️ 25.07.2024):

   pip install flair
  

• Conda (📥 32K · ⏱️ 05.01.2024):

   conda install -c conda-forge python-flair
  

• GitHub (👨‍💻 600 · 🔀 4.6K · 📦 4.5K · 📋 6.8K - 1% open · ⏱️ 21.03.2024):

   git clone https://github.com/RasaHQ/rasa
  

• PyPi (📥 160K / month · 📦 60 · ⏱️ 18.04.2024):

   pip install rasa
  

• GitHub (👨‍💻 89 · 🔀 1.2K · 📥 45K · 📦 79K · 📋 750 - 4% open · ⏱️ 18.08.2024):

   git clone https://github.com/google/sentencepiece
  

• PyPi (📥 23M / month · 📦 1.7K · ⏱️ 19.02.2024):

   pip install sentencepiece
  

• Conda (📥 1.1M · ⏱️ 28.09.2024):

   conda install -c conda-forge sentencepiece
  

• GitHub (👨‍💻 430 · 🔀 6.4K · 📥 360 · 📦 3.6K · 📋 4.3K - 29% open · ⏱️ 03.10.2024):

   git clone https://github.com/facebookresearch/fairseq
  

• PyPi (📥 150K / month · 📦 120 · ⏱️ 27.06.2022):

   pip install fairseq
  

• Conda (📥 95K · ⏱️ 22.09.2024):

   conda install -c conda-forge fairseq
  

• GitHub (👨‍💻 350 · 🔀 2.4K · 📥 270K · 📦 21 · 📋 2.4K - 6% open · ⏱️ 10.10.2024):

   git clone https://github.com/NVIDIA/NeMo
  

• PyPi (📥 140K / month · 📦 13 · ⏱️ 15.08.2024):

   pip install nemo-toolkit
  

• GitHub (👨‍💻 37 · 🔀 1.1K · 📥 120 · 📦 43K · 📋 280 - 38% open · ⏱️ 07.08.2024):

   git clone https://github.com/sloria/TextBlob
  

• PyPi (📥 1.3M / month · 📦 390 · ⏱️ 15.02.2024):

   pip install textblob
  

• Conda (📥 270K · ⏱️ 16.06.2023):

   conda install -c conda-forge textblob
  

• GitHub (👨‍💻 110 · 🔀 710 · 📦 510 · 📋 890 - 4% open · ⏱️ 28.09.2024):

   git clone https://github.com/JohnSnowLabs/spark-nlp
  

• PyPi (📥 4M / month · 📦 37 · ⏱️ 25.09.2024):

   pip install spark-nlp
  

• GitHub (👨‍💻 68 · 🔀 4.7K · 📦 6.7K · 📋 1.2K - 47% open · ⏱️ 13.03.2024):

   git clone https://github.com/facebookresearch/fastText
  

• PyPi (📥 1.8M / month · 📦 250 · ⏱️ 12.06.2024):

   pip install fasttext
  

• Conda (📥 100K · ⏱️ 19.05.2024):

   conda install -c conda-forge fasttext
  

• GitHub (👨‍💻 270 · 🔀 1.9K · 📦 550 · 📋 3.5K - 3% open · ⏱️ 08.10.2024):

   git clone https://github.com/deepset-ai/haystack
  

• PyPi (📥 6.4K / month · 📦 5 · ⏱️ 15.12.2021):

   pip install haystack
  

• GitHub (👨‍💻 68 · 🔀 880 · 📦 3.1K · 📋 900 - 10% open · ⏱️ 12.09.2024):

   git clone https://github.com/stanfordnlp/stanza
  

• PyPi (📥 280K / month · 📦 180 · ⏱️ 12.09.2024):

   pip install stanza
  

• Conda (📥 7.9K · ⏱️ 16.06.2023):

   conda install -c stanfordnlp stanza
  

• GitHub (👨‍💻 96 · 🔀 360 · 📦 2.7K · 📋 2.1K - 5% open · ⏱️ 10.10.2024):

   git clone https://github.com/recognai/rubrix
  

• PyPi (📥 1.8K / month · ⏱️ 24.10.2022):

   pip install rubrix
  

• Conda (📥 37K · ⏱️ 16.06.2023):

   conda install -c conda-forge rubrix
  

• GitHub (👨‍💻 32 · 🔀 160 · 📦 11K · 📋 140 - 5% open · ⏱️ 07.09.2024):

   git clone https://github.com/jamesturk/jellyfish
  

• PyPi (📥 5.8M / month · 📦 270 · ⏱️ 28.07.2024):

   pip install jellyfish
  

• Conda (📥 1M · ⏱️ 06.09.2024):

   conda install -c conda-forge jellyfish
  

• GitHub (👨‍💻 120 · 🔀 340 · 📦 7.4K · 📋 360 - 52% open · ⏱️ 05.09.2024):

   git clone https://github.com/tensorflow/text
  

• PyPi (📥 7.7M / month · 📦 220 · ⏱️ 30.09.2024):

   pip install tensorflow-text
  

• GitHub (👨‍💻 120 · 🔀 1.4K · 📥 210K · 📦 110 · 📋 1.3K - 23% open · ⏱️ 08.10.2024):

   git clone https://github.com/qdrant/qdrant
  

• GitHub (👨‍💻 20 · 🔀 120 · 📥 15 · 📦 23K · 📋 140 - 8% open · ⏱️ 10.10.2024):

   git clone https://github.com/rspeer/python-ftfy
  

• PyPi (📥 5.5M / month · 📦 560 · ⏱️ 06.08.2024):

   pip install ftfy
  

• Conda (📥 300K · ⏱️ 06.08.2024):

   conda install -c conda-forge ftfy
  

• GitHub (👨‍💻 220 · 🔀 2.1K · 📦 260 · 📋 1.5K - 3% open · ⏱️ 03.11.2023):

   git clone https://github.com/facebookresearch/ParlAI
  

• PyPi (📥 3.8K / month · 📦 5 · ⏱️ 20.09.2022):

   pip install parlai
  

• GitHub (👨‍💻 190 · 🔀 2.2K · 📦 290 · 📋 1.5K - 1% open · ⏱️ 27.06.2024):

   git clone https://github.com/OpenNMT/OpenNMT-py
  

• PyPi (📥 9.8K / month · 📦 23 · ⏱️ 18.03.2024):

   pip install OpenNMT-py
  

• GitHub (👨‍💻 72 · 🔀 550 · 📦 340 · 📋 820 - 8% open · ⏱️ 15.08.2024):

   git clone https://github.com/dedupeio/dedupe
  

• PyPi (📥 150K / month · 📦 19 · ⏱️ 15.08.2024):

   pip install dedupe
  

• Conda (📥 75K · ⏱️ 16.06.2023):

   conda install -c conda-forge dedupe
  

• GitHub (👨‍💻 160 · 🔀 810 · 📋 850 - 38% open · ⏱️ 14.08.2024):

   git clone https://github.com/pytorch/text
  

• PyPi (📥 1.4M / month · 📦 280 · ⏱️ 24.04.2024):

   pip install torchtext
  

• GitHub (👨‍💻 77 · 🔀 1.1K · 📦 410 · 📋 640 - 3% open · ⏱️ 12.08.2024):

   git clone https://github.com/deepmipt/DeepPavlov
  

• PyPi (📥 13K / month · 📦 4 · ⏱️ 12.08.2024):

   pip install deeppavlov
  

• GitHub (👨‍💻 17 · 🔀 250 · 📥 1K · 📦 7.2K · ⏱️ 09.09.2024):

   git clone https://github.com/life4/textdistance
  

• PyPi (📥 910K / month · 📦 99 · ⏱️ 16.07.2024):

   pip install textdistance
  

• Conda (📥 640K · ⏱️ 17.07.2024):

   conda install -c conda-forge textdistance
  

• GitHub (👨‍💻 34 · 🔀 170 · 📦 10 · 📋 89 - 30% open · ⏱️ 10.09.2024):

   git clone https://github.com/snowballstem/snowball
  

• PyPi (📥 24M / month · 📦 450 · ⏱️ 16.11.2021):

   pip install snowballstemmer
  

• Conda (📥 8.7M · ⏱️ 16.06.2023):

   conda install -c conda-forge snowballstemmer
  

• GitHub (👨‍💻 32 · 🔀 530 · 📦 3.1K · 📋 120 - 18% open · ⏱️ 16.05.2024):

   git clone https://github.com/miso-belica/sumy
  

• PyPi (📥 450K / month · 📦 31 · ⏱️ 23.10.2022):

   pip install sumy
  

• Conda (📥 9.4K · ⏱️ 16.06.2023):

   conda install -c conda-forge sumy
  

• GitHub (👨‍💻 34 · 🔀 220 · 📦 970 · 📋 320 - 9% open · ⏱️ 15.09.2024):

   git clone https://github.com/allenai/scispacy
  

• PyPi (📥 24K / month · 📦 34 · ⏱️ 08.03.2024):

   pip install scispacy
  

• GitHub (👨‍💻 22 · 🔀 160 · 📦 1.9K · ⏱️ 05.06.2024):

   git clone https://github.com/explosion/spacy-transformers
  

• PyPi (📥 560K / month · 📦 87 · ⏱️ 25.04.2024):

   pip install spacy-transformers
  

• Conda (📥 66K · ⏱️ 19.12.2023):

   conda install -c conda-forge spacy-transformers
  

• GitHub (👨‍💻 120 · 🔀 330 · 📥 95 · 📦 270 · 📋 570 - 6% open · ⏱️ 12.05.2024):

   git clone https://github.com/cltk/cltk
  

• PyPi (📥 8.8K / month · 📦 15 · ⏱️ 12.05.2024):

   pip install cltk
  

• GitHub (👨‍💻 48 · 🔀 1.1K · 📋 340 - 21% open · ⏱️ 12.10.2023):

   git clone https://github.com/Ciphey/Ciphey
  

• PyPi (📥 50K / month · ⏱️ 06.06.2021):

   pip install ciphey
  

• Docker Hub (📥 26K · ⭐ 17 · ⏱️ 14.10.2023):

   docker pull remnux/ciphey
  

• GitHub (👨‍💻 32 · 🔀 1.8K · 📦 2 · 📋 150 - 75% open · ⏱️ 16.06.2024):

   git clone https://github.com/dwyl/english-words
  

• PyPi (📥 81K / month · 📦 14 · ⏱️ 24.05.2023):

   pip install english-words
  

• GitHub (👨‍💻 31 · 🔀 670 · 📦 24 · 📋 560 - 1% open · ⏱️ 14.09.2024):

   git clone https://github.com/zjunlp/deepke
  

• PyPi (📥 4.1K / month · ⏱️ 21.09.2023):

   pip install deepke
  

• GitHub (👨‍💻 14 · 🔀 290 · 📦 630 · 📋 100 - 21% open · ⏱️ 23.09.2024):

   git clone https://github.com/JasonKessler/scattertext
  

• PyPi (📥 19K / month · 📦 5 · ⏱️ 23.09.2024):

   pip install scattertext
  

• Conda (📥 99K · ⏱️ 16.06.2023):

   conda install -c conda-forge scattertext
  

• GitHub (👨‍💻 19 · 🔀 340 · 📦 730 · 📋 100 - 12% open · ⏱️ 21.05.2024):

   git clone https://github.com/DerwenAI/pytextrank
  

• PyPi (📥 70K / month · 📦 19 · ⏱️ 21.02.2024):

   pip install pytextrank
  

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

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

• PyPi (📥 60K / month · 📦 2 · ⏱️ 18.10.2021):

   pip install t5
  

• GitHub (👨‍💻 65 · 🔀 340 · 📦 110 · 📋 190 - 22% open · ⏱️ 23.10.2023):

   git clone https://github.com/bigscience-workshop/promptsource
  

• PyPi (📥 440 / month · 📦 4 · ⏱️ 18.04.2022):

   pip install promptsource
  

• GitHub (👨‍💻 23 · 🔀 96 · 📋 20 - 15% open · ⏱️ 10.10.2024):

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

• PyPi (📥 3.2K / month · ⏱️ 10.10.2024):

   pip install opik
  

• GitHub (👨‍💻 23 · 🔀 80 · 📦 13 · 📋 140 - 15% open · ⏱️ 23.07.2024):

   git clone https://github.com/IndicoDataSolutions/finetune
  

• PyPi (📥 1.6K / month · 📦 2 · ⏱️ 29.09.2023):

   pip install finetune
  

• GitHub (👨‍💻 7 · 🔀 60 · 📦 32 · 📋 57 - 22% open · ⏱️ 18.08.2024):

   git clone https://github.com/webis-de/small-text
  

• PyPi (📥 1.6K / month · ⏱️ 18.08.2024):

   pip install small-text
  

• Conda (📥 9.5K · ⏱️ 18.08.2024):

   conda install -c conda-forge small-text
  

• GitHub (👨‍💻 14 · 🔀 66 · 📦 290 · 📋 130 - 15% open · ⏱️ 19.03.2024):

   git clone https://github.com/EricFillion/happy-transformer
  

• PyPi (📥 2.9K / month · 📦 5 · ⏱️ 05.08.2023):

   pip install happytransformer
  

• GitHub (👨‍💻 37 · 🔀 340 · 📋 260 - 63% open · ⏱️ 19.08.2024):

   git clone https://github.com/utterworks/fast-bert
  

• PyPi (📥 4K / month · ⏱️ 19.08.2024):

   pip install fast-bert
  

• GitHub (👨‍💻 60 · 🔀 320 · 📥 21 · 📋 310 - 3% open · ⏱️ 07.06.2024):

   git clone https://github.com/awslabs/sockeye
  

• PyPi (📥 3.7K / month · ⏱️ 03.03.2023):

   pip install sockeye
  

• GitHub (👨‍💻 12 · 🔀 120 · 📥 690K · 📦 700 · 📋 67 - 56% open · ⏱️ 19.09.2024):

   git clone https://github.com/unitaryai/detoxify
  

• PyPi (📥 39K / month · 📦 30 · ⏱️ 01.02.2024):

   pip install detoxify
  

• GitHub (👨‍💻 18 · 🔀 62 · 📥 410 · 📦 6 · 📋 30 - 30% open · ⏱️ 01.10.2024):

   git clone https://github.com/unum-cloud/uform
  

• PyPi (📥 1.9K / month · 📦 2 · ⏱️ 01.10.2024):

   pip install uform
  

• GitHub (👨‍💻 8 · 🔀 60 · 📥 110 · 📦 130 · 📋 29 - 37% open · ⏱️ 17.11.2023):

   git clone https://github.com/dsfsi/textaugment
  

• PyPi (📥 5.6K / month · 📦 4 · ⏱️ 16.11.2023):

   pip install textaugment
  

• GitHub (👨‍💻 13 · 🔀 1.1K · 📋 370 - 4% open · ⏱️ 10.01.2024):

   git clone https://github.com/thunlp/OpenNRE
  

• GitHub (👨‍💻 4 · 🔀 61 · 📦 12 · 📋 16 - 43% open · ⏱️ 28.09.2024):

   git clone https://github.com/facebookresearch/vizseq
  

• PyPi (📥 290 / month · ⏱️ 07.08.2020):

   pip install vizseq
  

• AllenNLP (🥇36 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
• ChatterBot (🥈35 · ⭐ 14K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
• fuzzywuzzy (🥈31 · ⭐ 9.2K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
• nlpaug (🥈29 · ⭐ 4.4K · 💀) - Data augmentation for NLP. MIT
• fastNLP (🥈29 · ⭐ 3.1K · 💀) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
• GluonNLP (🥈29 · ⭐ 2.6K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
• langid (🥈28 · ⭐ 2.3K · 💀) - Stand-alone language identification system. BSD-3
• underthesea (🥈28 · ⭐ 1.4K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
• vaderSentiment (🥉27 · ⭐ 4.4K · 💀) - 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
• pySBD (🥉27 · ⭐ 790 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
• flashtext (🥉26 · ⭐ 5.6K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
• MatchZoo (🥉26 · ⭐ 3.8K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
• polyglot (🥉26 · ⭐ 2.3K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
• PyText (🥉25 · ⭐ 6.3K · 💀) - A natural language modeling framework based on PyTorch. BSD-3
• 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
• Kashgari (🥉25 · ⭐ 2.4K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
• pytorch-nlp (🥉25 · ⭐ 2.2K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
• textgenrnn (🥉24 · ⭐ 4.9K · 💀) - Easily train your own text-generating neural network of any.. MIT
• OpenPrompt (🥉24 · ⭐ 4.3K · 💀) - An Open-Source Framework for Prompt-Learning. Apache-2
• sense2vec (🥉24 · ⭐ 1.6K · 💀) - Contextually-keyed word vectors. MIT
• whoosh (🥉24 · ⭐ 570 · 💀) - Pure-Python full-text search library. ❗️BSD-1-Clause
• Texar (🥉23 · ⭐ 2.4K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
• jiant (🥉23 · ⭐ 1.6K · 💀) - jiant is an nlp toolkit. MIT
• YouTokenToMe (🥉23 · ⭐ 950 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
• gpt-2-simple (🥉22 · ⭐ 3.4K · 💀) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
• NLP Architect (🥉22 · ⭐ 2.9K · 💀) - A model library for exploring state-of-the-art deep.. Apache-2
• Texthero (🥉22 · ⭐ 2.9K · 💀) - Text preprocessing, representation and visualization from zero to.. MIT
• 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
• numerizer (🥉21 · ⭐ 210) - A Python module to convert natural language numerics into ints and.. 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
• pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
• fastT5 (🥉19 · ⭐ 560 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
• Camphr (🥉19 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2 spacy
• 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
• skift (🥉17 · ⭐ 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
• Translate (🥉16 · ⭐ 820 · 💀) - Translate - a PyTorch Language Library. BSD-3
• Headliner (🥉16 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
• BLINK (🥉15 · ⭐ 1.2K · 💀) - Entity Linker solution. MIT
• ONNX-T5 (🥉15 · ⭐ 250 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
• NeuralQA (🥉15 · ⭐ 230 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
• TransferNLP (🥉14 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
• textvec (🥉13 · ⭐ 190 · 💤) - Text vectorization tool to outperform TFIDF for classification.. MIT
• spacy-dbpedia-spotlight (🥉12 · ⭐ 100 · 💀) - 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.

• GitHub (👨‍💻 480 · 🔀 2.2K · 📦 1.9M · 📋 3.2K - 4% open · ⏱️ 10.10.2024):

   git clone https://github.com/python-pillow/Pillow
  

• PyPi (📥 130M / month · 📦 7.7K · ⏱️ 01.07.2024):

   pip install Pillow
  

• Conda (📥 45M · ⏱️ 11.09.2024):

   conda install -c conda-forge pillow
  

• GitHub (👨‍💻 150 · 🔀 4.7K · 📥 7.1M · 📦 38K · 📋 920 - 5% open · ⏱️ 09.10.2024):

   git clone https://github.com/rwightman/pytorch-image-models
  

• PyPi (📥 6.1M / month · 📦 930 · ⏱️ 23.08.2024):

   pip install timm
  

• Conda (📥 240K · ⏱️ 24.08.2024):

   conda install -c conda-forge timm
  

• GitHub (👨‍💻 610 · 🔀 6.9K · 📥 39K · 📦 21 · 📋 3.5K - 29% open · ⏱️ 03.10.2024):

   git clone https://github.com/pytorch/vision
  

• PyPi (📥 14M / month · 📦 5.6K · ⏱️ 04.09.2024):

   pip install torchvision
  

• Conda (📥 1.7M · ⏱️ 07.10.2024):

   conda install -c conda-forge torchvision
  

• GitHub (👨‍💻 150 · 🔀 1.6K · 📦 28K · 📋 1.1K - 31% open · ⏱️ 10.10.2024):

   git clone https://github.com/albumentations-team/albumentations
  

• PyPi (📥 4.6M / month · 📦 580 · ⏱️ 08.10.2024):

   pip install albumentations
  

• Conda (📥 200K · ⏱️ 22.09.2024):

   conda install -c conda-forge albumentations
  

• GitHub (👨‍💻 160 · 🔀 1.6K · 📦 46K · 📋 1.5K - 31% open · ⏱️ 27.05.2024):

   git clone https://github.com/Zulko/moviepy
  

• PyPi (📥 1.4M / month · 📦 940 · ⏱️ 15.12.2021):

   pip install moviepy
  

• Conda (📥 270K · ⏱️ 16.06.2023):

   conda install -c conda-forge moviepy
  

• GitHub (👨‍💻 67 · 🔀 2K · 📦 4.2K · 📋 1.1K - 0% open · ⏱️ 10.10.2024):

   git clone https://github.com/serengil/deepface
  

• PyPi (📥 110K / month · 📦 44 · ⏱️ 17.08.2024):

   pip install deepface
  

• GitHub (👨‍💻 270 · 🔀 960 · 📥 1.5K · 📦 12K · 📋 950 - 30% open · ⏱️ 10.10.2024):

   git clone https://github.com/kornia/kornia
  

• PyPi (📥 1.9M / month · 📦 260 · ⏱️ 28.06.2024):

   pip install kornia
  

• Conda (📥 150K · ⏱️ 28.06.2024):

   conda install -c conda-forge kornia
  

• GitHub (👨‍💻 120 · 🔀 290 · 📥 1.3K · 📦 140K · 📋 600 - 16% open · ⏱️ 19.08.2024):

   git clone https://github.com/imageio/imageio
  

• PyPi (📥 38M / month · 📦 2.4K · ⏱️ 19.08.2024):

   pip install imageio
  

• Conda (📥 7M · ⏱️ 19.08.2024):

   conda install -c conda-forge imageio
  

• GitHub (👨‍💻 480 · 🔀 9.4K · 📦 3K · 📋 8.5K - 20% open · ⏱️ 05.02.2024):

   git clone https://github.com/open-mmlab/mmdetection
  

• PyPi (📥 180K / month · 📦 82 · ⏱️ 05.01.2024):

   pip install mmdet
  

• GitHub (👨‍💻 61 · 🔀 5.4K · 📥 4.9M · 📦 2.8K · 📋 2.5K - 45% open · ⏱️ 30.09.2024):

   git clone https://github.com/deepinsight/insightface
  

• PyPi (📥 280K / month · 📦 30 · ⏱️ 17.12.2022):

   pip install insightface
  

• GitHub (👨‍💻 49 · 🔀 830 · 📦 450K · 📋 810 - 15% open · ⏱️ 24.07.2024):

   git clone https://github.com/opencv/opencv-python
  

• PyPi (📥 17M / month · 📦 10K · ⏱️ 17.06.2024):

   pip install opencv-python
  

• GitHub (👨‍💻 270 · 🔀 7.4K · 📦 2K · 📋 3.6K - 14% open · ⏱️ 10.10.2024):

   git clone https://github.com/facebookresearch/detectron2
  

• PyPi (📦 13 · ⏱️ 06.02.2020):

   pip install detectron2
  

• Conda (📥 430K · ⏱️ 26.08.2024):

   conda install -c conda-forge detectron2
  

• GitHub (👨‍💻 110 · 🔀 200 · 📥 50K · 📦 20K · 📋 430 - 6% open · ⏱️ 01.10.2024):

   git clone https://github.com/emcconville/wand
  

• PyPi (📥 950K / month · 📦 260 · ⏱️ 03.11.2023):

   pip install wand
  

• Conda (📥 77K · ⏱️ 16.06.2023):

   conda install -c conda-forge wand
  

• GitHub (👨‍💻 130 · 🔀 1.7K · 📦 1.3K · 📋 2.1K - 11% open · ⏱️ 10.10.2024):

   git clone https://github.com/PaddlePaddle/PaddleSeg
  

• PyPi (📥 1.5K / month · 📦 7 · ⏱️ 30.11.2022):

   pip install paddleseg
  

• GitHub (👨‍💻 21 · 🔀 3K · 📦 530 · 📋 280 - 48% open · ⏱️ 09.10.2024):

   git clone https://github.com/lucidrains/vit-pytorch
  

• PyPi (📥 22K / month · 📦 13 · ⏱️ 09.10.2024):

   pip install vit-pytorch
  

• GitHub (👨‍💻 53 · 🔀 270 · 📦 320 · 📋 570 - 12% open · ⏱️ 10.10.2024):

   git clone https://github.com/lightly-ai/lightly
  

• PyPi (📥 35K / month · 📦 14 · ⏱️ 24.09.2024):

   pip install lightly
  

• GitHub (👨‍💻 19 · 🔀 2.2K · 📥 940K · 📦 1.7K · 📋 760 - 41% open · ⏱️ 20.02.2024):

   git clone https://github.com/OlafenwaMoses/ImageAI
  

• PyPi (📥 9.2K / month · 📦 19 · ⏱️ 02.01.2023):

   pip install imageai
  

• Conda (📥 8K · ⏱️ 16.06.2023):

   conda install -c conda-forge imageai
  

• GitHub (👨‍💻 27 · 🔀 330 · 📦 14K · 📋 140 - 13% open · ⏱️ 09.10.2024):

   git clone https://github.com/JohannesBuchner/imagehash
  

• PyPi (📥 1.5M / month · 📦 240 · ⏱️ 28.09.2022):

   pip install ImageHash
  

• Conda (📥 400K · ⏱️ 16.06.2023):

   conda install -c conda-forge imagehash
  

• GitHub (👨‍💻 140 · 🔀 380 · 📥 7.8K · 📦 23 · 📋 3.3K - 9% open · ⏱️ 24.09.2024):

   git clone https://github.com/CellProfiler/CellProfiler
  

• PyPi (📥 2.2K / month · 📦 2 · ⏱️ 16.09.2024):

   pip install cellprofiler
  

• GitHub (👨‍💻 180 · 🔀 2.8K · 📋 5.4K - 22% open · ⏱️ 10.10.2024):

   git clone https://github.com/PaddlePaddle/PaddleDetection
  

• PyPi (📥 550 / month · 📦 2 · ⏱️ 19.09.2022):

   pip install paddledet
  

• GitHub (👨‍💻 48 · 🔀 570 · 📥 28K · 📦 1.4K · ⏱️ 27.08.2024):

   git clone https://github.com/obss/sahi
  

• PyPi (📥 180K / month · 📦 26 · ⏱️ 10.07.2024):

   pip install sahi
  

• Conda (📥 74K · ⏱️ 24.07.2024):

   conda install -c conda-forge sahi
  

• GitHub (👨‍💻 51 · 🔀 420 · 📥 3.9M · 📋 370 - 10% open · ⏱️ 10.10.2024):

   git clone https://github.com/mindee/doctr
  

• PyPi (📥 52K / month · 📦 12 · ⏱️ 08.08.2024):

   pip install python-doctr
  

• GitHub (👨‍💻 14 · 🔀 250 · 📥 1.7K · 📦 610 · 📋 300 - 2% open · ⏱️ 22.06.2024):

   git clone https://github.com/abhiTronix/vidgear
  

• PyPi (📥 26K / month · 📦 15 · ⏱️ 22.06.2024):

   pip install vidgear
  

• GitHub (👨‍💻 16 · 🔀 530 · 📦 6.2K · 📋 130 - 37% open · ⏱️ 08.10.2024):

   git clone https://github.com/ipazc/mtcnn
  

• PyPi (📥 110K / month · 📦 73 · ⏱️ 08.10.2024):

   pip install mtcnn
  

• Conda (📥 13K · ⏱️ 16.06.2023):

   conda install -c conda-forge mtcnn
  

• GitHub (👨‍💻 26 · 🔀 1.3K · 📦 21 · 📋 320 - 24% open · ⏱️ 30.08.2024):

   git clone https://github.com/1adrianb/face-alignment
  

• PyPi (📥 64K / month · 📦 10 · ⏱️ 17.08.2023):

   pip install face-alignment
  

• GitHub (👨‍💻 35 · 🔀 150 · 📦 1.4K · 📋 91 - 23% open · ⏱️ 17.07.2024):

   git clone https://github.com/luispedro/mahotas
  

• PyPi (📥 27K / month · 📦 63 · ⏱️ 17.07.2024):

   pip install mahotas
  

• Conda (📥 500K · ⏱️ 18.07.2024):

   conda install -c conda-forge mahotas
  

• GitHub (👨‍💻 18 · 🔀 940 · 📥 1.3M · 📦 2.3K · 📋 180 - 41% open · ⏱️ 02.08.2024):

   git clone https://github.com/timesler/facenet-pytorch
  

• PyPi (📥 70K / month · 📦 51 · ⏱️ 29.04.2024):

   pip install facenet-pytorch
  

• GitHub (👨‍💻 16 · 🔀 49 · 📦 810 · 📋 440 - 42% open · ⏱️ 21.09.2024):

   git clone https://github.com/libvips/pyvips
  

• PyPi (📥 73K / month · 📦 77 · ⏱️ 28.04.2024):

   pip install pyvips
  

• Conda (📥 130K · ⏱️ 06.09.2024):

   conda install -c conda-forge pyvips
  

• GitHub (👨‍💻 56 · 🔀 410 · 📋 210 - 50% open · ⏱️ 13.08.2024):

   git clone https://github.com/facebookresearch/pytorchvideo
  

• PyPi (📥 19K / month · 📦 24 · ⏱️ 20.01.2022):

   pip install pytorchvideo
  

• GitHub (👨‍💻 31 · 🔀 240 · 📥 330 · 📦 230 · 📋 170 - 14% open · ⏱️ 27.07.2024):

   git clone https://github.com/tryolabs/norfair
  

• PyPi (📥 23K / month · 📦 9 · ⏱️ 30.05.2022):

   pip install norfair
  

• GitHub (👨‍💻 120 · 🔀 920 · 📦 21 · 📋 690 - 21% open · ⏱️ 25.05.2024):

   git clone https://github.com/facebookresearch/mmf
  

• PyPi (📥 1.1K / month · 📦 1 · ⏱️ 12.06.2020):

   pip install mmf
  

• GitHub (👨‍💻 15 · 🔀 1K · 📋 540 - 50% open · ⏱️ 21.08.2024):

   git clone https://github.com/qubvel/segmentation_models
  

• PyPi (📥 27K / month · 📦 28 · ⏱️ 10.01.2020):

   pip install segmentation_models
  

• GitHub (👨‍💻 31 · 🔀 170 · 📦 54 · 📋 280 - 36% open · ⏱️ 06.05.2024):

   git clone https://github.com/libffcv/ffcv
  

• PyPi (📥 1K / month · 📦 1 · ⏱️ 28.01.2022):

   pip install ffcv
  

• GitHub (👨‍💻 39 · 🔀 360 · 📋 240 - 60% open · ⏱️ 01.08.2024):

   git clone https://github.com/tensorflow/graphics
  

• PyPi (📥 17K / month · 📦 11 · ⏱️ 03.12.2021):

   pip install tensorflow-graphics
  

• GitHub (👨‍💻 38 · 🔀 330 · 📦 53 · 📋 190 - 43% open · ⏱️ 03.03.2024):

   git clone https://github.com/facebookresearch/vissl
  

• PyPi (📥 200 / month · 📦 1 · ⏱️ 02.11.2021):

   pip install vissl
  

• GitHub (👨‍💻 30 · 🔀 220 · 📦 7 · 📋 190 - 33% open · ⏱️ 07.10.2024):

   git clone https://github.com/google-research/kubric
  

• PyPi (📥 39K / month · ⏱️ 27.12.2023):

   pip install kubric-nightly
  

• GitHub (👨‍💻 27 · 🔀 2.4K · 📦 21 · 📋 540 - 47% open · ⏱️ 12.03.2024):

   git clone https://github.com/facebookresearch/detr
  

• GitHub (👨‍💻 33 · 🔀 1.2K · 📦 20 · 📋 680 - 57% open · ⏱️ 13.08.2024):

   git clone https://github.com/facebookresearch/SlowFast
  

• PyPi (📥 60 / month · ⏱️ 15.01.2020):

   pip install pyslowfast
  

• GitHub (👨‍💻 85 · 🔀 420 · 📋 270 - 55% open · ⏱️ 08.10.2024):

   git clone https://github.com/google-research/scenic
  

• scikit-image (🥇43 · ⭐ 6.1K) - Image processing in Python. ❗Unlicensed
• imgaug (🥈36 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. MIT
• glfw (🥈36 · ⭐ 13K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
• Face Recognition (🥈35 · ⭐ 53K · 💀) - The worlds simplest facial recognition api for Python.. MIT
• PyTorch3D (🥈33 · ⭐ 8.7K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
• imutils (🥈31 · ⭐ 4.5K · 💀) - A series of convenience functions to make basic image processing.. MIT
• GluonCV (🥈29 · ⭐ 5.8K · 💀) - Gluon CV Toolkit. Apache-2
• layout-parser (🥉28 · ⭐ 4.8K · 💀) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
• Pillow-SIMD (🥉27 · ⭐ 2.2K) - The friendly PIL fork. ❗️PIL
• 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
• Image Deduplicator (🥉24 · ⭐ 5.1K · 💀) - Finding duplicate images made easy!. Apache-2
• 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
• icevision (🥉22 · ⭐ 850 · 💀) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2
• Image Super-Resolution (🥉21 · ⭐ 4.6K · 💀) - Super-scale your images and run experiments with.. Apache-2
• image-match (🥉20 · ⭐ 2.9K · 💀) - Quickly search over billions of images. Apache-2
• pycls (🥉20 · ⭐ 2.1K · 💀) - Codebase for Image Classification Research, written in PyTorch. MIT
• nude.py (🥉20 · ⭐ 920 · 💀) - Nudity detection with Python. MIT
• detecto (🥉20 · ⭐ 610 · 💀) - Build fully-functioning computer vision models with PyTorch. MIT
• Caer (🥉18 · ⭐ 770 · 💀) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
• solt (🥉18 · ⭐ 260) - Streaming over lightweight data transformations. MIT
• Torch Points 3D (🥉17 · ⭐ 210 · 💀) - Pytorch framework for doing deep learning on point.. BSD-3
• HugsVision (🥉16 · ⭐ 190 · 💀) - 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.

• GitHub (👨‍💻 750 · 🔀 3.2K · 📥 76 · 📦 300K · 📋 3.4K - 10% open · ⏱️ 10.10.2024):

   git clone https://github.com/networkx/networkx
  

• PyPi (📥 81M / month · 📦 9.5K · ⏱️ 06.10.2024):

   pip install networkx
  

• Conda (📥 18M · ⏱️ 08.04.2024):

   conda install -c conda-forge networkx
  

• GitHub (👨‍💻 520 · 🔀 3.6K · 📦 6.6K · 📋 3.7K - 27% open · ⏱️ 09.10.2024):

   git clone https://github.com/pyg-team/pytorch_geometric
  

• PyPi (📥 410K / month · 📦 360 · ⏱️ 26.09.2024):

   pip install torch-geometric
  

• Conda (📥 94K · ⏱️ 26.09.2024):

   conda install -c conda-forge pytorch_geometric
  

• GitHub (👨‍💻 300 · 🔀 3K · 📦 310 · 📋 2.9K - 18% open · ⏱️ 10.10.2024):

   git clone https://github.com/dmlc/dgl
  

• PyPi (📥 130K / month · 📦 150 · ⏱️ 13.05.2024):

   pip install dgl
  

• GitHub (👨‍💻 45 · 🔀 200 · 📦 120 · 📋 340 - 51% open · ⏱️ 10.10.2024):

   git clone https://github.com/graphistry/pygraphistry
  

• PyPi (📥 9.9K / month · 📦 6 · ⏱️ 10.10.2024):

   pip install graphistry
  

• GitHub (👨‍💻 41 · 🔀 180 · 📥 210 · 📦 240 · 📋 580 - 20% open · ⏱️ 07.10.2024):

   git clone https://github.com/pykeen/pykeen
  

• PyPi (📥 9.8K / month · 📦 6 · ⏱️ 19.02.2024):

   pip install pykeen
  

• GitHub (👨‍💻 32 · 🔀 400 · 📦 2K · 📋 300 - 8% open · ⏱️ 01.02.2024):

   git clone https://github.com/snap-stanford/ogb
  

• PyPi (📥 81K / month · 📦 22 · ⏱️ 02.11.2022):

   pip install ogb
  

• Conda (📥 38K · ⏱️ 16.06.2023):

   conda install -c conda-forge ogb
  

• GitHub (👨‍💻 27 · 🔀 340 · 📦 330 · 📋 280 - 24% open · ⏱️ 21.01.2024):

   git clone https://github.com/danielegrattarola/spektral
  

• PyPi (📥 12K / month · 📦 7 · ⏱️ 21.01.2024):

   pip install spektral
  

• GitHub (👨‍💻 21 · 🔀 250 · 📦 56 · 📋 240 - 17% open · ⏱️ 28.02.2024):

   git clone https://github.com/Accenture/AmpliGraph
  

• PyPi (📥 1.5K / month · 📦 2 · ⏱️ 26.02.2024):

   pip install ampligraph
  

• GitHub (👨‍💻 16 · 🔀 240 · 📦 690 · 📋 93 - 5% open · ⏱️ 02.08.2024):

   git clone https://github.com/eliorc/node2vec
  

• PyPi (📥 17K / month · 📦 31 · ⏱️ 02.08.2024):

   pip install node2vec
  

• Conda (📥 31K · ⏱️ 16.06.2023):

   conda install -c conda-forge node2vec
  

• GitHub (👨‍💻 32 · 🔀 450 · 📥 210 · 📋 200 - 32% open · ⏱️ 03.03.2024):

   git clone https://github.com/facebookresearch/PyTorch-BigGraph
  

• PyPi (📥 430K / month · 📦 2 · ⏱️ 14.10.2019):

   pip install torchbiggraph
  

• GitHub (👨‍💻 35 · 🔀 140 · 📋 170 - 21% open · ⏱️ 10.09.2024):

   git clone https://github.com/rusty1s/pytorch_cluster
  

• PyPi (📥 16K / month · 📦 62 · ⏱️ 12.10.2023):

   pip install torch-cluster
  

• Conda (📥 200K · ⏱️ 28.08.2024):

   conda install -c conda-forge pytorch_cluster
  

• GitHub (👨‍💻 18 · 🔀 57 · 📥 13 · 📦 110 · 📋 50 - 50% open · ⏱️ 11.11.2023):

   git clone https://github.com/snap-stanford/deepsnap
  

• PyPi (📥 600 / month · 📦 2 · ⏱️ 05.09.2021):

   pip install deepsnap
  

• GitHub (👨‍💻 10 · 🔀 100 · 📦 48 · 📋 34 - 44% open · ⏱️ 07.11.2023):

   git clone https://github.com/gsi-upm/sematch
  

• PyPi (📥 550 / month · ⏱️ 17.04.2017):

   pip install sematch
  

• GitHub (👨‍💻 13 · 🔀 98 · 📥 240 · 📋 63 - 19% open · ⏱️ 18.11.2023):

   git clone https://github.com/vaticle/kglib
  

• PyPi (📥 370 / month · ⏱️ 19.08.2020):

   pip install grakn-kglib
  

• GitHub (👨‍💻 16 · 🔀 120 · 📋 39 - 35% open · ⏱️ 05.02.2024):

   git clone https://github.com/THUMNLab/AutoGL
  

• PyPi (⏱️ 23.12.2020):

   pip install auto-graph-learning
  

• GitHub (👨‍💻 12 · 🔀 490 · 📋 110 - 9% open · ⏱️ 10.01.2024):

   git clone https://github.com/thunlp/OpenNE
  

• GitHub (👨‍💻 1 · 🔀 150 · 📋 110 - 46% open · ⏱️ 14.06.2024):

   git clone https://github.com/DeepGraphLearning/graphvite
  

• Conda (📥 4.8K · ⏱️ 16.06.2023):

   conda install -c milagraph graphvite
  

• igraph (🥇34 · ⭐ 1.3K) - Python interface for igraph. ❗️GPL-2.0
• StellarGraph (🥈28 · ⭐ 2.9K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
• pygal (🥈28 · ⭐ 2.6K) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
• Paddle Graph Learning (🥈26 · ⭐ 1.6K · 💀) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
• pytorch_geometric_temporal (🥈24 · ⭐ 2.6K · 💀) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
• Karate Club (🥈23 · ⭐ 2.1K) - 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
• graph-nets (🥉22 · ⭐ 5.4K · 💀) - Build Graph Nets in Tensorflow. Apache-2
• graph4nlp (🥉22 · ⭐ 1.7K · 💀) - Graph4nlp is the library for the easy use of Graph.. Apache-2
• pyRDF2Vec (🥉21 · ⭐ 240 · 💀) - 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
• GraphGym (🥉19 · ⭐ 1.7K · 💀) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
• DeepGraph (🥉19 · ⭐ 280 · 💤) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
• Euler (🥉16 · ⭐ 2.9K · 💀) - A distributed graph deep learning framework. Apache-2
• GraphSAGE (🥉15 · ⭐ 3.4K · 💀) - Representation learning on large graphs using stochastic.. MIT
• ptgnn (🥉15 · ⭐ 370 · 💀) - A PyTorch Graph Neural Network Library. MIT
• GraphEmbedding (🥉14 · ⭐ 3.7K · 💀) - Implementation and experiments of graph embedding.. MIT
• OpenKE (🥉13 · ⭐ 3.8K · 💤) - 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.

• GitHub (👨‍💻 240 · 🔀 1.4K · 📦 2.3K · 📋 1.1K - 12% open · ⏱️ 09.10.2024):

   git clone https://github.com/speechbrain/speechbrain
  

• PyPi (📥 2.9M / month · 📦 62 · ⏱️ 02.09.2024):

   pip install speechbrain
  

• GitHub (👨‍💻 450 · 🔀 2.2K · 📥 82 · 📦 380 · 📋 2.4K - 14% open · ⏱️ 10.10.2024):

   git clone https://github.com/espnet/espnet
  

• PyPi (📥 33K / month · 📦 12 · ⏱️ 06.02.2024):

   pip install espnet
  

• GitHub (👨‍💻 170 · 🔀 4.2K · 📥 3.3M · 📦 1.8K · 📋 1.1K - 7% open · ⏱️ 10.02.2024):

   git clone https://github.com/coqui-ai/TTS
  

• PyPi (📥 120K / month · 📦 53 · ⏱️ 12.12.2023):

   pip install tts
  

• Conda (📥 17K · ⏱️ 16.06.2023):

   conda install -c conda-forge tts
  

• GitHub (👨‍💻 230 · 🔀 640 · 📋 980 - 25% open · ⏱️ 29.09.2024):

   git clone https://github.com/pytorch/audio
  

• PyPi (📥 5.5M / month · 📦 1.3K · ⏱️ 04.09.2024):

   pip install torchaudio
  

• GitHub (👨‍💻 51 · 🔀 2.4K · 📦 21 · 📋 640 - 50% open · ⏱️ 13.08.2024):

   git clone https://github.com/Uberi/speech_recognition
  

• PyPi (📥 1.1M / month · 📦 580 · ⏱️ 05.05.2024):

   pip install SpeechRecognition
  

• Conda (📥 200K · ⏱️ 06.05.2024):

   conda install -c conda-forge speechrecognition
  

• GitHub (👨‍💻 120 · 🔀 960 · 📋 1.2K - 4% open · ⏱️ 08.10.2024):

   git clone https://github.com/librosa/librosa
  

• PyPi (📥 2.8M / month · 📦 1.4K · ⏱️ 14.05.2024):

   pip install librosa
  

• Conda (📥 820K · ⏱️ 15.05.2024):

   conda install -c conda-forge librosa
  

• GitHub (👨‍💻 160 · 🔀 3.7K · 📦 530 · 📋 1K - 41% open · ⏱️ 01.08.2024):

   git clone https://github.com/magenta/magenta
  

• PyPi (📥 7K / month · 📦 5 · ⏱️ 01.08.2022):

   pip install magenta
  

• GitHub (👨‍💻 29 · 🔀 190 · 📦 580 · 📋 180 - 25% open · ⏱️ 07.10.2024):

   git clone https://github.com/iver56/audiomentations
  

• PyPi (📥 49K / month · 📦 18 · ⏱️ 03.09.2024):

   pip install audiomentations
  

• GitHub (👨‍💻 38 · 🔀 500 · 📦 34 · 📋 550 - 0% open · ⏱️ 27.09.2024):

   git clone https://github.com/Picovoice/Porcupine
  

• PyPi (📥 12K / month · 📦 35 · ⏱️ 27.08.2024):

   pip install pvporcupine
  

• GitHub (👨‍💻 25 · 🔀 110 · 📦 24K · 📋 94 - 39% open · ⏱️ 15.12.2023):

   git clone https://github.com/beetbox/audioread
  

• PyPi (📥 2.1M / month · 📦 140 · ⏱️ 27.09.2023):

   pip install audioread
  

• Conda (📥 880K · ⏱️ 03.09.2024):

   conda install -c conda-forge audioread
  

• GitHub (👨‍💻 28 · 🔀 1.2K · 📦 520 · 📋 320 - 62% open · ⏱️ 22.10.2023):

   git clone https://github.com/tyiannak/pyAudioAnalysis
  

• PyPi (📥 15K / month · 📦 12 · ⏱️ 07.02.2022):

   pip install pyAudioAnalysis
  

• GitHub (👨‍💻 34 · 🔀 110 · 📥 20K · 📦 43K · 📋 260 - 46% open · ⏱️ 27.07.2024):

   git clone https://github.com/bastibe/python-soundfile
  

• PyPi (📥 5.7M / month · 📦 780 · ⏱️ 15.02.2023):

   pip install soundfile
  

• Conda:

   conda install -c anaconda pysoundfile
  

• GitHub (👨‍💻 24 · 🔀 200 · 📦 440 · 📋 280 - 24% open · ⏱️ 25.08.2024):

   git clone https://github.com/CPJKU/madmom
  

• PyPi (📥 2.6K / month · 📦 27 · ⏱️ 14.11.2018):

   pip install madmom
  

• GitHub (👨‍💻 32 · 🔀 320 · 📦 60 · 📋 170 - 28% open · ⏱️ 23.09.2024):

   git clone https://github.com/magenta/ddsp
  

• PyPi (📥 4.5K / month · 📦 1 · ⏱️ 25.05.2022):

   pip install ddsp
  

• Conda (📥 18K · ⏱️ 16.06.2023):

   conda install -c conda-forge ddsp
  

• GitHub (👨‍💻 27 · 🔀 100 · 📋 130 - 11% open · ⏱️ 29.08.2024):

   git clone https://github.com/devsnd/tinytag
  

• PyPi (📥 28K / month · 📦 110 · ⏱️ 26.10.2023):

   pip install tinytag
  

• GitHub (👨‍💻 15 · 🔀 89 · 📦 220 · 📋 63 - 28% open · ⏱️ 13.02.2024):

   git clone https://github.com/KinWaiCheuk/nnAudio
  

• PyPi (📥 16K / month · 📦 4 · ⏱️ 13.02.2024):

   pip install nnAudio
  

• DeepSpeech (🥈34 · ⭐ 25K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• Pydub (🥈34 · ⭐ 8.8K · 💀) - Manipulate audio with a simple and easy high level interface. MIT
• spleeter (🥈31 · ⭐ 26K · 💀) - Deezer source separation library including pretrained models. MIT
• aubio (🥉28 · ⭐ 3.3K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
• Essentia (🥉28 · ⭐ 2.8K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
• TTS (🥉26 · ⭐ 9.3K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
• python_speech_features (🥉24 · ⭐ 2.4K · 💀) - This library provides common speech features for ASR.. MIT
• Dejavu (🥉23 · ⭐ 6.4K · 💀) - Audio fingerprinting and recognition in Python. MIT
• kapre (🥉22 · ⭐ 920 · 💀) - kapre: Keras Audio Preprocessors. MIT
• TimeSide (🥉22 · ⭐ 370 · 💀) - scalable audio processing framework and server written in.. ❗️AGPL-3.0
• Julius (🥉21 · ⭐ 420 · 💀) - 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.

• GitHub (👨‍💻 270 · 🔀 2.1K · 📦 8.1K · 📋 3.1K - 11% open · ⏱️ 04.10.2024):

   git clone https://github.com/visgl/deck.gl
  

• PyPi (📥 5.5M / month · 📦 120 · ⏱️ 10.05.2024):

   pip install pydeck
  

• Conda (📥 620K · ⏱️ 16.06.2023):

   conda install -c conda-forge pydeck
  

• npm (📥 580K / month · 📦 300 · ⏱️ 08.10.2024):

   npm install deck.gl
  

• GitHub (👨‍💻 160 · 🔀 560 · 📥 3.7K · 📦 81K · 📋 1.2K - 23% open · ⏱️ 02.10.2024):

   git clone https://github.com/shapely/shapely
  

• PyPi (📥 34M / month · 📦 2.9K · ⏱️ 19.08.2024):

   pip install shapely
  

• Conda (📥 10M · ⏱️ 25.09.2024):

   conda install -c conda-forge shapely
  

• GitHub (👨‍💻 230 · 🔀 920 · 📥 2.7K · 📦 42K · 📋 1.7K - 25% open · ⏱️ 10.10.2024):

   git clone https://github.com/geopandas/geopandas
  

• PyPi (📥 7.8M / month · 📦 2.8K · ⏱️ 02.07.2024):

   pip install geopandas
  

• Conda (📥 4M · ⏱️ 21.09.2024):

   conda install -c conda-forge geopandas
  

• GitHub (👨‍💻 170 · 🔀 2.2K · 📦 44K · 📋 1.1K - 7% open · ⏱️ 08.10.2024):

   git clone https://github.com/python-visualization/folium
  

• PyPi (📥 1.5M / month · 📦 750 · ⏱️ 16.06.2024):

   pip install folium
  

• Conda (📥 3.1M · ⏱️ 17.06.2024):

   conda install -c conda-forge folium
  

• GitHub (👨‍💻 160 · 🔀 530 · 📥 970 · 📦 13K · 📋 1.8K - 7% open · ⏱️ 07.10.2024):

   git clone https://github.com/rasterio/rasterio
  

• PyPi (📥 3.5M / month · 📦 1.4K · ⏱️ 01.10.2024):

   pip install rasterio
  

• Conda (📥 3.6M · ⏱️ 01.10.2024):

   conda install -c conda-forge rasterio
  

• GitHub (👨‍💻 92 · 🔀 1.1K · 📥 12K · 📦 840 · 📋 760 - 8% open · ⏱️ 02.10.2024):

   git clone https://github.com/Esri/arcgis-python-api
  

• PyPi (📥 78K / month · 📦 40 · ⏱️ 01.10.2024):

   pip install arcgis
  

• Docker Hub:

   docker pull esridocker/arcgis-api-python-notebook
  

• GitHub (👨‍💻 76 · 🔀 200 · 📦 23K · 📋 800 - 3% open · ⏱️ 30.09.2024):

   git clone https://github.com/Toblerity/Fiona
  

• PyPi (📥 5.3M / month · 📦 270 · ⏱️ 16.09.2024):

   pip install fiona
  

• Conda (📥 6M · ⏱️ 18.09.2024):

   conda install -c conda-forge fiona
  

• GitHub (👨‍💻 66 · 🔀 210 · 📦 34K · 📋 620 - 5% open · ⏱️ 10.10.2024):

   git clone https://github.com/pyproj4/pyproj
  

• PyPi (📥 9.6M / month · 📦 1.7K · ⏱️ 01.10.2024):

   pip install pyproj
  

• Conda (📥 8.7M · ⏱️ 01.10.2024):

   conda install -c conda-forge pyproj
  

• GitHub (👨‍💻 130 · 🔀 640 · 📥 84 · 📋 290 - 13% open · ⏱️ 23.11.2023):

   git clone https://github.com/geopy/geopy
  

• PyPi (📥 6.3M / month · 📦 900 · ⏱️ 23.11.2023):

   pip install geopy
  

• Conda (📥 1.5M · ⏱️ 28.02.2024):

   conda install -c conda-forge geopy
  

• GitHub (👨‍💻 90 · 🔀 360 · 📦 12K · 📋 650 - 44% open · ⏱️ 22.07.2024):

   git clone https://github.com/jupyter-widgets/ipyleaflet
  

• PyPi (📥 280K / month · 📦 280 · ⏱️ 22.07.2024):

   pip install ipyleaflet
  

• Conda (📥 1.3M · ⏱️ 22.07.2024):

   conda install -c conda-forge ipyleaflet
  

• npm (📥 7.4K / month · 📦 9 · ⏱️ 22.07.2024):

   npm install jupyter-leaflet
  

• GitHub (👨‍💻 79 · 🔀 300 · 📦 1.7K · 📋 650 - 2% open · ⏱️ 07.10.2024):

   git clone https://github.com/pysal/pysal
  

• PyPi (📥 46K / month · 📦 49 · ⏱️ 30.07.2024):

   pip install pysal
  

• Conda (📥 580K · ⏱️ 30.07.2024):

   conda install -c conda-forge pysal
  

• GitHub (👨‍💻 58 · 🔀 120 · 📦 18K · 📋 100 - 25% open · ⏱️ 04.10.2024):

   git clone https://github.com/jazzband/geojson
  

• PyPi (📥 3.1M / month · 📦 700 · ⏱️ 05.11.2023):

   pip install geojson
  

• Conda (📥 860K · ⏱️ 06.11.2023):

   conda install -c conda-forge geojson
  

• GitHub (👨‍💻 32 · 🔀 75 · 📦 1.1K · 📋 340 - 29% open · ⏱️ 08.10.2024):

   git clone https://github.com/holoviz/geoviews
  

• PyPi (📥 17K / month · 📦 59 · ⏱️ 16.09.2024):

   pip install geoviews
  

• Conda (📥 250K · ⏱️ 17.09.2024):

   conda install -c conda-forge geoviews
  

• GitHub (👨‍💻 18 · 🔀 87 · 📦 440 · 📋 58 - 15% open · ⏱️ 11.02.2024):

   git clone https://github.com/geospace-code/pymap3d
  

• PyPi (📥 220K / month · 📦 44 · ⏱️ 11.02.2024):

   pip install pymap3d
  

• Conda (📥 82K · ⏱️ 11.02.2024):

   conda install -c conda-forge pymap3d
  

• Geocoder (🥉32 · ⭐ 1.6K · 💀) - Python Geocoder. MIT
• Satpy (🥉32 · ⭐ 1.1K) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
• Sentinelsat (🥉27 · ⭐ 980 · 💤) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
• EarthPy (🥉26 · ⭐ 500 · 💀) - 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 · ⭐ 660 · 💀) - 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.

• GitHub (👨‍💻 120 · 🔀 2.3K · 📦 48K · 📋 1.4K - 13% open · ⏱️ 07.10.2024):

   git clone https://github.com/ranaroussi/yfinance
  

• PyPi (📥 2.3M / month · 📦 660 · ⏱️ 30.09.2024):

   pip install yfinance
  

• Conda (📥 96K · ⏱️ 16.06.2023):

   conda install -c ranaroussi yfinance
  

• GitHub (👨‍💻 34 · 🔀 410 · 📦 1.6K · 📋 340 - 22% open · ⏱️ 01.10.2024):

   git clone https://github.com/pmorissette/bt
  

• PyPi (📥 9.3K / month · 📦 10 · ⏱️ 06.08.2024):

   pip install bt
  

• Conda (📥 46K · ⏱️ 21.09.2024):

   conda install -c conda-forge bt
  

• GitHub (👨‍💻 130 · 🔀 2.6K · 📥 720 · 📦 21 · 📋 930 - 25% open · ⏱️ 12.09.2024):

   git clone https://github.com/microsoft/qlib
  

• PyPi (📥 4.8K / month · 📦 1 · ⏱️ 24.05.2024):

   pip install pyqlib
  

• GitHub (👨‍💻 34 · 🔀 890 · 📦 4.2K · 📋 240 - 57% open · ⏱️ 02.11.2023):

   git clone https://github.com/bukosabino/ta
  

• PyPi (📥 190K / month · 📦 110 · ⏱️ 02.11.2023):

   pip install ta
  

• Conda (📥 30K · ⏱️ 02.11.2023):

   conda install -c conda-forge ta
  

• GitHub (👨‍💻 44 · 🔀 740 · 📋 290 - 0% open · ⏱️ 18.07.2024):

   git clone https://github.com/RomelTorres/alpha_vantage
  

• PyPi (📥 39K / month · 📦 35 · ⏱️ 18.07.2024):

   pip install alpha_vantage
  

• Conda (📥 7.5K · ⏱️ 09.08.2024):

   conda install -c conda-forge alpha_vantage
  

• GitHub (👨‍💻 35 · 🔀 290 · 📦 490 · 📋 130 - 17% open · ⏱️ 01.10.2024):

   git clone https://github.com/pmorissette/ffn
  

• PyPi (📥 17K / month · 📦 18 · ⏱️ 05.08.2024):

   pip install ffn
  

• Conda (📥 12K · ⏱️ 06.08.2024):

   conda install -c conda-forge ffn
  

• GitHub (👨‍💻 36 · 🔀 750 · 📋 590 - 3% open · ⏱️ 14.03.2024):

   git clone https://github.com/erdewit/ib_insync
  

• PyPi (📥 53K / month · 📦 44 · ⏱️ 21.11.2022):

   pip install ib_insync
  

• Conda (📥 47K · ⏱️ 16.06.2023):

   conda install -c conda-forge ib-insync
  

• GitHub (👨‍💻 61 · 🔀 980 · 📦 62 · 📋 250 - 20% open · ⏱️ 09.06.2024):

   git clone https://github.com/tensortrade-org/tensortrade
  

• PyPi (📥 1.3K / month · 📦 1 · ⏱️ 10.05.2021):

   pip install tensortrade
  

• Conda (📥 4K · ⏱️ 16.06.2023):

   conda install -c conda-forge tensortrade
  

• GitHub (👨‍💻 10 · 🔀 300 · 📦 1.1K · 📋 130 - 12% open · ⏱️ 05.01.2024):

   git clone https://github.com/jealous/stockstats
  

• PyPi (📥 8.9K / month · 📦 11 · ⏱️ 30.07.2023):

   pip install stockstats
  

• GitHub (👨‍💻 14 · 🔀 490 · 📥 56 · 📦 15 · 📋 28 - 85% open · ⏱️ 19.05.2024):

   git clone https://github.com/cuemacro/finmarketpy
  

• PyPi (📥 930 / month · ⏱️ 19.05.2024):

   pip install finmarketpy
  

• zipline (🥇32 · ⭐ 18K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
• pyfolio (🥈30 · ⭐ 5.7K · 💀) - Portfolio and risk analytics in Python. Apache-2
• arch (🥈30 · ⭐ 1.3K) - ARCH models in Python. ❗Unlicensed
• backtrader (🥈29 · ⭐ 14K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
• Alphalens (🥉27 · ⭐ 3.3K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
• Enigma Catalyst (🥉27 · ⭐ 2.5K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
• empyrical (🥉27 · ⭐ 1.3K · 💀) - Common financial risk and performance metrics. Used by.. Apache-2
• PyAlgoTrade (🥉24 · ⭐ 4.4K · 💀) - Python Algorithmic Trading Library. Apache-2
• FinTA (🥉24 · ⭐ 2.1K · 💀) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
• Backtesting.py (🥉23 · ⭐ 5.4K · 💀) - Backtest trading strategies in Python. ❗️AGPL-3.0
• FinQuant (🥉23 · ⭐ 1.4K · 💀) - A program for financial portfolio management, analysis and.. MIT
• Crypto Signals (🥉22 · ⭐ 4.9K · 💀) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
• tf-quant-finance (🥉21 · ⭐ 4.5K · 💀) - High-performance TensorFlow library for quantitative.. Apache-2
• 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.

• GitHub (👨‍💻 400 · 🔀 1.3K · 📥 100 · 📦 3.3K · 📋 2.5K - 37% open · ⏱️ 10.10.2024):

   git clone https://github.com/alan-turing-institute/sktime
  

• PyPi (📥 760K / month · 📦 130 · ⏱️ 26.09.2024):

   pip install sktime
  

• Conda (📥 1M · ⏱️ 25.09.2024):

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

• GitHub (👨‍💻 180 · 🔀 4.5K · 📥 2.8K · 📦 21 · 📋 2.2K - 19% open · ⏱️ 02.10.2024):

   git clone https://github.com/facebook/prophet
  

• PyPi (📥 250K / month · 📦 91 · ⏱️ 05.09.2020):

   pip install fbprophet
  

• Conda (📥 1.3M · ⏱️ 04.10.2024):

   conda install -c conda-forge prophet
  

• GitHub (👨‍💻 46 · 🔀 270 · 📦 1.1K · 📋 340 - 29% open · ⏱️ 10.10.2024):

   git clone https://github.com/Nixtla/statsforecast
  

• PyPi (📥 670K / month · 📦 57 · ⏱️ 19.09.2024):

   pip install statsforecast
  

• Conda (📥 98K · ⏱️ 23.09.2024):

   conda install -c conda-forge statsforecast
  

• GitHub (👨‍💻 41 · 🔀 320 · 📦 900 · 📋 510 - 12% open · ⏱️ 16.09.2024):

   git clone https://github.com/TDAmeritrade/stumpy
  

• PyPi (📥 270K / month · 📦 30 · ⏱️ 09.07.2024):

   pip install stumpy
  

• Conda (📥 1M · ⏱️ 09.07.2024):

   conda install -c conda-forge stumpy
  

• GitHub (👨‍💻 97 · 🔀 1.2K · 📦 21 · 📋 540 - 12% open · ⏱️ 03.08.2024):

   git clone https://github.com/blue-yonder/tsfresh
  

• PyPi (📥 240K / month · 📦 93 · ⏱️ 03.08.2024):

   pip install tsfresh
  

• Conda (📥 1.4M · ⏱️ 04.08.2024):

   conda install -c conda-forge tsfresh
  

• GitHub (👨‍💻 53 · 🔀 620 · 📦 440 · 📋 780 - 60% open · ⏱️ 10.10.2024):

   git clone https://github.com/jdb78/pytorch-forecasting
  

• PyPi (📥 55K / month · 📦 22 · ⏱️ 09.09.2024):

   pip install pytorch-forecasting
  

• Conda (📥 65K · ⏱️ 16.06.2023):

   conda install -c conda-forge pytorch-forecasting
  

• GitHub (👨‍💻 120 · 🔀 870 · 📋 1.6K - 15% open · ⏱️ 28.09.2024):

   git clone https://github.com/unit8co/darts
  

• PyPi (📥 74K / month · 📦 10 · ⏱️ 19.06.2024):

   pip install u8darts
  

• Conda (📥 59K · ⏱️ 21.06.2024):

   conda install -c conda-forge u8darts-all
  

• Docker Hub (📥 700 · ⏱️ 17.04.2024):

   docker pull unit8/darts
  

• GitHub (👨‍💻 48 · 🔀 340 · 📦 220 · 📋 540 - 20% open · ⏱️ 10.10.2024):

   git clone https://github.com/Nixtla/neuralforecast
  

• PyPi (📥 49K / month · 📦 17 · ⏱️ 20.09.2024):

   pip install neuralforecast
  

• Conda (📥 23K · ⏱️ 20.09.2024):

   conda install -c conda-forge neuralforecast
  

• GitHub (👨‍💻 43 · 🔀 340 · 📦 1.4K · 📋 330 - 40% open · ⏱️ 01.07.2024):

   git clone https://github.com/tslearn-team/tslearn
  

• PyPi (📥 460K / month · 📦 79 · ⏱️ 12.12.2023):

   pip install tslearn
  

• Conda (📥 1.4M · ⏱️ 26.07.2024):

   conda install -c conda-forge tslearn
  

• GitHub (👨‍💻 23 · 🔀 230 · 📦 9.4K · 📋 340 - 18% open · ⏱️ 24.09.2024):

   git clone https://github.com/alkaline-ml/pmdarima
  

• PyPi (📥 2.5M / month · 📦 150 · ⏱️ 23.10.2023):

   pip install pmdarima
  

• Conda (📥 1.2M · ⏱️ 14.07.2024):

   conda install -c conda-forge pmdarima
  

• GitHub (👨‍💻 14 · 🔀 130 · 📦 330 · 📋 170 - 13% open · ⏱️ 13.08.2024):

   git clone https://github.com/JoaquinAmatRodrigo/skforecast
  

• PyPi (📥 80K / month · 📦 15 · ⏱️ 01.08.2024):

   pip install skforecast
  

• GitHub (👨‍💻 120 · 🔀 740 · 📋 960 - 33% open · ⏱️ 25.07.2024):

   git clone https://github.com/awslabs/gluon-ts
  

• PyPi (📥 650K / month · 📦 31 · ⏱️ 03.06.2024):

   pip install gluonts
  

• Conda (📥 980 · ⏱️ 22.12.2023):

   conda install -c anaconda gluonts
  

• GitHub (👨‍💻 56 · 🔀 470 · 📋 560 - 10% open · ⏱️ 13.09.2024):

   git clone https://github.com/ourownstory/neural_prophet
  

• PyPi (📥 140K / month · 📦 8 · ⏱️ 26.06.2024):

   pip install neuralprophet
  

• GitHub (👨‍💻 20 · 🔀 140 · 📦 150 · 📋 76 - 6% open · ⏱️ 12.09.2024):

   git clone https://github.com/fraunhoferportugal/tsfel
  

• PyPi (📥 21K / month · 📦 7 · ⏱️ 12.09.2024):

   pip install tsfel
  

• GitHub (👨‍💻 20 · 🔀 140 · 📦 63 · 📋 400 - 12% open · ⏱️ 10.07.2024):

   git clone https://github.com/uber/orbit
  

• PyPi (📥 14K / month · 📦 1 · ⏱️ 01.04.2024):

   pip install orbit-ml
  

• Conda (📥 15K · ⏱️ 01.04.2024):

   conda install -c conda-forge orbit-ml
  

• GitHub (👨‍💻 7 · 🔀 98 · 📦 37 · 📋 56 - 73% open · ⏱️ 07.09.2024):

   git clone https://github.com/wwrechard/pydlm
  

• PyPi (📥 27K / month · 📦 2 · ⏱️ 13.08.2024):

   pip install pydlm
  

• GitHub (👨‍💻 6 · 🔀 26 · 📦 17 · 📋 56 - 58% open · ⏱️ 06.09.2024):

   git clone https://github.com/predict-idlab/tsflex
  

• PyPi (📥 1.5K / month · 📦 2 · ⏱️ 06.09.2024):

   pip install tsflex
  

• Conda (📥 26K · ⏱️ 08.04.2024):

   conda install -c conda-forge tsflex
  

• GitHub (👨‍💻 10 · 🔀 100 · 📥 36 · 📦 34 · 📋 110 - 27% open · ⏱️ 16.01.2024):

   git clone https://github.com/linkedin/greykite
  

• PyPi (📥 6.8K / month · ⏱️ 12.01.2024):

   pip install greykite
  

• GitHub (👨‍💻 13 · 🔀 110 · 📋 89 - 2% open · ⏱️ 05.05.2024):

   git clone https://github.com/AutoViML/Auto_TS
  

• PyPi (📥 12K / month · ⏱️ 05.05.2024):

   pip install auto-ts
  

• Streamz (🥉27 · ⭐ 1.2K · 💀) - Real-time stream processing for python. BSD-3
• 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
• tick (🥉22 · ⭐ 490 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
• luminol (🥉21 · ⭐ 1.2K · 💀) - Anomaly Detection and Correlation library. Apache-2
• 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 (🥉16 · ⭐ 510 · 💀) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
• tsaug (🥉14 · ⭐ 340 · 💀) - A Python package for time series augmentation. Apache-2
• tslumen (🥉8 · ⭐ 66 · 💀) - 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.

• GitHub (👨‍💻 380 · 🔀 1.3K · 📦 4.5K · 📋 4.9K - 10% open · ⏱️ 09.10.2024):

   git clone https://github.com/mne-tools/mne-python
  

• PyPi (📥 160K / month · 📦 390 · ⏱️ 19.08.2024):

   pip install mne
  

• Conda (📥 430K · ⏱️ 19.08.2024):

   conda install -c conda-forge mne
  

• GitHub (👨‍💻 200 · 🔀 1.1K · 📦 2.9K · 📋 3.1K - 11% open · ⏱️ 30.09.2024):

   git clone https://github.com/Project-MONAI/MONAI
  

• PyPi (📥 150K / month · 📦 120 · ⏱️ 30.09.2024):

   pip install monai
  

• Conda (📥 30K · ⏱️ 26.06.2024):

   conda install -c conda-forge monai
  

• GitHub (👨‍💻 240 · 🔀 600 · 📥 240 · 📦 3.5K · 📋 2.1K - 14% open · ⏱️ 10.10.2024):

   git clone https://github.com/nilearn/nilearn
  

• PyPi (📥 65K / month · 📦 300 · ⏱️ 09.04.2024):

   pip install nilearn
  

• Conda (📥 300K · ⏱️ 09.04.2024):

   conda install -c conda-forge nilearn
  

• GitHub (👨‍💻 100 · 🔀 260 · 📦 22K · 📋 540 - 23% open · ⏱️ 08.10.2024):

   git clone https://github.com/nipy/nibabel
  

• PyPi (📥 1.5M / month · 📦 1.2K · ⏱️ 08.10.2024):

   pip install nibabel
  

• Conda (📥 780K · ⏱️ 08.10.2024):

   conda install -c conda-forge nibabel
  

• GitHub (👨‍💻 260 · 🔀 510 · 📦 5K · 📋 1.4K - 29% open · ⏱️ 07.10.2024):

   git clone https://github.com/nipy/nipype
  

• PyPi (📥 200K / month · 📦 150 · ⏱️ 06.04.2023):

   pip install nipype
  

• Conda (📥 690K · ⏱️ 22.09.2023):

   conda install -c conda-forge nipype
  

• GitHub (👨‍💻 120 · 🔀 550 · 📦 3K · 📋 970 - 26% open · ⏱️ 05.09.2024):

   git clone https://github.com/CamDavidsonPilon/lifelines
  

• PyPi (📥 1.2M / month · 📦 150 · ⏱️ 26.06.2024):

   pip install lifelines
  

• Conda (📥 370K · ⏱️ 27.06.2024):

   conda install -c conda-forge lifelines
  

• GitHub (👨‍💻 95 · 🔀 240 · 📦 140 · 📋 2.5K - 10% open · ⏱️ 08.10.2024):

   git clone https://github.com/hail-is/hail
  

• PyPi (📥 37K / month · 📦 34 · ⏱️ 04.10.2024):

   pip install hail
  

• GitHub (👨‍💻 30 · 🔀 710 · 📥 4.8K · 📋 830 - 0% open · ⏱️ 18.03.2024):

   git clone https://github.com/google/deepvariant
  

• Conda (📥 70K · ⏱️ 16.06.2023):

   conda install -c bioconda deepvariant
  

• GitHub (👨‍💻 35 · 🔀 130 · 📋 220 - 38% open · ⏱️ 08.07.2024):

   git clone https://github.com/brainiak/brainiak
  

• PyPi (📥 580 / month · ⏱️ 15.10.2020):

   pip install brainiak
  

• Docker Hub (📥 1.9K · ⭐ 1 · ⏱️ 15.10.2020):

   docker pull brainiak/brainiak
  

• DIPY (🥈32 · ⭐ 710) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains.. ❗Unlicensed
• NIPY (🥉27 · ⭐ 380 · 📈) - Neuroimaging in Python FMRI analysis package. ❗Unlicensed
• NiftyNet (🥉25 · ⭐ 1.4K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
• MedPy (🥉25 · ⭐ 570) - Medical image processing in Python. ❗️GPL-3.0
• DLTK (🥉21 · ⭐ 1.4K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
• Glow (🥉20 · ⭐ 270) - An open-source toolkit for large-scale genomic analysis. Apache-2
• MedicalTorch (🥉16 · ⭐ 840 · 💀) - A medical imaging framework for Pytorch. Apache-2
• DeepNeuro (🥉15 · ⭐ 120 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
• Medical Detection Toolkit (🥉14 · ⭐ 1.3K · 💀) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
• MedicalNet (🥉12 · ⭐ 1.9K · 💀) - Many studies have shown that the performance on deep learning is.. MIT

Tabular Data

Libraries for processing tabular and structured data.

• GitHub (👨‍💻 8 · 🔀 30 · 📦 160 · 📋 85 - 8% open · ⏱️ 02.08.2024):

   git clone https://github.com/AnotherSamWilson/miceforest
  

• PyPi (📥 65K / month · 📦 9 · ⏱️ 02.08.2024):

   pip install miceforest
  

• Conda (📥 15K · ⏱️ 16.06.2023):

   conda install -c conda-forge miceforest
  

• GitHub (👨‍💻 23 · 🔀 130 · 📥 43 · 📋 160 - 13% open · ⏱️ 17.09.2024):

   git clone https://github.com/manujosephv/pytorch_tabular
  

• PyPi (📥 3.9K / month · 📦 3 · ⏱️ 15.01.2024):

   pip install pytorch_tabular
  

• GitHub (👨‍💻 13 · 🔀 25 · 📦 9 · ⏱️ 10.10.2024):

   git clone https://github.com/upgini/upgini
  

• PyPi (📥 25K / month · ⏱️ 10.10.2024):

   pip install upgini
  

• GitHub (👨‍💻 1 · 🔀 38 · 📦 8 · 📋 82 - 2% open · ⏱️ 18.03.2024):

   git clone https://github.com/carefree0910/carefree-learn
  

• PyPi (📥 3.2K / month · ⏱️ 09.01.2024):

   pip install carefree-learn
  

• deltapy (🥉13 · ⭐ 540 · 💀) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT

Optical Character Recognition

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

• GitHub (👨‍💻 260 · 🔀 7.7K · 📥 420K · 📦 3.4K · 📋 9.3K - 1% open · ⏱️ 10.10.2024):

   git clone https://github.com/PaddlePaddle/PaddleOCR
  

• PyPi (📥 440K / month · 📦 100 · ⏱️ 17.07.2024):

   pip install paddleocr
  

• GitHub (👨‍💻 130 · 🔀 3.1K · 📥 15M · 📦 8.7K · 📋 1K - 41% open · ⏱️ 24.09.2024):

   git clone https://github.com/JaidedAI/EasyOCR
  

• PyPi (📥 470K / month · 📦 210 · ⏱️ 24.09.2024):

   pip install easyocr
  

• GitHub (👨‍💻 100 · 🔀 990 · 📥 5.3K · 📦 1K · 📋 1.2K - 9% open · ⏱️ 15.09.2024):

   git clone https://github.com/ocrmypdf/OCRmyPDF
  

• PyPi (📥 130K / month · 📦 34 · ⏱️ 31.08.2024):

   pip install ocrmypdf
  

• Conda (📥 79K · ⏱️ 16.06.2023):

   conda install -c conda-forge ocrmypdf
  

• GitHub (👨‍💻 49 · 🔀 710 · 📋 370 - 4% open · ⏱️ 22.09.2024):

   git clone https://github.com/madmaze/pytesseract
  

• PyPi (📥 2.4M / month · 📦 970 · ⏱️ 16.08.2024):

   pip install pytesseract
  

• Conda (📥 630K · ⏱️ 15.10.2023):

   conda install -c conda-forge pytesseract
  

• GitHub (👨‍💻 30 · 🔀 250 · 📥 580 · 📦 1.1K · 📋 280 - 18% open · ⏱️ 26.08.2024):

   git clone https://github.com/sirfz/tesserocr
  

• PyPi (📥 100K / month · 📦 36 · ⏱️ 26.08.2024):

   pip install tesserocr
  

• Conda (📥 180K · ⏱️ 13.09.2024):

   conda install -c conda-forge tesserocr
  

• GitHub (👨‍💻 90 · 🔀 740 · 📦 170 · 📋 930 - 20% open · ⏱️ 23.04.2024):

   git clone https://github.com/open-mmlab/mmocr
  

• PyPi (📥 8.8K / month · 📦 4 · ⏱️ 05.05.2022):

   pip install mmocr
  

• GitHub (👨‍💻 18 · 🔀 330 · 📥 1.7M · 📦 570 · 📋 210 - 46% open · ⏱️ 06.11.2023):

   git clone https://github.com/faustomorales/keras-ocr
  

• PyPi (📥 38K / month · 📦 8 · ⏱️ 06.11.2023):

   pip install keras-ocr
  

• Conda (📥 330 · ⏱️ 16.06.2023):

   conda install -c anaconda keras-ocr
  

• GitHub (👨‍💻 28 · 🔀 250 · 📦 30 · 📋 150 - 16% open · ⏱️ 20.10.2023):

   git clone https://github.com/emedvedev/attention-ocr
  

• PyPi (📥 1.5K / month · ⏱️ 19.04.2019):

   pip install aocr
  

• calamari (🥉23 · ⭐ 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
• doc2text (🥉20 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
• Mozart (🥉10 · ⭐ 610 · 💀) - 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 ( ⭐ 3.6K) - 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 ( ⭐ 3.6K) - 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 ( ⭐ 2.3K) - 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 ( ⭐ 3.6K) - 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.

• GitHub (👨‍💻 1.1K · 🔀 5.6K · 📥 240 · 📦 18K · 📋 19K - 21% open · ⏱️ 10.10.2024):

   git clone https://github.com/ray-project/ray
  

• PyPi (📥 6.1M / month · 📦 770 · ⏱️ 24.09.2024):

   pip install ray
  

• Conda (📥 420K · ⏱️ 01.10.2024):

   conda install -c conda-forge ray-tune
  

• GitHub (👨‍💻 610 · 🔀 1.7K · 📦 65K · 📋 5.4K - 20% open · ⏱️ 10.10.2024):

   git clone https://github.com/dask/dask
  

• PyPi (📥 13M / month · 📦 2.4K · ⏱️ 28.09.2024):

   pip install dask
  

• Conda (📥 12M · ⏱️ 28.09.2024):

   conda install -c conda-forge dask
  

• GitHub (👨‍💻 340 · 🔀 4.1K · 📦 9K · 📋 2.9K - 38% open · ⏱️ 10.10.2024):

   git clone https://github.com/microsoft/DeepSpeed
  

• PyPi (📥 510K / month · 📦 210 · ⏱️ 09.10.2024):

   pip install deepspeed
  

• Docker Hub (📥 19K · ⭐ 4 · ⏱️ 02.09.2022):

   docker pull deepspeed/deepspeed
  

• GitHub (👨‍💻 330 · 🔀 720 · 📦 37K · 📋 3.9K - 39% open · ⏱️ 10.10.2024):

   git clone https://github.com/dask/distributed
  

• PyPi (📥 5.1M / month · 📦 840 · ⏱️ 28.09.2024):

   pip install distributed
  

• Conda (📥 15M · ⏱️ 28.09.2024):

   conda install -c conda-forge distributed
  

• GitHub (👨‍💻 250 · 🔀 390 · 📥 5.7K · 📦 31K · 📋 870 - 9% open · ⏱️ 10.10.2024):

   git clone https://github.com/Lightning-AI/metrics
  

• PyPi (📥 6K / month · 📦 2 · ⏱️ 28.04.2018):

   pip install metrics
  

• Conda (📥 1.6M · ⏱️ 14.09.2024):

   conda install -c conda-forge torchmetrics
  

• GitHub (👨‍💻 170 · 🔀 2.2K · 📦 1.2K · 📋 2.3K - 17% open · ⏱️ 31.08.2024):

   git clone https://github.com/horovod/horovod
  

• PyPi (📥 130K / month · 📦 33 · ⏱️ 12.06.2023):

   pip install horovod
  

• GitHub (👨‍💻 270 · 🔀 2K · 📦 21 · 📋 9.5K - 29% open · ⏱️ 04.10.2024):

   git clone https://github.com/h2oai/h2o-3
  

• PyPi (📥 290K / month · 📦 48 · ⏱️ 29.08.2024):

   pip install h2o
  

• GitHub (👨‍💻 190 · 🔀 4.3K · 📦 420 · 📋 1.7K - 24% open · ⏱️ 10.10.2024):

   git clone https://github.com/hpcaitech/colossalai
  

• GitHub (👨‍💻 110 · 🔀 1.3K · 📥 640 · 📋 2.6K - 38% open · ⏱️ 10.10.2024):

   git clone https://github.com/intel-analytics/BigDL
  

• PyPi (📥 54K / month · 📦 2 · ⏱️ 24.03.2024):

   pip install bigdl
  

• Maven (📦 5 · ⏱️ 20.04.2021):

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

• GitHub (👨‍💻 75 · 🔀 280 · 📦 6.4K · 📋 390 - 26% open · ⏱️ 03.05.2024):

   git clone https://github.com/facebookresearch/fairscale
  

• PyPi (📥 540K / month · 📦 150 · ⏱️ 11.12.2022):

   pip install fairscale
  

• Conda (📥 310K · ⏱️ 28.11.2023):

   conda install -c conda-forge fairscale
  

• GitHub (👨‍💻 27 · 🔀 120 · 📥 27K · 📋 180 - 3% open · ⏱️ 10.10.2024):

   git clone https://github.com/mpi4py/mpi4py
  

• PyPi (📥 710K / month · 📦 740 · ⏱️ 28.07.2024):

   pip install mpi4py
  

• Conda (📥 3M · ⏱️ 04.09.2024):

   conda install -c conda-forge mpi4py
  

• GitHub (👨‍💻 120 · 🔀 830 · 📋 770 - 47% open · ⏱️ 10.09.2024):

   git clone https://github.com/microsoft/SynapseML
  

• PyPi (📥 250K / month · 📦 5 · ⏱️ 30.08.2024):

   pip install synapseml
  

• GitHub (👨‍💻 25 · 🔀 120 · 📦 3.3K · 📋 120 - 37% open · ⏱️ 18.09.2024):

   git clone https://github.com/facebookincubator/submitit
  

• PyPi (📥 460K / month · 📦 49 · ⏱️ 18.09.2024):

   pip install submitit
  

• Conda (📥 41K · ⏱️ 24.11.2023):

   conda install -c conda-forge submitit
  

• GitHub (👨‍💻 50 · 🔀 280 · 📥 520 · 📦 180 · 📋 320 - 53% open · ⏱️ 02.12.2023):

   git clone https://github.com/uber/petastorm
  

• PyPi (📥 160K / month · 📦 8 · ⏱️ 03.02.2023):

   pip install petastorm
  

• GitHub (👨‍💻 80 · 🔀 260 · 📦 1.1K · 📋 540 - 52% open · ⏱️ 20.07.2024):

   git clone https://github.com/dask/dask-ml
  

• PyPi (📥 120K / month · 📦 93 · ⏱️ 02.04.2024):

   pip install dask-ml
  

• Conda (📥 900K · ⏱️ 17.06.2024):

   conda install -c conda-forge dask-ml
  

• GitHub (👨‍💻 91 · 🔀 1.2K · 📦 5 · 📋 130 - 37% open · ⏱️ 17.08.2024):

   git clone https://github.com/apache/singa
  

• Conda:

   conda install -c nusdbsystem singa
  

• Docker Hub (📥 8.1K · ⭐ 4 · ⏱️ 31.05.2022):

   docker pull apache/singa
  

• GitHub (👨‍💻 32 · 🔀 150 · 📦 110 · 📋 180 - 41% open · ⏱️ 15.07.2024):

   git clone https://github.com/learning-at-home/hivemind
  

• PyPi (📥 2.3K / month · 📦 10 · ⏱️ 31.08.2023):

   pip install hivemind
  

• GitHub (👨‍💻 120 · 🔀 830 · 📋 770 - 47% open · ⏱️ 10.09.2024):

   git clone https://github.com/microsoft/SynapseML
  

• PyPi (⏱️ 18.03.2020):

   pip install mmlspark
  

• GitHub (👨‍💻 110 · 🔀 730 · 📋 1.3K - 32% open · ⏱️ 20.09.2024):

   git clone https://github.com/intel-analytics/analytics-zoo
  

• PyPi (📥 4K / month · 📦 1 · ⏱️ 22.08.2022):

   pip install analytics-zoo
  

• GitHub (👨‍💻 50 · 🔀 250 · 📋 120 - 84% open · ⏱️ 17.11.2023):

   git clone https://github.com/tensorflow/mesh
  

• PyPi (📥 64K / month · 📦 3 · ⏱️ 15.05.2022):

   pip install mesh-tensorflow
  

• DEAP (🥈33 · ⭐ 5.8K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
• ipyparallel (🥈28 · ⭐ 2.6K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
• TensorFlowOnSpark (🥉27 · ⭐ 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
• launchpad (🥉21 · ⭐ 310 · 💀) - Launchpad is a library that simplifies writing.. Apache-2
• sk-dist (🥉21 · ⭐ 280 · 💀) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
• somoclu (🥉21 · ⭐ 270 · 💤) - Massively parallel self-organizing maps: accelerate training on.. MIT
• mesh-transformer-jax (🥉18 · ⭐ 6.3K · 💀) - Model parallel transformers in JAX and Haiku. Apache-2
• Fiber (🥉18 · ⭐ 1K · 💀) - Distributed Computing for AI Made Simple. Apache-2
• bluefog (🥉18 · ⭐ 290 · 💀) - Distributed and decentralized training framework for PyTorch.. 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 (🥉13 · ⭐ 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.

• GitHub (👨‍💻 270 · 🔀 1K · 📦 18K · 📋 1.7K - 4% open · ⏱️ 08.10.2024):

   git clone https://github.com/optuna/optuna
  

• PyPi (📥 3.6M / month · 📦 1K · ⏱️ 02.09.2024):

   pip install optuna
  

• Conda (📥 1.7M · ⏱️ 03.09.2024):

   conda install -c conda-forge optuna
  

• GitHub (👨‍💻 170 · 🔀 300 · 📦 820 · 📋 780 - 7% open · ⏱️ 10.10.2024):

   git clone https://github.com/facebook/Ax
  

• PyPi (📥 110K / month · 📦 54 · ⏱️ 23.09.2024):

   pip install ax-platform
  

• Conda (📥 28K · ⏱️ 24.09.2024):

   conda install -c conda-forge ax-platform
  

• GitHub (👨‍💻 47 · 🔀 1.5K · 📥 160 · 📦 3K · 📋 360 - 2% open · ⏱️ 01.10.2024):

   git clone https://github.com/fmfn/BayesianOptimization
  

• PyPi (📥 470K / month · 📦 140 · ⏱️ 10.07.2024):

   pip install bayesian-optimization
  

• GitHub (👨‍💻 120 · 🔀 910 · 📦 840 · 📋 1.5K - 25% open · ⏱️ 10.10.2024):

   git clone https://github.com/autogluon/autogluon
  

• PyPi (📥 240K / month · 📦 27 · ⏱️ 10.10.2024):

   pip install autogluon
  

• Conda (📥 20K · ⏱️ 18.06.2024):

   conda install -c conda-forge autogluon
  

• Docker Hub (📥 10K · ⭐ 17 · ⏱️ 07.03.2024):

   docker pull autogluon/autogluon
  

• GitHub (👨‍💻 130 · 🔀 390 · 📦 1.2K · 📋 530 - 12% open · ⏱️ 07.10.2024):

   git clone https://github.com/pytorch/botorch
  

• PyPi (📥 200K / month · 📦 84 · ⏱️ 17.09.2024):

   pip install botorch
  

• Conda (📥 130K · ⏱️ 20.09.2024):

   conda install -c conda-forge botorch
  

• GitHub (👨‍💻 73 · 🔀 870 · 📦 1.8K · 📋 1K - 14% open · ⏱️ 21.06.2024):

   git clone https://github.com/alteryx/featuretools
  

• PyPi (📥 70K / month · 📦 74 · ⏱️ 14.05.2024):

   pip install featuretools
  

• Conda (📥 210K · ⏱️ 15.05.2024):

   conda install -c conda-forge featuretools
  

• GitHub (👨‍💻 100 · 🔀 1.1K · 📦 17K · 📋 660 - 21% open · ⏱️ 25.09.2024):

   git clone https://github.com/hyperopt/hyperopt
  

• PyPi (📥 2.4M / month · 📦 450 · ⏱️ 17.11.2021):

   pip install hyperopt
  

• Conda (📥 790K · ⏱️ 16.06.2023):

   conda install -c conda-forge hyperopt
  

• GitHub (👨‍💻 57 · 🔀 350 · 📦 750 · 📋 300 - 39% open · ⏱️ 04.10.2024):

   git clone https://github.com/facebookresearch/nevergrad
  

• PyPi (📥 81K / month · 📦 58 · ⏱️ 25.09.2024):

   pip install nevergrad
  

• Conda (📥 54K · ⏱️ 09.01.2024):

   conda install -c conda-forge nevergrad
  

• GitHub (👨‍💻 190 · 🔀 1.8K · 📦 21 · 📋 2.1K - 19% open · ⏱️ 26.10.2023):

   git clone https://github.com/microsoft/nni
  

• PyPi (📥 18K / month · 📦 47 · ⏱️ 14.09.2023):

   pip install nni
  

• GitHub (👨‍💻 140 · 🔀 1.4K · 📥 19K · 📦 740 · 📋 900 - 15% open · ⏱️ 20.03.2024):

   git clone https://github.com/keras-team/autokeras
  

• PyPi (📥 24K / month · 📦 13 · ⏱️ 20.03.2024):

   pip install autokeras
  

• GitHub (👨‍💻 61 · 🔀 390 · 📦 4.4K · 📋 490 - 44% open · ⏱️ 24.06.2024):

   git clone https://github.com/keras-team/keras-tuner
  

• PyPi (📥 250K / month · 📦 120 · ⏱️ 04.03.2024):

   pip install keras-tuner
  

• Conda (📥 40K · ⏱️ 05.03.2024):

   conda install -c conda-forge keras-tuner
  

• GitHub (👨‍💻 29 · 🔀 400 · 📦 130 · 📋 660 - 21% open · ⏱️ 09.10.2024):

   git clone https://github.com/mljar/mljar-supervised
  

• PyPi (📥 6.8K / month · 📦 4 · ⏱️ 09.10.2024):

   pip install mljar-supervised
  

• Conda (📥 22K · ⏱️ 10.09.2024):

   conda install -c conda-forge mljar-supervised
  

• GitHub (👨‍💻 18 · 🔀 330 · 📦 1.1K · 📋 120 - 67% open · ⏱️ 02.06.2024):

   git clone https://github.com/shankarpandala/lazypredict
  

• PyPi (📥 18K / month · 📦 1 · ⏱️ 28.09.2022):

   pip install lazypredict
  

• Conda (📥 3.6K · ⏱️ 16.06.2023):

   conda install -c conda-forge lazypredict
  

• GitHub (👨‍💻 23 · 🔀 270 · 📦 190 · 📋 400 - 2% open · ⏱️ 22.04.2024):

   git clone https://github.com/autonomio/talos
  

• PyPi (📥 2.1K / month · 📦 8 · ⏱️ 21.04.2024):

   pip install talos
  

• GitHub (👨‍💻 34 · 🔀 86 · 📦 53 · 📋 550 - 17% open · ⏱️ 30.09.2024):

   git clone https://github.com/nccr-itmo/FEDOT
  

• PyPi (📥 2.2K / month · 📦 5 · ⏱️ 28.08.2024):

   pip install fedot
  

• GitHub (👨‍💻 8 · 🔀 42 · 📥 250 · 📦 35 · 📋 76 - 19% open · ⏱️ 01.10.2024):

   git clone https://github.com/SimonBlanke/Hyperactive
  

• PyPi (📥 4K / month · 📦 13 · ⏱️ 15.08.2024):

   pip install hyperactive
  

• GitHub (👨‍💻 9 · 🔀 100 · 📦 27 · 📋 34 - 2% open · ⏱️ 11.05.2024):

   git clone https://github.com/AutoViML/Auto_ViML
  

• PyPi (📥 12K / month · 📦 3 · ⏱️ 11.05.2024):

   pip install autoviml
  

• GitHub (👨‍💻 5 · 🔀 200 · 📦 6 · 📋 42 - 30% open · ⏱️ 10.02.2024):

   git clone https://github.com/ScottfreeLLC/AlphaPy
  

• PyPi (📥 2.4K / month · ⏱️ 29.08.2020):

   pip install alphapy
  

• GitHub (👨‍💻 18 · 🔀 86 · 📦 74 · 📋 96 - 4% open · ⏱️ 02.05.2024):

   git clone https://github.com/AutoViML/featurewiz
  

• PyPi (📥 40K / month · 📦 2 · ⏱️ 10.02.2024):

   pip install featurewiz
  

• GitHub (👨‍💻 4 · 🔀 40 · 📦 19 · ⏱️ 18.08.2024):

   git clone https://github.com/gugarosa/opytimizer
  

• PyPi (📥 800 / month · ⏱️ 18.08.2024):

   pip install opytimizer
  

• GitHub (👨‍💻 3 · 🔀 69 · 📦 20 · 📋 36 - 11% open · ⏱️ 21.02.2024):

   git clone https://github.com/cerlymarco/shap-hypetune
  

• PyPi (📥 2.6K / month · 📦 2 · ⏱️ 21.02.2024):

   pip install shap-hypetune
  

• scikit-optimize (🥇33 · ⭐ 2.7K · 💀) - Sequential model-based optimization with a.. BSD-3
• TPOT (🥈31 · ⭐ 9.7K · 💤) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
• auto-sklearn (🥈31 · ⭐ 7.6K · 💀) - Automated Machine Learning with scikit-learn. BSD-3
• Hyperas (🥈27 · ⭐ 2.2K · 💀) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
• GPyOpt (🥈26 · ⭐ 930 · 💀) - Gaussian Process Optimization using GPy. BSD-3
• AdaNet (🥈25 · ⭐ 3.5K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
• SMAC3 (🥈25 · ⭐ 1.1K) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
• lightwood (🥉24 · ⭐ 440) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
• auto_ml (🥉23 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
• Orion (🥉22 · ⭐ 280 · 💤) - 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
• HpBandSter (🥉21 · ⭐ 610 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
• 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 · ⭐ 850 · 💀) - An open source python library for scalable Bayesian optimisation. MIT
• Auto Tune Models (🥉19 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
• Advisor (🥉18 · ⭐ 1.5K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
• Xcessiv (🥉18 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
• Sherpa (🥉18 · ⭐ 330 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
• HyperparameterHunter (🥉17 · ⭐ 710 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
• automl-gs (🥉16 · ⭐ 1.8K · 💀) - 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 (🥉13 · ⭐ 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.

• GitHub (👨‍💻 120 · 🔀 2.4K · 📦 51 · 📋 720 - 34% open · ⏱️ 08.10.2024):

   git clone https://github.com/AI4Finance-Foundation/FinRL
  

• PyPi (📥 1.6K / month · ⏱️ 08.01.2022):

   pip install finrl
  

• GitHub (👨‍💻 55 · 🔀 380 · 📥 12K · 📦 270 · 📋 460 - 6% open · ⏱️ 08.09.2024):

   git clone https://github.com/mwydmuch/ViZDoom
  

• PyPi (📥 3.9K / month · 📦 15 · ⏱️ 20.08.2024):

   pip install vizdoom
  

• GitHub (👨‍💻 150 · 🔀 720 · 📋 670 - 29% open · ⏱️ 09.10.2024):

   git clone https://github.com/tensorflow/agents
  

• PyPi (📥 110K / month · 📦 14 · ⏱️ 14.12.2023):

   pip install tf-agents
  

• GitHub (👨‍💻 86 · 🔀 420 · 📦 220 · 📋 260 - 23% open · ⏱️ 17.09.2024):

   git clone https://github.com/deepmind/acme
  

• PyPi (📥 1.6K / month · 📦 3 · ⏱️ 10.02.2022):

   pip install dm-acme
  

• Conda (📥 9.9K · ⏱️ 16.06.2023):

   conda install -c conda-forge dm-acme
  

• GitHub (👨‍💻 15 · 🔀 1.4K · 📦 21 · 📋 190 - 53% open · ⏱️ 06.05.2024):

   git clone https://github.com/google/dopamine
  

• PyPi (📥 40K / month · 📦 10 · ⏱️ 06.05.2024):

   pip install dopamine-rl
  

• GitHub (👨‍💻 85 · 🔀 530 · 📦 460 · 📋 680 - 6% open · ⏱️ 31.07.2024):

   git clone https://github.com/tensorforce/tensorforce
  

• PyPi (📥 1.2K / month · 📦 4 · ⏱️ 30.08.2021):

   pip install tensorforce
  

• GitHub (👨‍💻 45 · 🔀 820 · 📦 130 · 📋 540 - 24% open · ⏱️ 09.07.2024):

   git clone https://github.com/PaddlePaddle/PARL
  

• PyPi (📥 1.3K / month · 📦 1 · ⏱️ 13.05.2022):

   pip install parl
  

• GitHub (👨‍💻 21 · 🔀 85 · 📦 270 · 📋 26 - 30% open · ⏱️ 24.05.2024):

   git clone https://github.com/deepmind/rlax
  

• PyPi (📥 23K / month · 📦 11 · ⏱️ 09.01.2023):

   pip install rlax
  

• GitHub (👨‍💻 170 · 🔀 510 · 📋 160 - 53% open · ⏱️ 12.08.2024):

   git clone https://github.com/facebookresearch/ReAgent
  

• PyPi (📥 77 / month · ⏱️ 27.05.2020):

   pip install reagent
  

• GitHub (👨‍💻 20 · 🔀 150 · 📦 120 · 📋 79 - 41% open · ⏱️ 04.08.2024):

   git clone https://github.com/pfnet/pfrl
  

• PyPi (📥 970 / month · 📦 1 · ⏱️ 16.07.2023):

   pip install pfrl
  

• GitHub (👨‍💻 9 · 🔀 46 · 📦 150 · 📋 17 - 5% open · ⏱️ 12.08.2024):

   git clone https://github.com/google-research/rliable
  

• PyPi:

   pip install rliable`
  

• OpenAI Gym (🥇40 · ⭐ 35K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
• baselines (🥇30 · ⭐ 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 (🥉26 · ⭐ 1.9K · 💀) - A toolkit for reproducible reinforcement learning research. MIT
• Stable Baselines (🥉24 · ⭐ 4.1K · 💀) - 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 (🥉21 · ⭐ 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 · ⭐ 260 · 💀) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Recommender Systems

Libraries for building and evaluating recommendation systems.

• GitHub (👨‍💻 140 · 🔀 3.1K · 📥 590 · 📦 120 · 📋 860 - 18% open · ⏱️ 11.09.2024):

   git clone https://github.com/microsoft/recommenders
  

• PyPi (📥 30K / month · 📦 4 · ⏱️ 01.05.2024):

   pip install recommenders
  

• GitHub (👨‍💻 280 · 🔀 420 · 📦 140 · 📋 420 - 71% open · ⏱️ 10.10.2024):

   git clone https://github.com/pytorch/torchrec
  

• PyPi (📥 9.2K / month · ⏱️ 12.05.2022):

   pip install torchrec-nightly-cpu
  

• GitHub (👨‍💻 35 · 🔀 600 · 📥 1.4K · 📦 1.5K · 📋 500 - 17% open · ⏱️ 21.11.2023):

   git clone https://github.com/benfred/implicit
  

• PyPi (📥 280K / month · 📦 29 · ⏱️ 29.09.2023):

   pip install implicit
  

• Conda (📥 870K · ⏱️ 23.08.2024):

   conda install -c conda-forge implicit
  

• GitHub (👨‍💻 46 · 🔀 1K · 📦 21 · 📋 400 - 21% open · ⏱️ 14.06.2024):

   git clone https://github.com/NicolasHug/Surprise
  

• PyPi (📥 78K / month · 📦 37 · ⏱️ 19.05.2024):

   pip install scikit-surprise
  

• Conda (📥 410K · ⏱️ 20.05.2024):

   conda install -c conda-forge scikit-surprise
  

• GitHub (👨‍💻 22 · 🔀 140 · 📦 240 · 📋 160 - 10% open · ⏱️ 14.09.2024):

   git clone https://github.com/PreferredAI/cornac
  

• PyPi (📥 48K / month · 📦 18 · ⏱️ 15.08.2024):

   pip install cornac
  

• Conda (📥 580K · ⏱️ 13.09.2024):

   conda install -c conda-forge cornac
  

• GitHub (👨‍💻 36 · 🔀 470 · 📋 330 - 27% open · ⏱️ 18.03.2024):

   git clone https://github.com/tensorflow/ranking
  

• PyPi (📥 110K / month · 📦 15 · ⏱️ 18.03.2024):

   pip install tensorflow_ranking
  

• GitHub (👨‍💻 74 · 🔀 600 · 📋 990 - 28% open · ⏱️ 05.09.2024):

   git clone https://github.com/RUCAIBox/RecBole
  

• PyPi (📥 45K / month · 📦 2 · ⏱️ 31.10.2023):

   pip install recbole
  

• Conda (📥 6.2K · ⏱️ 01.11.2023):

   conda install -c aibox recbole
  

• GitHub (👨‍💻 43 · 🔀 270 · 📋 450 - 58% open · ⏱️ 16.08.2024):

   git clone https://github.com/tensorflow/recommenders
  

• PyPi (📥 440K / month · 📦 2 · ⏱️ 03.02.2023):

   pip install tensorflow-recommenders
  

• GitHub (👨‍💻 20 · 🔀 97 · 📥 8 · 📦 58 · 📋 29 - 44% open · ⏱️ 04.10.2023):

   git clone https://github.com/statisticianinstilettos/recmetrics
  

• PyPi (📥 4.5K / month · ⏱️ 26.04.2022):

   pip install recmetrics
  

• lightfm (🥈28 · ⭐ 4.7K · 💀) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2
• lkpy (🥉25 · ⭐ 260) - 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
• Case Recommender (🥉19 · ⭐ 480 · 💀) - Case Recommender: A Flexible and Extensible Python.. MIT
• Spotlight (🥉18 · ⭐ 3K · 💀) - Deep recommender models using PyTorch. MIT
• OpenRec (🥉17 · ⭐ 410 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2
• Collie (🥉17 · ⭐ 110 · 💀) - A library for preparing, training, and evaluating scalable deep.. BSD-3

Privacy Machine Learning

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

• GitHub (👨‍💻 520 · 🔀 2K · 📥 2.3K · 📦 1 · 📋 3.4K - 1% open · ⏱️ 10.10.2024):

   git clone https://github.com/OpenMined/PySyft
  

• PyPi (📥 18K / month · 📦 4 · ⏱️ 06.10.2024):

   pip install syft
  

• GitHub (👨‍💻 81 · 🔀 330 · 📥 120 · 📦 880 · 📋 310 - 23% open · ⏱️ 25.09.2024):

   git clone https://github.com/pytorch/opacus
  

• PyPi (📥 220K / month · 📦 36 · ⏱️ 03.08.2024):

   pip install opacus
  

• Conda (📥 18K · ⏱️ 05.08.2024):

   conda install -c conda-forge opacus
  

• GitHub (👨‍💻 100 · 🔀 1.5K · 📋 2K - 2% open · ⏱️ 21.08.2024):

   git clone https://github.com/FederatedAI/FATE
  

• PyPi (⏱️ 06.05.2020):

   pip install ETAF
  

• GitHub (👨‍💻 59 · 🔀 440 · 📥 170 · 📋 210 - 55% open · ⏱️ 20.09.2024):

   git clone https://github.com/tensorflow/privacy
  

• PyPi (📥 25K / month · 📦 21 · ⏱️ 14.02.2024):

   pip install tensorflow-privacy
  

• GitHub (👨‍💻 29 · 🔀 210 · 📦 68 · 📋 440 - 32% open · ⏱️ 25.09.2024):

   git clone https://github.com/tf-encrypted/tf-encrypted
  

• PyPi (📥 1.9K / month · 📦 9 · ⏱️ 16.11.2022):

   pip install tf-encrypted
  

• GitHub (👨‍💻 38 · 🔀 270 · 📦 45 · 📋 270 - 28% open · ⏱️ 18.07.2024):

   git clone https://github.com/facebookresearch/CrypTen
  

• PyPi (📥 500 / month · 📦 1 · ⏱️ 08.12.2022):

   pip install crypten
  

• PipelineDP (🥉20 · ⭐ 270) - PipelineDP is a Python framework for applying differentially.. Apache-2

Workflow & Experiment Tracking

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

• GitHub (👨‍💻 780 · 🔀 4.2K · 📦 44K · 📋 4.2K - 38% open · ⏱️ 10.10.2024):

   git clone https://github.com/mlflow/mlflow
  

• PyPi (📥 15M / month · 📦 880 · ⏱️ 27.09.2024):

   pip install mlflow
  

• Conda (📥 2.4M · ⏱️ 17.09.2024):

   conda install -c conda-forge mlflow
  

• GitHub (👨‍💻 300 · 🔀 1.2K · 📦 18K · 📋 4.7K - 4% open · ⏱️ 08.10.2024):

   git clone https://github.com/iterative/dvc
  

• PyPi (📥 620K / month · 📦 130 · ⏱️ 02.09.2024):

   pip install dvc
  

• Conda (📥 2.3M · ⏱️ 02.09.2024):

   conda install -c conda-forge dvc
  

• GitHub (👨‍💻 190 · 🔀 660 · 📥 330 · 📦 55K · 📋 3.3K - 26% open · ⏱️ 10.10.2024):

   git clone https://github.com/wandb/client
  

• PyPi (📥 19M / month · 📦 1.4K · ⏱️ 01.10.2024):

   pip install wandb
  

• Conda (📥 660K · ⏱️ 08.10.2024):

   conda install -c conda-forge wandb
  

• GitHub (👨‍💻 320 · 🔀 1.7K · 📦 260K · 📋 1.9K - 35% open · ⏱️ 08.10.2024):

   git clone https://github.com/tensorflow/tensorboard
  

• PyPi (📥 22M / month · 📦 2.2K · ⏱️ 25.09.2024):

   pip install tensorboard
  

• Conda (📥 5.1M · ⏱️ 27.09.2024):

   conda install -c conda-forge tensorboard
  

• GitHub (👨‍💻 460 · 🔀 1.1K · 📦 4.5K · 📋 1.5K - 20% open · ⏱️ 08.10.2024):

   git clone https://github.com/aws/sagemaker-python-sdk
  

• PyPi (📥 31M / month · 📦 150 · ⏱️ 03.10.2024):

   pip install sagemaker
  

• Conda (📥 1.1M · ⏱️ 31.07.2024):

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

• GitHub (👨‍💻 140 · 🔀 1.7K · 📥 710 · 📦 6.4K · 📋 2.3K - 15% open · ⏱️ 30.08.2024):

   git clone https://github.com/pycaret/pycaret
  

• PyPi (📥 280K / month · 📦 31 · ⏱️ 28.04.2024):

   pip install pycaret
  

• Conda (📥 56K · ⏱️ 25.04.2024):

   conda install -c conda-forge pycaret
  

• GitHub (👨‍💻 95 · 🔀 760 · 📦 730 · 📋 740 - 44% open · ⏱️ 09.10.2024):

   git clone https://github.com/Netflix/metaflow
  

• PyPi (📥 920K / month · 📦 45 · ⏱️ 07.10.2024):

   pip install metaflow
  

• Conda (📥 220K · ⏱️ 08.10.2024):

   conda install -c conda-forge metaflow
  

• GitHub (👨‍💻 100 · 🔀 650 · 📥 2.9K · 📦 1.3K · 📋 1.1K - 46% open · ⏱️ 09.10.2024):

   git clone https://github.com/allegroai/clearml
  

• PyPi (📥 340K / month · 📦 40 · ⏱️ 01.10.2024):

   pip install clearml
  

• Docker Hub (📥 30K · ⏱️ 05.10.2020):

   docker pull allegroai/trains
  

• GitHub (👨‍💻 340 · 🔀 550 · 📦 2.1K · 📋 1.8K - 62% open · ⏱️ 09.10.2024):

   git clone https://github.com/snakemake/snakemake
  

• PyPi (📥 120K / month · 📦 230 · ⏱️ 07.10.2024):

   pip install snakemake
  

• Conda (📥 1.2M · ⏱️ 07.10.2024):

   conda install -c bioconda snakemake
  

• GitHub (👨‍💻 82 · 🔀 860 · 📥 450 · 📦 49K · 📋 460 - 17% open · ⏱️ 12.11.2023):

   git clone https://github.com/lanpa/tensorboardX
  

• PyPi (📥 3.2M / month · 📦 620 · ⏱️ 20.08.2023):

   pip install tensorboardX
  

• Conda (📥 1.2M · ⏱️ 20.08.2023):

   conda install -c conda-forge tensorboardx
  

• GitHub (👨‍💻 47 · 🔀 1.1K · 📦 21 · 📋 490 - 30% open · ⏱️ 07.10.2024):

   git clone https://github.com/Kaggle/kaggle-api
  

• PyPi (📥 220K / month · 📦 210 · ⏱️ 24.07.2024):

   pip install kaggle
  

• Conda (📥 180K · ⏱️ 27.07.2024):

   conda install -c conda-forge kaggle
  

• GitHub (👨‍💻 76 · 🔀 320 · 📦 700 · 📋 1K - 36% open · ⏱️ 02.10.2024):

   git clone https://github.com/aimhubio/aim
  

• PyPi (📥 350K / month · 📦 38 · ⏱️ 09.10.2024):

   pip install aim
  

• Conda (📥 80K · ⏱️ 14.06.2024):

   conda install -c conda-forge aim
  

• GitHub (👨‍💻 100 · 🔀 380 · 📦 3.2K · 📋 560 - 18% open · ⏱️ 26.08.2024):

   git clone https://github.com/IDSIA/sacred
  

• PyPi (📥 210K / month · 📦 60 · ⏱️ 26.08.2024):

   pip install sacred
  

• Conda (📥 6.6K · ⏱️ 28.11.2023):

   conda install -c conda-forge sacred
  

• GitHub (👨‍💻 64 · 🔀 2.5K · 📥 660 · 📋 1.5K - 26% open · ⏱️ 08.08.2024):

   git clone https://github.com/Azure/MachineLearningNotebooks
  

• PyPi (📥 430K / month · 📦 31 · ⏱️ 05.08.2024):

   pip install azureml-sdk
  

• GitHub (👨‍💻 54 · 🔀 63 · 📦 620 · 📋 240 - 12% open · ⏱️ 26.09.2024):

   git clone https://github.com/neptune-ai/neptune-client
  

• PyPi (📥 510K / month · 📦 77 · ⏱️ 02.10.2024):

   pip install neptune-client
  

• Conda (📥 280K · ⏱️ 02.10.2024):

   conda install -c conda-forge neptune-client
  

• GitHub (👨‍💻 9 · 🔀 140 · 📦 170 · 📋 47 - 10% open · ⏱️ 07.10.2024):

   git clone https://github.com/labmlai/labml
  

• PyPi (📥 9.4K / month · 📦 14 · ⏱️ 15.09.2024):

   pip install labml
  

• GitHub (👨‍💻 130 · 🔀 270 · 📋 140 - 54% open · ⏱️ 10.10.2024):

   git clone https://github.com/pytorch/tnt
  

• PyPi (📥 5.7K / month · 📦 24 · ⏱️ 29.07.2018):

   pip install torchnet
  

• GitHub (👨‍💻 32 · 🔀 97 · 📥 40 · 📦 85 · 📋 130 - 26% open · ⏱️ 10.10.2024):

   git clone https://github.com/MrPowers/quinn
  

• PyPi (📥 650K / month · 📦 7 · ⏱️ 13.02.2024):

   pip install quinn
  

• GitHub (👨‍💻 20 · 🔀 140 · 📥 2.7K · 📦 570 · 📋 120 - 39% open · ⏱️ 09.10.2024):

   git clone https://github.com/google/ml-metadata
  

• PyPi (📥 77K / month · 📦 31 · ⏱️ 01.10.2024):

   pip install ml-metadata
  

• GitHub (👨‍💻 41 · 🔀 57 · 📦 81 · 📋 83 - 24% open · ⏱️ 29.09.2024):

   git clone https://github.com/m3dev/gokart
  

• PyPi (📥 5.5K / month · 📦 8 · ⏱️ 19.09.2024):

   pip install gokart
  

• GitHub (👨‍💻 10 · 🔀 66 · 📦 4 · 📋 34 - 55% open · ⏱️ 25.01.2024):

   git clone https://github.com/google/caliban
  

• PyPi (📥 650 / month · ⏱️ 12.09.2020):

   pip install caliban
  

• GitHub:

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

• PyPi (📥 670K / month · 📦 77 · ⏱️ 26.09.2024):

   pip install comet_ml
  

• Conda:

   conda install -c anaconda comet_ml
  

• Catalyst (🥈28 · ⭐ 3.3K · 💀) - Accelerated deep learning R&D. Apache-2
• VisualDL (🥉27 · ⭐ 4.8K · 💀) - Deep Learning Visualization Toolkit. Apache-2
• knockknock (🥉26 · ⭐ 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 (🥉25 · ⭐ 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
• keepsake (🥉19 · ⭐ 1.6K · 💀) - Version control for machine learning. 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 (🥉17 · ⭐ 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.

• GitHub (👨‍💻 320 · 🔀 3.7K · 📥 22K · 📦 34K · 📋 2.9K - 12% open · ⏱️ 10.10.2024):

   git clone https://github.com/onnx/onnx
  

• PyPi (📥 5.5M / month · 📦 1.1K · ⏱️ 01.10.2024):

   pip install onnx
  

• Conda (📥 1.3M · ⏱️ 05.10.2024):

   conda install -c conda-forge onnx
  

• GitHub (👨‍💻 330 · 🔀 1.6K · 📦 39K · 📋 1.4K - 45% open · ⏱️ 10.10.2024):

   git clone https://github.com/openai/triton
  

• PyPi (📥 15M / month · 📦 250 · ⏱️ 09.07.2024):

   pip install triton
  

• GitHub (👨‍💻 200 · 🔀 530 · 📋 970 - 15% open · ⏱️ 10.10.2024):

   git clone https://github.com/huggingface/huggingface_hub
  

• PyPi (📥 43M / month · 📦 1.9K · ⏱️ 09.10.2024):

   pip install huggingface_hub
  

• Conda (📥 2.2M · ⏱️ 09.10.2024):

   conda install -c conda-forge huggingface_hub
  

• GitHub (👨‍💻 210 · 🔀 780 · 📥 1.2K · 📦 2.1K · 📋 1.1K - 15% open · ⏱️ 10.10.2024):

   git clone https://github.com/bentoml/BentoML
  

• PyPi (📥 110K / month · 📦 28 · ⏱️ 25.09.2024):

   pip install bentoml
  

• GitHub (👨‍💻 220 · 🔀 850 · 📥 6.9K · 📦 730 · 📋 1.7K - 24% open · ⏱️ 03.10.2024):

   git clone https://github.com/pytorch/serve
  

• PyPi (📥 53K / month · 📦 22 · ⏱️ 30.09.2024):

   pip install torchserve
  

• Conda:

   conda install -c pytorch torchserve
  

• Docker Hub (📥 1.3M · ⭐ 28 · ⏱️ 30.09.2024):

   docker pull pytorch/torchserve
  

• GitHub (👨‍💻 180 · 🔀 630 · 📥 12K · 📦 4.2K · 📋 1.4K - 24% open · ⏱️ 08.10.2024):

   git clone https://github.com/apple/coremltools
  

• PyPi (📥 400K / month · 📦 81 · ⏱️ 16.09.2024):

   pip install coremltools
  

• Conda (📥 71K · ⏱️ 16.06.2023):

   conda install -c conda-forge coremltools
  

• GitHub (👨‍💻 62 · 🔀 390 · 📋 430 - 40% open · ⏱️ 02.10.2024):

   git clone https://github.com/fastmachinelearning/hls4ml
  

• PyPi (📥 1.4K / month · ⏱️ 19.12.2023):

   pip install hls4ml
  

• Conda (📥 8.7K · ⏱️ 16.06.2023):

   conda install -c conda-forge hls4ml
  

• GitHub (👨‍💻 40 · 🔀 280 · 📥 700 · 📋 330 - 21% open · ⏱️ 27.09.2024):

   git clone https://github.com/microsoft/hummingbird
  

• PyPi (📥 7.8K / month · 📦 7 · ⏱️ 08.03.2024):

   pip install hummingbird-ml
  

• Conda (📥 49K · ⏱️ 08.03.2024):

   conda install -c conda-forge hummingbird-ml
  

• GitHub (👨‍💻 40 · 🔀 640 · 📋 200 - 49% open · ⏱️ 22.07.2024):

   git clone https://github.com/nebuly-ai/nebullvm
  

• PyPi (📥 1.4K / month · 📦 2 · ⏱️ 18.06.2023):

   pip install nebullvm
  

• GitHub (👨‍💻 4 · 🔀 38 · 📋 34 - 32% open · ⏱️ 25.02.2024):

   git clone https://github.com/riga/tfdeploy
  

• PyPi (📥 520 / month · ⏱️ 30.03.2017):

   pip install tfdeploy
  

• m2cgen (🥈26 · ⭐ 2.8K · 💀) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
• mmdnn (🥉25 · ⭐ 5.8K · 💀) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
• sklearn-porter (🥉24 · ⭐ 1.3K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
• cortex (🥉23 · ⭐ 8K · 💀) - Production infrastructure for machine learning at scale. Apache-2
• OMLT (🥉21 · ⭐ 270) - Represent trained machine learning models as Pyomo optimization.. ❗Unlicensed
• Larq Compute Engine (🥉21 · ⭐ 240) - Highly optimized inference engine for Binarized.. Apache-2
• pytorch2keras (🥉19 · ⭐ 860 · 💀) - PyTorch to Keras model convertor. MIT
• modelkit (🥉17 · ⭐ 160) - Toolkit for developing and maintaining ML models. MIT
• backprop (🥉16 · ⭐ 240 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
• ml-ane-transformers (🥉13 · ⭐ 2.5K · 💀) - Reference implementation of the Transformer.. ❗Unlicensed

Model Interpretability

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

• GitHub (👨‍💻 250 · 🔀 3.3K · 📦 21K · 📋 2.5K - 29% open · ⏱️ 09.10.2024):

   git clone https://github.com/slundberg/shap
  

• PyPi (📥 6.8M / month · 📦 750 · ⏱️ 27.06.2024):

   pip install shap
  

• Conda (📥 4M · ⏱️ 08.05.2024):

   conda install -c conda-forge shap
  

• GitHub (👨‍💻 2 · 🔀 2.8K · 📥 55K · 📦 570 · 📋 1.1K - 2% open · ⏱️ 10.10.2024):

   git clone https://github.com/lutzroeder/netron
  

• PyPi (📥 33K / month · 📦 83 · ⏱️ 06.10.2024):

   pip install netron
  

• GitHub (👨‍💻 160 · 🔀 400 · 📥 160 · 📦 7.8K · 📋 870 - 20% open · ⏱️ 08.10.2024):

   git clone https://github.com/arviz-devs/arviz
  

• PyPi (📥 1.7M / month · 📦 310 · ⏱️ 28.09.2024):

   pip install arviz
  

• Conda (📥 2.2M · ⏱️ 29.09.2024):

   conda install -c conda-forge arviz
  

• GitHub (👨‍💻 46 · 🔀 720 · 📦 760 · 📋 450 - 23% open · ⏱️ 10.10.2024):

   git clone https://github.com/interpretml/interpret
  

• PyPi (📥 98K / month · 📦 49 · ⏱️ 28.09.2024):

   pip install interpret
  

• GitHub (👨‍💻 120 · 🔀 480 · 📦 2.4K · 📋 570 - 40% open · ⏱️ 26.09.2024):

   git clone https://github.com/pytorch/captum
  

• PyPi (📥 260K / month · 📦 130 · ⏱️ 05.12.2023):

   pip install captum
  

• Conda (📥 73K · ⏱️ 16.06.2023):

   conda install -c conda-forge captum
  

• GitHub (👨‍💻 130 · 🔀 250 · 📦 13K · 📋 350 - 59% open · ⏱️ 17.09.2024):

   git clone https://github.com/huggingface/evaluate
  

• PyPi (📥 2.5M / month · 📦 400 · ⏱️ 11.09.2024):

   pip install evaluate
  

• GitHub (👨‍💻 40 · 🔀 330 · 📦 180 · 📋 210 - 17% open · ⏱️ 10.10.2024):

   git clone https://github.com/MAIF/shapash
  

• PyPi (📥 29K / month · 📦 4 · ⏱️ 10.10.2024):

   pip install shapash
  

• GitHub (👨‍💻 94 · 🔀 910 · 📥 40 · 📦 430 · 📋 480 - 27% open · ⏱️ 09.10.2024):

   git clone https://github.com/py-why/dowhy
  

• PyPi (📥 56K / month · 📦 7 · ⏱️ 25.12.2023):

   pip install dowhy
  

• Conda (📥 33K · ⏱️ 26.01.2024):

   conda install -c conda-forge dowhy
  

• GitHub (👨‍💻 21 · 🔀 330 · 📦 540 · 📋 240 - 14% open · ⏱️ 20.06.2024):

   git clone https://github.com/oegedijk/explainerdashboard
  

• PyPi (📥 83K / month · 📦 10 · ⏱️ 18.03.2024):

   pip install explainerdashboard
  

• Conda (📥 53K · ⏱️ 18.03.2024):

   conda install -c conda-forge explainerdashboard
  

• GitHub (👨‍💻 42 · 🔀 360 · 📦 6.5K · 📋 190 - 40% open · ⏱️ 29.04.2024):

   git clone https://github.com/bmabey/pyLDAvis
  

• PyPi (📥 130K / month · 📦 100 · ⏱️ 23.04.2023):

   pip install pyldavis
  

• Conda (📥 87K · ⏱️ 16.06.2023):

   conda install -c conda-forge pyldavis
  

• GitHub (👨‍💻 58 · 🔀 270 · 📋 88 - 37% open · ⏱️ 09.10.2024):

   git clone https://github.com/tensorflow/model-analysis
  

• PyPi (📥 130K / month · 📦 19 · ⏱️ 25.04.2024):

   pip install tensorflow-model-analysis
  

• GitHub (👨‍💻 27 · 🔀 330 · 📦 1.3K · 📋 210 - 34% open · ⏱️ 29.08.2024):

   git clone https://github.com/parrt/dtreeviz
  

• PyPi (📥 120K / month · 📦 53 · ⏱️ 07.07.2022):

   pip install dtreeviz
  

• Conda (📥 85K · ⏱️ 13.07.2023):

   conda install -c conda-forge dtreeviz
  

• GitHub (👨‍💻 84 · 🔀 410 · 📦 3 · 📋 480 - 33% open · ⏱️ 24.09.2024):

   git clone https://github.com/fairlearn/fairlearn
  

• PyPi (📥 160K / month · 📦 55 · ⏱️ 19.12.2023):

   pip install fairlearn
  

• Conda (📥 37K · ⏱️ 20.12.2023):

   conda install -c conda-forge fairlearn
  

• GitHub (👨‍💻 73 · 🔀 830 · 📦 490 · 📋 300 - 66% open · ⏱️ 05.07.2024):

   git clone https://github.com/Trusted-AI/AIF360
  

• PyPi (📥 36K / month · 📦 32 · ⏱️ 08.04.2024):

   pip install aif360
  

• Conda (📥 15K · ⏱️ 09.04.2024):

   conda install -c conda-forge aif360
  

• GitHub (👨‍💻 43 · 🔀 340 · 📋 320 - 27% open · ⏱️ 07.08.2024):

   git clone https://github.com/microsoft/responsible-ai-toolbox
  

• PyPi (📥 11K / month · 📦 6 · ⏱️ 08.07.2024):

   pip install raiwidgets
  

• GitHub (👨‍💻 38 · 🔀 350 · 📦 39 · 📋 190 - 56% open · ⏱️ 26.06.2024):

   git clone https://github.com/PAIR-code/lit
  

• PyPi (📥 3.7K / month · 📦 3 · ⏱️ 26.06.2024):

   pip install lit-nlp
  

• Conda (📥 90K · ⏱️ 16.06.2023):

   conda install -c conda-forge lit-nlp
  

• GitHub (👨‍💻 40 · 🔀 260 · 📦 130 · 📋 140 - 16% open · ⏱️ 10.02.2024):

   git clone https://github.com/quantumblacklabs/causalnex
  

• PyPi (📥 10K / month · 📦 4 · ⏱️ 22.06.2023):

   pip install causalnex
  

• GitHub (👨‍💻 24 · 🔀 120 · 📦 110 · 📋 92 - 39% open · ⏱️ 21.09.2024):

   git clone https://github.com/csinva/imodels
  

• PyPi (📥 40K / month · 📦 9 · ⏱️ 02.07.2024):

   pip install imodels
  

• GitHub (👨‍💻 22 · 🔀 240 · 📥 150 · 📦 140 · 📋 260 - 21% open · ⏱️ 12.10.2023):

   git clone https://github.com/albermax/innvestigate
  

• PyPi (📥 970 / month · 📦 2 · ⏱️ 12.10.2023):

   pip install innvestigate
  

• GitHub (👨‍💻 22 · 🔀 110 · 📦 170 · 📋 99 - 51% open · ⏱️ 11.09.2024):

   git clone https://github.com/dssg/aequitas
  

• PyPi (📥 26K / month · 📦 8 · ⏱️ 30.01.2024):

   pip install aequitas
  

• GitHub (👨‍💻 16 · 🔀 180 · 📦 230 · 📋 89 - 3% open · ⏱️ 17.11.2023):

   git clone https://github.com/philipperemy/keract
  

• PyPi (📥 6.7K / month · 📦 9 · ⏱️ 25.09.2022):

   pip install keract
  

• GitHub (👨‍💻 41 · 🔀 300 · 📦 100 · 📋 85 - 63% open · ⏱️ 16.07.2024):

   git clone https://github.com/Trusted-AI/AIX360
  

• PyPi (📥 1.4K / month · 📦 1 · ⏱️ 31.07.2023):

   pip install aix360
  

• GitHub (👨‍💻 20 · 🔀 170 · 📦 2 · 📋 140 - 61% open · ⏱️ 01.02.2024):

   git clone https://github.com/PAIR-code/what-if-tool
  

• PyPi (📥 8.8K / month · 📦 6 · ⏱️ 12.10.2021):

   pip install witwidget
  

• Conda (📥 2.3M · ⏱️ 16.06.2023):

   conda install -c conda-forge tensorboard-plugin-wit
  

• npm (📥 580 / month · 📦 3 · ⏱️ 12.10.2021):

   npm install wit-widget
  

• GitHub (👨‍💻 12 · 🔀 160 · 📥 120 · 📦 31 · 📋 64 - 51% open · ⏱️ 15.08.2024):

   git clone https://github.com/jalammar/ecco
  

• PyPi (📥 1.1K / month · 📦 1 · ⏱️ 09.01.2022):

   pip install ecco
  

• Conda (📥 5.5K · ⏱️ 16.06.2023):

   conda install -c conda-forge ecco
  

• GitHub (👨‍💻 15 · 🔀 130 · 📦 170 · 📋 39 - 20% open · ⏱️ 29.09.2024):

   git clone https://github.com/parrt/random-forest-importances
  

• PyPi (📥 12K / month · 📦 5 · ⏱️ 28.01.2021):

   pip install rfpimp
  

• GitHub (👨‍💻 19 · 🔀 180 · 📋 170 - 45% open · ⏱️ 17.04.2024):

   git clone https://github.com/interpretml/DiCE
  

• PyPi (📥 34K / month · 📦 6 · ⏱️ 27.10.2023):

   pip install dice-ml
  

• GitHub (👨‍💻 36 · 🔀 78 · 📋 36 - 72% open · ⏱️ 26.04.2024):

   git clone https://github.com/tensorflow/fairness-indicators
  

• PyPi (📥 2.3K / month · ⏱️ 26.04.2024):

   pip install fairness-indicators
  

• GitHub (👨‍💻 6 · 🔀 84 · 📦 34 · 📋 27 - 11% open · ⏱️ 16.01.2024):

   git clone https://github.com/aerdem4/lofo-importance
  

• PyPi (📥 3.6K / month · 📦 4 · ⏱️ 16.01.2024):

   pip install lofo-importance
  

• GitHub (👨‍💻 5 · 🔀 52 · 📥 18 · 📋 39 - 25% open · ⏱️ 21.08.2024):

   git clone https://github.com/explainX/explainx
  

• PyPi (📥 1.7K / month · ⏱️ 04.02.2021):

   pip install explainx
  

• GitHub (👨‍💻 18 · 🔀 68 · 📋 100 - 84% open · ⏱️ 05.02.2024):

   git clone https://github.com/interpretml/interpret-text
  

• PyPi (📥 310 / month · ⏱️ 07.12.2021):

   pip install interpret-text
  

• Lime (🥇32 · ⭐ 12K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
• Deep Checks (🥈29 · ⭐ 3.6K · 💤) - 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
• yellowbrick (🥈27 · ⭐ 4.3K · 💀) - Visual analysis and diagnostic tools to facilitate.. Apache-2
• DALEX (🥈27 · ⭐ 1.4K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
• eli5 (🥈26 · ⭐ 2.8K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
• Alibi (🥈26 · ⭐ 2.4K) - Algorithms for explaining machine learning models. ❗️Intel
• Lucid (🥉25 · ⭐ 4.7K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
• keras-vis (🥉25 · ⭐ 3K · 💀) - Neural network visualization toolkit for keras. MIT
• checklist (🥉24 · ⭐ 2K · 💀) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
• tf-explain (🥉22 · ⭐ 1K · 💀) - Interpretability Methods for tf.keras models with Tensorflow.. MIT
• deeplift (🥉21 · ⭐ 820 · 💀) - Public facing deeplift repo. MIT
• TreeInterpreter (🥉21 · ⭐ 740 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
• Quantus (🥉21 · ⭐ 540 · 📈) - Quantus is an eXplainable AI toolkit for responsible evaluation.. ❗️GPL-3.0
• XAI (🥉19 · ⭐ 1.1K · 💀) - XAI - An eXplainability toolbox for machine learning. MIT
• tcav (🥉19 · ⭐ 630 · 💀) - Code for the TCAV ML interpretability project. Apache-2
• sklearn-evaluation (🥉19 · ⭐ 460 · 💀) - Machine learning model evaluation made easy: plots,.. MIT
• model-card-toolkit (🥉18 · ⭐ 420 · 💀) - A toolkit that streamlines and automates the.. Apache-2
• Anchor (🥉16 · ⭐ 800 · 💀) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
• FlashTorch (🥉16 · ⭐ 730 · 💀) - 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 ( ⭐ 4.9K) - Benchmarks of approximate nearest neighbor libraries in Python.

• GitHub (👨‍💻 190 · 🔀 3.6K · 📦 4K · 📋 2.5K - 9% open · ⏱️ 09.10.2024):

   git clone https://github.com/facebookresearch/faiss
  

• PyPi (📥 1M / month · 📦 170 · ⏱️ 25.09.2024):

   pip install pymilvus
  

• Conda (📥 1.7M · ⏱️ 09.08.2024):

   conda install -c conda-forge faiss
  

• GitHub (👨‍💻 290 · 🔀 2.8K · 📥 270K · 📋 12K - 6% open · ⏱️ 10.10.2024):

   git clone https://github.com/milvus-io/milvus
  

• PyPi (📥 1M / month · 📦 170 · ⏱️ 25.09.2024):

   pip install pymilvus
  

• Docker Hub (📥 67M · ⭐ 63 · ⏱️ 08.10.2024):

   docker pull milvusdb/milvus
  

• GitHub (👨‍💻 88 · 🔀 1.1K · 📦 4.3K · 📋 400 - 14% open · ⏱️ 29.07.2024):

   git clone https://github.com/spotify/annoy
  

• PyPi (📥 1M / month · 📦 200 · ⏱️ 14.06.2023):

   pip install annoy
  

• Conda (📥 530K · ⏱️ 05.09.2024):

   conda install -c conda-forge python-annoy
  

• GitHub (👨‍💻 72 · 🔀 620 · 📦 7K · 📋 380 - 57% open · ⏱️ 17.06.2024):

   git clone https://github.com/nmslib/hnswlib
  

• PyPi (📥 980K / month · 📦 130 · ⏱️ 03.12.2023):

   pip install hnswlib
  

• Conda (📥 240K · ⏱️ 27.09.2023):

   conda install -c conda-forge hnswlib
  

• GitHub (👨‍💻 49 · 🔀 450 · 📦 1.2K · 📋 440 - 20% open · ⏱️ 21.09.2024):

   git clone https://github.com/nmslib/nmslib
  

• PyPi (📥 230K / month · 📦 63 · ⏱️ 03.02.2021):

   pip install nmslib
  

• Conda (📥 150K · ⏱️ 09.09.2024):

   conda install -c conda-forge nmslib
  

• GitHub (👨‍💻 54 · 🔀 130 · 📥 28K · 📦 120 · 📋 160 - 33% open · ⏱️ 10.10.2024):

   git clone https://github.com/unum-cloud/usearch
  

• PyPi (📥 170K / month · 📦 21 · ⏱️ 10.10.2024):

   pip install usearch
  

• npm (📥 7K / month · 📦 14 · ⏱️ 10.10.2024):

   npm install usearch
  

• Docker Hub (📥 130 · ⭐ 1 · ⏱️ 10.10.2024):

   docker pull unum/usearch
  

• GitHub (👨‍💻 29 · 🔀 110 · 📦 8K · 📋 140 - 52% open · ⏱️ 17.06.2024):

   git clone https://github.com/lmcinnes/pynndescent
  

• PyPi (📥 1.4M / month · 📦 160 · ⏱️ 17.06.2024):

   pip install pynndescent
  

• Conda (📥 2M · ⏱️ 17.06.2024):

   conda install -c conda-forge pynndescent
  

• GitHub (👨‍💻 15 · 🔀 110 · 📋 140 - 13% open · ⏱️ 18.09.2024):

   git clone https://github.com/yahoojapan/NGT
  

• PyPi (📥 4.4K / month · 📦 8 · ⏱️ 06.12.2023):

   pip install ngt
  

• Magnitude (🥉20 · ⭐ 1.6K · 💀) - A fast, efficient universal vector embedding utility package. MIT
• NearPy (🥉20 · ⭐ 760 · 💀) - 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.

• GitHub (👨‍💻 500 · 🔀 2K · 📥 2K · 📦 4.3K · 📋 3.4K - 9% open · ⏱️ 10.10.2024):

   git clone https://github.com/pymc-devs/pymc
  

• PyPi (📥 280K / month · 📦 190 · ⏱️ 31.05.2024):

   pip install pymc3
  

• Conda (📥 600K · ⏱️ 02.06.2024):

   conda install -c conda-forge pymc3
  

• GitHub (👨‍💻 500 · 🔀 1.1K · 📦 2 · 📋 1.4K - 47% open · ⏱️ 03.10.2024):

   git clone https://github.com/tensorflow/probability
  

• PyPi (📥 1.6M / month · 📦 610 · ⏱️ 12.03.2024):

   pip install tensorflow-probability
  

• Conda (📥 150K · ⏱️ 27.05.2024):

   conda install -c conda-forge tensorflow-probability
  

• GitHub (👨‍💻 160 · 🔀 980 · 📋 1.1K - 23% open · ⏱️ 28.09.2024):

   git clone https://github.com/pyro-ppl/pyro
  

• PyPi (📥 320K / month · 📦 190 · ⏱️ 02.06.2024):

   pip install pyro-ppl
  

• Conda (📥 200K · ⏱️ 03.06.2024):

   conda install -c conda-forge pyro-ppl
  

• GitHub (👨‍💻 130 · 🔀 700 · 📥 540 · 📦 1.2K · 📋 930 - 31% open · ⏱️ 02.10.2024):

   git clone https://github.com/pgmpy/pgmpy
  

• PyPi (📥 120K / month · 📦 53 · ⏱️ 09.08.2024):

   pip install pgmpy
  

• GitHub (👨‍💻 140 · 🔀 550 · 📦 2.4K · 📋 1.3K - 27% open · ⏱️ 27.09.2024):

   git clone https://github.com/cornellius-gp/gpytorch
  

• PyPi (📥 260K / month · 📦 170 · ⏱️ 06.09.2024):

   pip install gpytorch
  

• Conda (📥 180K · ⏱️ 07.09.2024):

   conda install -c conda-forge gpytorch
  

• GitHub (👨‍💻 48 · 🔀 230 · 📦 1.3K · 📋 340 - 15% open · ⏱️ 09.10.2024):

   git clone https://github.com/SALib/SALib
  

• PyPi (📥 490K / month · 📦 130 · ⏱️ 19.08.2024):

   pip install salib
  

• Conda (📥 180K · ⏱️ 20.09.2024):

   conda install -c conda-forge salib
  

• GitHub (👨‍💻 49 · 🔀 740 · 📦 2.8K · 📋 440 - 15% open · ⏱️ 07.10.2024):

   git clone https://github.com/hmmlearn/hmmlearn
  

• PyPi (📥 770K / month · 📦 87 · ⏱️ 02.03.2024):

   pip install hmmlearn
  

• Conda (📥 280K · ⏱️ 11.09.2024):

   conda install -c conda-forge hmmlearn
  

• GitHub (👨‍💻 74 · 🔀 430 · 📦 2.6K · 📋 300 - 19% open · ⏱️ 10.10.2024):

   git clone https://github.com/dfm/emcee
  

• PyPi (📥 1.4M / month · 📦 440 · ⏱️ 19.04.2024):

   pip install emcee
  

• Conda (📥 360K · ⏱️ 22.04.2024):

   conda install -c conda-forge emcee
  

• GitHub (👨‍💻 45 · 🔀 1K · 📦 4.2K · 📋 590 - 19% open · ⏱️ 24.06.2024):

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

• PyPi (📥 170K / month · 📦 120 · ⏱️ 28.07.2021):

   pip install pandas-ta
  

• Conda (📥 22K · ⏱️ 16.06.2023):

   conda install -c conda-forge pandas-ta
  

• GitHub (👨‍💻 84 · 🔀 440 · 📦 690 · 📋 840 - 18% open · ⏱️ 04.10.2024):

   git clone https://github.com/GPflow/GPflow
  

• PyPi (📥 76K / month · 📦 35 · ⏱️ 17.06.2024):

   pip install gpflow
  

• Conda (📥 34K · ⏱️ 26.06.2024):

   conda install -c conda-forge gpflow
  

• GitHub (👨‍💻 19 · 🔀 100 · 📦 110K · 📋 150 - 46% open · ⏱️ 04.01.2024):

   git clone https://github.com/pydata/patsy
  

• PyPi (📥 16M / month · 📦 530 · ⏱️ 04.01.2024):

   pip install patsy
  

• Conda (📥 12M · ⏱️ 05.01.2024):

   conda install -c conda-forge patsy
  

• GitHub (👨‍💻 75 · 🔀 590 · 📦 1.2K · 📋 780 - 2% open · ⏱️ 11.07.2024):

   git clone https://github.com/jmschrei/pomegranate
  

• PyPi (📥 18K / month · 📦 59 · ⏱️ 11.07.2024):

   pip install pomegranate
  

• Conda (📥 170K · ⏱️ 10.12.2023):

   conda install -c conda-forge pomegranate
  

• GitHub (👨‍💻 14 · 🔀 58 · 📦 10K · 📋 200 - 6% open · ⏱️ 03.07.2024):

   git clone https://github.com/stan-dev/pystan
  

• PyPi (📥 750K / month · 📦 160 · ⏱️ 03.07.2024):

   pip install pystan
  

• Conda (📥 2.9M · ⏱️ 16.06.2023):

   conda install -c conda-forge pystan
  

• GitHub (👨‍💻 40 · 🔀 120 · 📦 150 · 📋 410 - 19% open · ⏱️ 26.09.2024):

   git clone https://github.com/bambinos/bambi
  

• PyPi (📥 31K / month · 📦 10 · ⏱️ 10.07.2024):

   pip install bambi
  

• Conda (📥 38K · ⏱️ 10.07.2024):

   conda install -c conda-forge bambi
  

• GitHub (👨‍💻 15 · 🔀 40 · 📥 64 · 📦 840 · 📋 58 - 10% open · ⏱️ 09.10.2024):

   git clone https://github.com/maximtrp/scikit-posthocs
  

• PyPi (📥 80K / month · 📦 54 · ⏱️ 09.10.2024):

   pip install scikit-posthocs
  

• Conda (📥 970K · ⏱️ 10.10.2024):

   conda install -c conda-forge scikit-posthocs
  

• GitHub (👨‍💻 20 · 🔀 140 · 📦 63 · 📋 400 - 12% open · ⏱️ 10.07.2024):

   git clone https://github.com/uber/orbit
  

• PyPi (📥 14K / month · 📦 1 · ⏱️ 01.04.2024):

   pip install orbit-ml
  

• GitHub (👨‍💻 23 · 🔀 86 · 📦 61 · 📋 110 - 17% open · ⏱️ 27.06.2024):

   git clone https://github.com/baal-org/baal
  

• PyPi (📥 2.7K / month · 📦 2 · ⏱️ 11.06.2024):

   pip install baal
  

• Conda (📥 10K · ⏱️ 12.06.2023):

   conda install -c conda-forge baal
  

• filterpy (🥈31 · ⭐ 3.3K · 💀) - Python Kalman filtering and optimal estimation library. Implements.. MIT
• pingouin (🥉30 · ⭐ 1.6K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
• Edward (🥉28 · ⭐ 4.8K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
• pyhsmm (🥉21 · ⭐ 550 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
• Funsor (🥉20 · ⭐ 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.

• GitHub (👨‍💻 140 · 🔀 1.2K · 📦 600 · 📋 900 - 15% open · ⏱️ 07.10.2024):

   git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
  

• PyPi (📥 43K / month · 📦 20 · ⏱️ 02.10.2024):

   pip install adversarial-robustness-toolbox
  

• Conda (📥 50K · ⏱️ 03.10.2024):

   conda install -c conda-forge adversarial-robustness-toolbox
  

• GitHub (👨‍💻 35 · 🔀 420 · 📦 630 · 📋 370 - 5% open · ⏱️ 04.03.2024):

   git clone https://github.com/bethgelab/foolbox
  

• PyPi (📥 5.6K / month · 📦 14 · ⏱️ 04.03.2024):

   pip install foolbox
  

• Conda (📥 15K · ⏱️ 16.06.2023):

   conda install -c conda-forge foolbox
  

• GitHub (👨‍💻 66 · 🔀 380 · 📦 300 · 📋 280 - 21% open · ⏱️ 25.07.2024):

   git clone https://github.com/QData/TextAttack
  

• PyPi (📥 5K / month · 📦 11 · ⏱️ 11.03.2024):

   pip install textattack
  

• Conda (📥 8.5K · ⏱️ 16.06.2023):

   conda install -c conda-forge textattack
  

• CleverHans (🥈29 · ⭐ 6.2K · 💀) - An adversarial example library for constructing attacks,.. MIT
• advertorch (🥉23 · ⭐ 1.3K · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
• AdvBox (🥉20 · ⭐ 1.4K · 💀) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
• robustness (🥉19 · ⭐ 910 · 💀) - 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.

• GitHub (👨‍💻 390 · 🔀 810 · 📥 190K · 📦 2.3K · 📋 2.4K - 26% open · ⏱️ 10.10.2024):

   git clone https://github.com/cupy/cupy
  

• PyPi (📥 57K / month · 📦 270 · ⏱️ 22.08.2024):

   pip install cupy
  

• Conda (📥 4.8M · ⏱️ 22.08.2024):

   conda install -c conda-forge cupy
  

• Docker Hub (📥 68K · ⭐ 13 · ⏱️ 22.08.2024):

   docker pull cupy/cupy
  

• GitHub (👨‍💻 300 · 🔀 880 · 📦 57 · 📋 6.6K - 16% open · ⏱️ 10.10.2024):

   git clone https://github.com/rapidsai/cudf
  

• PyPi (📥 3.2K / month · 📦 22 · ⏱️ 01.06.2020):

   pip install cudf
  

• GitHub (👨‍💻 130 · 🔀 450 · 📦 3.5K · 📋 840 - 49% open · ⏱️ 10.10.2024):

   git clone https://github.com/huggingface/optimum
  

• PyPi (📥 950K / month · 📦 170 · ⏱️ 10.10.2024):

   pip install optimum
  

• Conda (📥 24K · ⏱️ 29.05.2024):

   conda install -c conda-forge optimum
  

• GitHub (👨‍💻 82 · 🔀 280 · 📦 3.1K · 📋 270 - 30% open · ⏱️ 30.07.2024):

   git clone https://github.com/inducer/pycuda
  

• PyPi (📥 95K / month · 📦 160 · ⏱️ 30.07.2024):

   pip install pycuda
  

• Conda (📥 590K · ⏱️ 17.08.2024):

   conda install -c conda-forge pycuda
  

• GitHub (👨‍💻 180 · 🔀 520 · 📋 2.5K - 35% open · ⏱️ 08.10.2024):

   git clone https://github.com/rapidsai/cuml
  

• PyPi (📥 3.1K / month · 📦 14 · ⏱️ 01.06.2020):

   pip install cuml
  

• GitHub (👨‍💻 130 · 🔀 1.4K · 📦 2.8K · 📋 1.3K - 58% open · ⏱️ 28.09.2024):

   git clone https://github.com/NVIDIA/apex
  

• Conda (📥 330K · ⏱️ 10.09.2024):

   conda install -c conda-forge nvidia-apex
  

• GitHub (👨‍💻 17 · 🔀 280 · 📦 6.1K · 📋 120 - 22% open · ⏱️ 12.01.2024):

   git clone https://github.com/wookayin/gpustat
  

• PyPi (📥 660K / month · 📦 150 · ⏱️ 22.08.2023):

   pip install gpustat
  

• Conda (📥 290K · ⏱️ 23.08.2023):

   conda install -c conda-forge gpustat
  

• GitHub (👨‍💻 94 · 🔀 530 · 📥 7.1K · 📋 1.7K - 19% open · ⏱️ 01.10.2024):

   git clone https://github.com/arrayfire/arrayfire
  

• PyPi (📥 4.1K / month · 📦 10 · ⏱️ 22.02.2022):

   pip install arrayfire
  

• GitHub (👨‍💻 120 · 🔀 300 · 📋 1.7K - 9% open · ⏱️ 09.10.2024):

   git clone https://github.com/rapidsai/cugraph
  

• PyPi (📥 300 / month · 📦 4 · ⏱️ 01.06.2020):

   pip install cugraph
  

• Conda (📥 24K · ⏱️ 16.06.2023):

   conda install -c conda-forge libcugraph
  

• GitHub (👨‍💻 93 · 🔀 620 · 📋 1.6K - 14% open · ⏱️ 10.10.2024):

   git clone https://github.com/NVIDIA/DALI
  

• GitHub (👨‍💻 44 · 🔀 170 · 📦 310 · 📋 220 - 23% open · ⏱️ 15.10.2023):

   git clone https://github.com/lebedov/scikit-cuda
  

• PyPi (📥 720 / month · 📦 23 · ⏱️ 27.05.2019):

   pip install scikit-cuda
  

• GitHub (👨‍💻 28 · 🔀 140 · 📥 580 · 📋 220 - 32% open · ⏱️ 28.09.2024):

   git clone https://github.com/KomputeProject/kompute
  

• PyPi (📥 640 / month · ⏱️ 20.01.2024):

   pip install kp
  

• GitHub (👨‍💻 32 · 🔀 110 · 📋 460 - 46% open · ⏱️ 22.07.2024):

   git clone https://github.com/NVIDIA-Merlin/Merlin
  

• PyPi (📥 9.4K / month · 📦 1 · ⏱️ 29.08.2023):

   pip install merlin-core
  

• GPUtil (🥉25 · ⭐ 1.1K · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
• 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 · ⭐ 710 · 💀) - GPU accelerated signal processing. Apache-2
• SpeedTorch (🥉16 · ⭐ 680 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
• ipyexperiments (🥉16 · ⭐ 200 · 💤) - Automatic GPU+CPU memory profiling, re-use and memory.. Apache-2

Tensorflow Utilities

Libraries that extend TensorFlow with additional capabilities.

• GitHub (👨‍💻 310 · 🔀 1.5K · 📦 20K · 📋 1.4K - 48% open · ⏱️ 10.10.2024):

   git clone https://github.com/tensorflow/datasets
  

• PyPi (📥 1.7M / month · 📦 330 · ⏱️ 05.06.2024):

   pip install tensorflow-datasets
  

• Conda (📥 35K · ⏱️ 16.06.2023):

   conda install -c conda-forge tensorflow-datasets
  

• GitHub (👨‍💻 190 · 🔀 700 · 📦 1.6K · 📋 1.1K - 22% open · ⏱️ 09.10.2024):

   git clone https://github.com/tensorflow/tfx
  

• PyPi (📥 37K / month · 📦 17 · ⏱️ 13.05.2024):

   pip install tfx
  

• GitHub (👨‍💻 110 · 🔀 1.7K · 📋 710 - 1% open · ⏱️ 09.10.2024):

   git clone https://github.com/tensorflow/hub
  

• PyPi (📥 1.9M / month · 📦 300 · ⏱️ 30.01.2024):

   pip install tensorflow-hub
  

• Conda (📥 110K · ⏱️ 07.05.2024):

   conda install -c conda-forge tensorflow-hub
  

• GitHub (👨‍💻 210 · 🔀 610 · 📋 990 - 9% open · ⏱️ 15.04.2024):

   git clone https://github.com/tensorflow/addons
  

• PyPi (📥 1.2M / month · 📦 360 · ⏱️ 28.11.2023):

   pip install tensorflow-addons
  

• GitHub (👨‍💻 110 · 🔀 280 · 📋 660 - 43% open · ⏱️ 01.07.2024):

   git clone https://github.com/tensorflow/io
  

• PyPi (📥 1.4M / month · 📦 61 · ⏱️ 01.07.2024):

   pip install tensorflow-io
  

• GitHub (👨‍💻 86 · 🔀 320 · 📋 390 - 57% open · ⏱️ 25.09.2024):

   git clone https://github.com/tensorflow/model-optimization
  

• PyPi (📥 900K / month · 📦 45 · ⏱️ 08.02.2024):

   pip install tensorflow-model-optimization
  

• GitHub (👨‍💻 29 · 🔀 210 · 📋 220 - 20% open · ⏱️ 10.09.2024):

   git clone https://github.com/tensorflow/transform
  

• PyPi (📥 510K / month · 📦 18 · ⏱️ 24.04.2024):

   pip install tensorflow-transform
  

• GitHub (👨‍💻 38 · 🔀 190 · 📦 480 · 📋 69 - 1% open · ⏱️ 18.06.2024):

   git clone https://github.com/tensorflow/neural-structured-learning
  

• PyPi (📥 7.7K / month · 📦 3 · ⏱️ 29.07.2022):

   pip install neural-structured-learning
  

• GitHub (👨‍💻 18 · 🔀 190 · 📦 110 · 📋 39 - 30% open · ⏱️ 20.03.2024):

   git clone https://github.com/PAIR-code/saliency
  

• PyPi (📥 89K / month · 📦 8 · ⏱️ 20.03.2024):

   pip install saliency
  

• GitHub (👨‍💻 21 · 🔀 250 · 📋 100 - 10% open · ⏱️ 10.10.2024):

   git clone https://github.com/tensorflow/compression
  

• PyPi (📥 3.6K / month · 📦 2 · ⏱️ 02.02.2024):

   pip install tensorflow-compression
  

• GitHub (👨‍💻 27 · 🔀 85 · 📋 100 - 73% open · ⏱️ 25.02.2024):

   git clone https://github.com/tensorflow/cloud
  

• PyPi (📥 32K / month · 📦 7 · ⏱️ 17.06.2021):

   pip install tensorflow-cloud
  

• tensor2tensor (🥈33 · ⭐ 15K · 💀) - 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 (🥉21 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
• tffm (🥉19 · ⭐ 780 · 💀) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

Jax Utilities

Libraries that extend Jax with additional capabilities.

• GitHub (👨‍💻 55 · 🔀 140 · 📦 750 · 📋 450 - 34% open · ⏱️ 08.10.2024):

   git clone https://github.com/patrick-kidger/equinox
  

• PyPi (📥 230K / month · 📦 160 · ⏱️ 18.09.2024):

   pip install equinox
  

• GitHub (👨‍💻 14 · 🔀 85 · 📦 26 · 📋 33 - 48% open · ⏱️ 27.06.2024):

   git clone https://github.com/google/evojax
  

• PyPi (📥 1.8K / month · 📦 6 · ⏱️ 18.06.2024):

   pip install evojax
  

• Conda (📥 30K · ⏱️ 18.06.2024):

   conda install -c conda-forge evojax
  

• jaxdf (🥉13 · ⭐ 120) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0

Sklearn Utilities

Libraries that extend scikit-learn with additional capabilities.

• GitHub (👨‍💻 82 · 🔀 170 · 📦 12K · 📋 280 - 32% open · ⏱️ 10.10.2024):

   git clone https://github.com/intel/scikit-learn-intelex
  

• PyPi (📥 85K / month · 📦 55 · ⏱️ 17.09.2024):

   pip install scikit-learn-intelex
  

• Conda (📥 350K · ⏱️ 20.08.2024):

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

• GitHub (👨‍💻 85 · 🔀 1.3K · 📋 610 - 7% open · ⏱️ 06.10.2024):

   git clone https://github.com/scikit-learn-contrib/imbalanced-learn
  

• PyPi (📥 17M / month · 📦 450 · ⏱️ 04.10.2024):

   pip install imbalanced-learn
  

• Conda (📥 620K · ⏱️ 04.10.2024):

   conda install -c conda-forge imbalanced-learn
  

• GitHub (👨‍💻 110 · 🔀 860 · 📦 15K · 📋 490 - 30% open · ⏱️ 02.07.2024):

   git clone https://github.com/rasbt/mlxtend
  

• PyPi (📥 610K / month · 📦 180 · ⏱️ 05.01.2024):

   pip install mlxtend
  

• Conda (📥 320K · ⏱️ 05.01.2024):

   conda install -c conda-forge mlxtend
  

• GitHub (👨‍💻 70 · 🔀 390 · 📦 2.2K · 📋 290 - 15% open · ⏱️ 01.10.2024):

   git clone https://github.com/scikit-learn-contrib/category_encoders
  

• PyPi (📥 1.4M / month · 📦 280 · ⏱️ 01.10.2024):

   pip install category_encoders
  

• Conda (📥 280K · ⏱️ 02.10.2024):

   conda install -c conda-forge category_encoders
  

• GitHub (👨‍💻 67 · 🔀 120 · 📦 160 · 📋 320 - 9% open · ⏱️ 23.09.2024):

   git clone https://github.com/koaning/scikit-lego
  

• PyPi (📥 27K / month · 📦 11 · ⏱️ 10.07.2024):

   pip install scikit-lego
  

• Conda (📥 56K · ⏱️ 10.07.2024):

   conda install -c conda-forge scikit-lego
  

• GitHub (👨‍💻 24 · 🔀 990 · 📦 230 · 📋 180 - 37% open · ⏱️ 23.06.2024):

   git clone https://github.com/guofei9987/scikit-opt
  

• PyPi (📥 6.7K / month · 📦 15 · ⏱️ 14.01.2022):

   pip install scikit-opt
  

• GitHub (👨‍💻 7 · 🔀 75 · 📦 480 · 📋 27 - 11% open · ⏱️ 05.10.2024):

   git clone https://github.com/trent-b/iterative-stratification
  

• PyPi (📥 34K / month · 📦 15 · ⏱️ 05.10.2024):

   pip install iterative-stratification
  

• GitHub (👨‍💻 24 · 🔀 110 · ⏱️ 09.01.2024):

   git clone https://github.com/amueller/dabl
  

• PyPi (📥 5.5K / month · 📦 3 · ⏱️ 07.08.2024):

   pip install dabl
  

• GitHub (👨‍💻 6 · 🔀 54 · 📦 62 · 📋 22 - 18% open · ⏱️ 19.07.2024):

   git clone https://github.com/scikit-tda/scikit-tda
  

• PyPi (📥 1.2K / month · ⏱️ 19.07.2024):

   pip install scikit-tda
  

• GitHub (👨‍💻 17 · 🔀 100 · 📋 160 - 11% open · ⏱️ 15.04.2024):

   git clone https://github.com/scikit-learn-contrib/DESlib
  

• PyPi (📥 1.3K / month · 📦 3 · ⏱️ 12.04.2024):

   pip install deslib
  

• 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
• sklearn-crfsuite (🥈27 · ⭐ 430 · 💀) - scikit-learn inspired API for CRFsuite. MIT
• scikit-multilearn (🥉26 · ⭐ 920 · 💀) - A scikit-learn based module for multi-label et. al... BSD-2
• sklearn-contrib-lightning (🥉22 · ⭐ 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 (🥉19 · ⭐ 200) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
• skggm (🥉18 · ⭐ 240 · 💀) - Scikit-learn compatible estimation of general graphical models. MIT

Pytorch Utilities

Libraries that extend Pytorch with additional capabilities.

• GitHub (👨‍💻 300 · 🔀 940 · 📦 53K · 📋 1.6K - 7% open · ⏱️ 09.10.2024):

   git clone https://github.com/huggingface/accelerate
  

• PyPi (📥 7.7M / month · 📦 1.5K · ⏱️ 07.10.2024):

   pip install accelerate
  

• Conda (📥 220K · ⏱️ 08.10.2024):

   conda install -c conda-forge accelerate
  

• GitHub (👨‍💻 42 · 🔀 660 · 📦 1.9K · 📋 510 - 12% open · ⏱️ 11.09.2024):

   git clone https://github.com/KevinMusgrave/pytorch-metric-learning
  

• PyPi (📥 710K / month · 📦 50 · ⏱️ 25.07.2024):

   pip install pytorch-metric-learning
  

• Conda (📥 12K · ⏱️ 16.06.2023):

   conda install -c metric-learning pytorch-metric-learning
  

• GitHub (👨‍💻 340 · 🔀 2.9K · 📦 110 · 📋 750 - 15% open · ⏱️ 10.10.2024):

   git clone https://github.com/geohot/tinygrad
  

• GitHub (👨‍💻 21 · 🔀 910 · 📦 3.9K · 📋 220 - 33% open · ⏱️ 19.10.2023):

   git clone https://github.com/rtqichen/torchdiffeq
  

• PyPi (📥 840K / month · 📦 100 · ⏱️ 29.05.2024):

   pip install torchdiffeq
  

• Conda (📥 18K · ⏱️ 16.06.2023):

   conda install -c conda-forge torchdiffeq
  

• GitHub (👨‍💻 87 · 🔀 210 · 📦 300 · 📋 520 - 4% open · ⏱️ 08.10.2023):

   git clone https://github.com/Lightning-AI/lightning-flash
  

• PyPi (📥 2.7K / month · 📦 5 · ⏱️ 11.05.2022):

   pip install lightning-flash
  

• Conda (📥 22K · ⏱️ 04.07.2023):

   conda install -c conda-forge lightning-flash
  

• GitHub (👨‍💻 5 · 🔀 210 · 📦 260 · 📋 55 - 7% open · ⏱️ 13.06.2024):

   git clone https://github.com/rwightman/gen-efficientnet-pytorch
  

• PyPi (📥 160K / month · 📦 4 · ⏱️ 08.07.2021):

   pip install geffnet
  

• GitHub (👨‍💻 30 · 🔀 180 · 📋 390 - 7% open · ⏱️ 15.08.2024):

   git clone https://github.com/rusty1s/pytorch_scatter
  

• PyPi (📥 40K / month · 📦 150 · ⏱️ 06.10.2023):

   pip install torch-scatter
  

• Conda (📥 500K · ⏱️ 08.10.2024):

   conda install -c conda-forge pytorch_scatter
  

• GitHub (👨‍💻 45 · 🔀 150 · 📋 280 - 10% open · ⏱️ 15.08.2024):

   git clone https://github.com/rusty1s/pytorch_sparse
  

• PyPi (📥 28K / month · 📦 120 · ⏱️ 06.10.2023):

   pip install torch-sparse
  

• Conda (📥 470K · ⏱️ 08.10.2024):

   conda install -c conda-forge pytorch_sparse
  

• GitHub (👨‍💻 7 · 🔀 120 · 📥 44 · 📋 33 - 12% open · ⏱️ 01.10.2024):

   git clone https://github.com/BloodAxe/pytorch-toolbelt
  

• PyPi (📥 7.8K / month · 📦 7 · ⏱️ 27.06.2022):

   pip install pytorch_toolbelt
  

• pretrainedmodels (🥈29 · ⭐ 9K · 💀) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,.. BSD-3
• torchsde (🥈28 · ⭐ 1.6K · 💀) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
• EfficientNet-PyTorch (🥈27 · ⭐ 7.9K · 💀) - A PyTorch implementation of EfficientNet. Apache-2
• pytorch-summary (🥈27 · ⭐ 4K · 💀) - Model summary in PyTorch similar to model.summary() in.. MIT
• pytorch-optimizer (🥈26 · ⭐ 3K · 💀) - torch-optimizer -- collection of optimizers for.. Apache-2
• TabNet (🥈26 · ⭐ 2.6K · 💀) - PyTorch implementation of TabNet paper :.. MIT
• Higher (🥉24 · ⭐ 1.6K · 💀) - higher is a pytorch library allowing users to obtain higher.. Apache-2
• micrograd (🥉23 · ⭐ 10K · 💀) - A tiny scalar-valued autograd engine and a neural net library.. MIT
• SRU (🥉23 · ⭐ 2.1K · 💀) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755). MIT
• Torchmeta (🥉23 · ⭐ 2K · 💀) - A collection of extensions and data-loaders for few-shot.. MIT
• 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
• Antialiased CNNs (🥉21 · ⭐ 1.7K · 💀) - pip install antialiased-cnns to improve stability and.. ❗️CC BY-NC-SA 4.0
• Poutyne (🥉21 · ⭐ 570) - A simplified framework and utilities for PyTorch. ❗️LGPL-3.0
• Lambda Networks (🥉20 · ⭐ 1.5K · 💀) - Implementation of LambdaNetworks, a new approach to.. MIT
• pytorchviz (🥉19 · ⭐ 3.2K · 💀) - A small package to create visualizations of PyTorch execution.. MIT
• Performer Pytorch (🥉19 · ⭐ 1.1K · 💀) - An implementation of Performer, a linear attention-.. MIT
• Torch-Struct (🥉18 · ⭐ 1.1K · 💀) - Fast, general, and tested differentiable structured.. MIT
• Tensor Sensor (🥉18 · ⭐ 770 · 💀) - The goal of this library is to generate more helpful.. MIT
• Tez (🥉17 · ⭐ 1.2K · 💀) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
• Pywick (🥉17 · ⭐ 400 · 💀) - High-level batteries-included neural network training library for.. MIT
• madgrad (🥉16 · ⭐ 800 · 💀) - MADGRAD Optimization Method. 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 ( ⭐ 3.6K) - Collection of database clients for python.

Others

• GitHub (👨‍💻 1.7K · 🔀 5.2K · 📥 420K · 📦 1.1M · 📋 11K - 16% open · ⏱️ 10.10.2024):

   git clone https://github.com/scipy/scipy
  

• PyPi (📥 140M / month · 📦 46K · ⏱️ 21.08.2024):

   pip install scipy
  

• Conda (📥 53M · ⏱️ 09.09.2024):

   conda install -c conda-forge scipy
  

• GitHub (👨‍💻 1.3K · 🔀 4.4K · 📥 550K · 📦 180K · 📋 14K - 36% open · ⏱️ 09.10.2024):

   git clone https://github.com/sympy/sympy
  

• PyPi (📥 30M / month · 📦 3.5K · ⏱️ 18.09.2024):

   pip install sympy
  

• Conda:

   conda install -c conda-forge sympy
  

• GitHub (👨‍💻 240 · 🔀 3K · 📦 540K · 📋 4.6K - 20% open · ⏱️ 10.10.2024):

   git clone https://github.com/streamlit/streamlit
  

• PyPi (📥 7.2M / month · 📦 2.7K · ⏱️ 01.10.2024):

   pip install streamlit
  

• GitHub (👨‍💻 410 · 🔀 2.5K · 📦 43K · 📋 4.8K - 11% open · ⏱️ 10.10.2024):

   git clone https://github.com/gradio-app/gradio
  

• PyPi (📥 6.4M / month · 📦 800 · ⏱️ 09.10.2024):

   pip install gradio
  

• GitHub (👨‍💻 59 · 🔀 910 · 📦 9.7K · 📋 420 - 42% open · ⏱️ 07.10.2024):

   git clone https://github.com/HIPS/autograd
  

• PyPi (📥 2.6M / month · 📦 280 · ⏱️ 22.08.2024):

   pip install autograd
  

• Conda (📥 480K · ⏱️ 26.08.2024):

   conda install -c conda-forge autograd
  

• GitHub (👨‍💻 180 · 🔀 590 · 📥 95 · 📦 1.1K · 📋 1.4K - 22% open · ⏱️ 10.10.2024):

   git clone https://github.com/PennyLaneAI/PennyLane
  

• PyPi (📥 72K / month · 📦 120 · ⏱️ 12.09.2024):

   pip install pennylane
  

• Conda (📥 150K · ⏱️ 09.07.2024):

   conda install -c conda-forge pennylane
  

• GitHub (👨‍💻 80 · 🔀 680 · 📥 68 · 📦 1.3K · 📋 1.9K - 32% open · ⏱️ 07.10.2024):

   git clone https://github.com/simonw/datasette
  

• PyPi (📥 61K / month · 📦 410 · ⏱️ 07.10.2024):

   pip install datasette
  

• Conda (📥 45K · ⏱️ 08.10.2024):

   conda install -c conda-forge datasette
  

• GitHub (👨‍💻 60 · 🔀 1.4K · 📦 4.3K · 📋 370 - 60% open · ⏱️ 05.09.2024):

   git clone https://github.com/yzhao062/pyod
  

• PyPi (📥 660K / month · 📦 110 · ⏱️ 06.09.2024):

   pip install pyod
  

• Conda (📥 120K · ⏱️ 06.09.2024):

   conda install -c conda-forge pyod
  

• GitHub (👨‍💻 250 · 🔀 1.7K · 📦 440 · 📋 1.9K - 33% open · ⏱️ 07.10.2024):

   git clone https://github.com/deepchem/deepchem
  

• PyPi (📥 70K / month · 📦 13 · ⏱️ 07.10.2024):

   pip install deepchem
  

• Conda (📥 110K · ⏱️ 05.04.2024):

   conda install -c conda-forge deepchem
  

• GitHub (👨‍💻 190 · 🔀 3.6K · 📦 810 · 📋 5.6K - 19% open · ⏱️ 08.10.2024):

   git clone https://github.com/carla-simulator/carla
  

• PyPi (📥 19K / month · 📦 11 · ⏱️ 14.11.2023):

   pip install carla
  

• GitHub (👨‍💻 69 · 🔀 290 · 📦 770 · 📋 270 - 21% open · ⏱️ 28.09.2024):

   git clone https://github.com/tensorly/tensorly
  

• PyPi (📥 110K / month · 📦 92 · ⏱️ 08.03.2023):

   pip install tensorly
  

• Conda (📥 370K · ⏱️ 10.06.2024):

   conda install -c conda-forge tensorly
  

• GitHub (👨‍💻 92 · 🔀 500 · 📦 4.1K · 📋 530 - 67% open · ⏱️ 08.10.2024):

   git clone https://github.com/scikit-learn-contrib/hdbscan
  

• PyPi (📥 620K / month · 📦 330 · ⏱️ 08.10.2024):

   pip install hdbscan
  

• Conda (📥 2.2M · ⏱️ 08.10.2024):

   conda install -c conda-forge hdbscan
  

• GitHub (👨‍💻 73 · 🔀 190 · 📦 2.7K · 📋 870 - 15% open · ⏱️ 23.09.2024):

   git clone https://github.com/serge-sans-paille/pythran
  

• PyPi (📥 200K / month · 📦 19 · ⏱️ 28.05.2024):

   pip install pythran
  

• Conda (📥 720K · ⏱️ 03.09.2024):

   conda install -c conda-forge pythran
  

• GitHub (👨‍💻 53 · 🔀 160 · 📦 3.8K · 📋 650 - 0% open · ⏱️ 30.07.2024):

   git clone https://github.com/wireservice/agate
  

• PyPi (📥 11M / month · 📦 49 · ⏱️ 30.07.2024):

   pip install agate
  

• Conda (📥 240K · ⏱️ 30.07.2024):

   conda install -c conda-forge agate
  

• GitHub (👨‍💻 120 · 🔀 540 · 📦 570 · 📋 610 - 18% open · ⏱️ 03.10.2024):

   git clone https://github.com/online-ml/river
  

• PyPi (📥 78K / month · 📦 56 · ⏱️ 09.07.2024):

   pip install river
  

• Conda (📥 81K · ⏱️ 06.10.2023):

   conda install -c conda-forge river
  

• GitHub (👨‍💻 96 · 🔀 240 · 📦 2K · 📋 350 - 20% open · ⏱️ 09.10.2024):

   git clone https://github.com/inducer/pyopencl
  

• PyPi (📥 82K / month · 📦 170 · ⏱️ 25.06.2024):

   pip install pyopencl
  

• Conda (📥 1.3M · ⏱️ 26.06.2024):

   conda install -c conda-forge pyopencl
  

• GitHub (👨‍💻 70 · 🔀 2.1K · 📥 800 · 📦 1.7K · 📋 1.3K - 44% open · ⏱️ 07.08.2024):

   git clone https://github.com/PaddlePaddle/PaddleHub
  

• PyPi (📥 5.2K / month · 📦 7 · ⏱️ 20.09.2023):

   pip install paddlehub
  

• GitHub (👨‍💻 110 · 🔀 170 · 📦 720 · 📋 560 - 19% open · ⏱️ 08.10.2024):

   git clone https://github.com/pyjanitor-devs/pyjanitor
  

• PyPi (📥 89K / month · 📦 32 · ⏱️ 28.09.2024):

   pip install pyjanitor
  

• Conda (📥 210K · ⏱️ 28.09.2024):

   conda install -c conda-forge pyjanitor
  

• GitHub (👨‍💻 57 · 🔀 110 · 📦 420 · 📋 3.9K - 13% open · ⏱️ 30.09.2024):

   git clone https://github.com/datalad/datalad
  

• PyPi (📥 46K / month · 📦 95 · ⏱️ 08.08.2024):

   pip install datalad
  

• Conda (📥 630K · ⏱️ 08.08.2024):

   conda install -c conda-forge datalad
  

• GitHub (👨‍💻 64 · 🔀 770 · 📦 220 · 📋 400 - 13% open · ⏱️ 07.10.2024):

   git clone https://github.com/uber/causalml
  

• PyPi (📥 51K / month · 📦 2 · ⏱️ 01.10.2024):

   pip install causalml
  

• GitHub (👨‍💻 81 · 🔀 660 · 📥 14K · 📦 98 · 📋 920 - 15% open · ⏱️ 09.10.2024):

   git clone https://github.com/openvinotoolkit/anomalib
  

• PyPi (📥 59K / month · 📦 5 · ⏱️ 12.08.2024):

   pip install anomalib
  

• GitHub (👨‍💻 36 · 🔀 120 · 📦 16 · 📋 960 - 11% open · ⏱️ 10.10.2024):

   git clone https://github.com/dstackai/dstack
  

• PyPi (📥 9.7K / month · ⏱️ 09.10.2024):

   pip install dstack
  

• GitHub (👨‍💻 16 · 🔀 180 · 📦 610 · 📋 140 - 6% open · ⏱️ 07.09.2024):

   git clone https://github.com/MaxHalford/prince
  

• PyPi (📥 200K / month · 📦 18 · ⏱️ 07.09.2024):

   pip install prince
  

• Conda (📥 21K · ⏱️ 16.06.2023):

   conda install -c conda-forge prince-factor-analysis
  

• GitHub (👨‍💻 51 · 🔀 590 · 📦 180 · 📋 320 - 6% open · ⏱️ 23.09.2024):

   git clone https://github.com/tableau/TabPy
  

• PyPi (📥 7.2K / month · 📦 2 · ⏱️ 23.09.2024):

   pip install tabpy
  

• Conda (📥 4.6K · ⏱️ 16.06.2023):

   conda install -c anaconda tabpy-client
  

• GitHub (👨‍💻 22 · 🔀 420 · 📦 2.8K · 📋 160 - 10% open · ⏱️ 17.01.2024):

   git clone https://github.com/nicodv/kmodes
  

• PyPi (📥 280K / month · 📦 38 · ⏱️ 06.09.2022):

   pip install kmodes
  

• Conda (📥 50K · ⏱️ 16.06.2023):

   conda install -c conda-forge kmodes
  

• GitHub (👨‍💻 13 · 🔀 340 · 📦 110 · 📋 380 - 10% open · ⏱️ 22.08.2024):

   git clone https://github.com/Adapter-Hub/adapter-transformers
  

• PyPi (📥 24K / month · 📦 12 · ⏱️ 07.07.2024):

   pip install adapter-transformers
  

• GitHub (👨‍💻 26 · 🔀 250 · 📥 600 · 📦 740 · 📋 670 - 11% open · ⏱️ 08.02.2024):

   git clone https://github.com/annoviko/pyclustering
  

• PyPi (📥 28K / month · 📦 32 · ⏱️ 25.11.2020):

   pip install pyclustering
  

• Conda (📥 90K · ⏱️ 16.11.2023):

   conda install -c conda-forge pyclustering
  

• GitHub (👨‍💻 80 · 🔀 810 · 📦 180 · 📋 250 - 49% open · ⏱️ 10.09.2024):

   git clone https://github.com/google/trax
  

• PyPi (📥 6K / month · 📦 1 · ⏱️ 26.10.2021):

   pip install trax
  

• GitHub (👨‍💻 49 · 🔀 310 · ⏱️ 31.08.2024):

   git clone https://github.com/solegalli/feature_engine
  

• PyPi (📥 180K / month · 📦 160 · ⏱️ 31.08.2024):

   pip install feature_engine
  

• Conda (📥 58K · ⏱️ 01.09.2024):

   conda install -c conda-forge feature_engine
  

• GitHub (👨‍💻 80 · 🔀 290 · 📥 35 · 📦 110 · 📋 810 - 11% open · ⏱️ 03.06.2024):

   git clone https://github.com/ContinualAI/avalanche
  

• PyPi (📥 2.2K / month · 📦 3 · ⏱️ 27.02.2024):

   pip install avalanche-lib
  

• GitHub (👨‍💻 37 · 🔀 300 · 📦 140 · 📋 78 - 30% open · ⏱️ 09.10.2024):

   git clone https://github.com/facebookresearch/AugLy
  

• PyPi (📥 3K / month · 📦 4 · ⏱️ 05.12.2023):

   pip install augly
  

• GitHub (👨‍💻 23 · 🔀 230 · 📦 410 · 📋 170 - 30% open · ⏱️ 03.08.2024):

   git clone https://github.com/scikit-learn-contrib/metric-learn
  

• PyPi (📥 5.2K / month · 📦 7 · ⏱️ 09.10.2023):

   pip install metric-learn
  

• Conda (📥 13K · ⏱️ 09.10.2023):

   conda install -c conda-forge metric-learn
  

• GitHub (👨‍💻 53 · 🔀 320 · 📋 1.2K - 17% open · ⏱️ 02.11.2023):

   git clone https://github.com/mars-project/mars
  

• PyPi (📥 25K / month · 📦 2 · ⏱️ 12.06.2022):

   pip install pymars
  

• GitHub (👨‍💻 18 · 🔀 120 · 📦 290 · 📋 59 - 35% open · ⏱️ 01.08.2024):

   git clone https://github.com/rasbt/biopandas
  

• PyPi (📥 12K / month · 📦 38 · ⏱️ 01.08.2024):

   pip install biopandas
  

• Conda (📥 160K · ⏱️ 02.08.2024):

   conda install -c conda-forge biopandas
  

• GitHub (👨‍💻 61 · 🔀 190 · 📥 95K · 📋 530 - 24% open · ⏱️ 27.09.2024):

   git clone https://github.com/Project-MONAI/MONAILabel
  

• PyPi (📥 2.4K / month · ⏱️ 01.10.2023):

   pip install monailabel-weekly
  

• GitHub (👨‍💻 31 · 🔀 290 · 📋 160 - 38% open · ⏱️ 04.01.2024):

   git clone https://github.com/astroML/astroML
  

• PyPi (📥 2.3K / month · 📦 16 · ⏱️ 01.03.2022):

   pip install astroML
  

• Conda (📥 48K · ⏱️ 16.06.2023):

   conda install -c conda-forge astroml
  

• GitHub (👨‍💻 25 · 🔀 64 · 📦 4 · 📋 120 - 8% open · ⏱️ 24.09.2024):

   git clone https://github.com/pykale/pykale
  

• PyPi (📥 530 / month · ⏱️ 12.04.2022):

   pip install pykale
  

• GitHub (👨‍💻 3 · 🔀 49 · 📦 530 · 📋 15 - 80% open · ⏱️ 08.02.2024):

   git clone https://github.com/yzhao062/SUOD
  

• PyPi (📥 9.4K / month · 📦 8 · ⏱️ 08.02.2024):

   pip install suod
  

• GitHub (👨‍💻 18 · 🔀 160 · 📦 33 · 📋 65 - 36% open · ⏱️ 17.07.2024):

   git clone https://github.com/clementchadebec/benchmark_VAE
  

• PyPi (📥 2.2K / month · ⏱️ 06.09.2023):

   pip install pythae
  

• GitHub (👨‍💻 18 · 🔀 84 · 📦 13 · 📋 42 - 35% open · ⏱️ 16.07.2024):

   git clone https://github.com/infer-actively/pymdp
  

• PyPi (📥 770 / month · ⏱️ 08.12.2022):

   pip install inferactively-pymdp
  

• GitHub (👨‍💻 10 · 🔀 44 · 📋 71 - 8% open · ⏱️ 20.09.2024):

   git clone https://github.com/facebookresearch/NeuralCompression
  

• PyPi (📥 320 / month · ⏱️ 03.10.2023):

   pip install neuralcompression
  

• cleanlab (🥈31 · ⭐ 9.6K · 📉) - The standard data-centric AI package for data quality and.. ❗️AGPL-3.0
• Cython BLIS (🥈31 · ⭐ 220) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
• alibi-detect (🥈28 · ⭐ 2.2K) - Algorithms for outlier, adversarial and drift detection. ❗️Intel
• modAL (🥈28 · ⭐ 2.2K · 💀) - A modular active learning framework for Python. MIT
• minisom (🥈28 · ⭐ 1.4K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
• PySwarms (🥈28 · ⭐ 1.3K · 💀) - A research toolkit for particle swarm optimization in Python. MIT
• pysc2 (🥉27 · ⭐ 8K · 💀) - StarCraft II Learning Environment. Apache-2
• gplearn (🥉26 · ⭐ 1.6K · 💀) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
• pycm (🥉26 · ⭐ 1.4K · 💀) - Multi-class confusion matrix library in Python. MIT
• metricflow (🥉26 · ⭐ 1.1K) - MetricFlow allows you to define, build, and maintain metrics.. ❗Unlicensed
• findspark (🥉24 · ⭐ 510 · 💀) - Find pyspark to make it importable. BSD-3
• vecstack (🥉23 · ⭐ 680 · 💀) - Python package for stacking (machine learning technique). MIT
• pandas-ai (🥉22 · ⭐ 13K) - 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
• apricot (🥉21 · ⭐ 500 · 💀) - apricot implements submodular optimization for the purpose of.. MIT
• impyute (🥉21 · ⭐ 350 · 💀) - 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
• scikit-rebate (🥉19 · ⭐ 410 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
• baikal (🥉18 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
• KD-Lib (🥉16 · ⭐ 600 · 💀) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT
• pandas-ml (🥉16 · ⭐ 320 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
• nylon (🥉14 · ⭐ 83 · 💀) - An intelligent, flexible grammar of machine learning. MIT
• traingenerator (🥉13 · ⭐ 1.4K · 💀) - A web app to generate template code for machine learning. MIT

---

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• Awesome Public Datasets: A topic-centric list of open datasets.
• Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
• best-of-python-dev: A ranked list of awesome python developer tools and libraries.
• best-of-web-python: A ranked list of awesome python libraries for web development.

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