Best-of Machine Learning with Python
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 910 awesome open-source projects with a total of 3.5M 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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🥇🥈🥉 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.
scikit-learn (🥇52 · ⭐ 52K) - scikit-learn: machine learning in Python. BSD-3
GitHub (👨💻 2.8K · 🔀 23K · 📥 820 · 📦 400K · 📋 10K - 20% open · ⏱️ 06.10.2022):
git clone https://github.com/scikit-learn/scikit-learn
PyPi (📥 34M / month · 📦 26K · ⏱️ 05.08.2022):
Conda (📥 16M · ⏱️ 05.08.2022):
conda install -c conda-forge scikit-learn
PyTorch (🥇50 · ⭐ 59K) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
GitHub (👨💻 3.6K · 🔀 17K · 📥 6.8K · 📋 29K - 34% open · ⏱️ 06.10.2022):
git clone https://github.com/pytorch/pytorch
PyPi (📥 8.1M / month · 📦 7.6K · ⏱️ 28.06.2022):
Conda (📥 20M · ⏱️ 04.08.2022):
conda install -c pytorch pytorch
Keras (🥇45 · ⭐ 56K) - Deep Learning for humans. Apache-2
GitHub (👨💻 1.1K · 🔀 19K · 📋 12K - 2% open · ⏱️ 06.10.2022):
git clone https://github.com/keras-team/keras
PyPi (📥 9.8M / month · 📦 330 · ⏱️ 13.05.2022):
Conda (📥 2.6M · ⏱️ 04.09.2022):
conda install -c conda-forge keras
XGBoost (🥇44 · ⭐ 23K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
GitHub (👨💻 580 · 🔀 8.5K · 📥 5.2K · 📦 37K · 📋 4.6K - 6% open · ⏱️ 06.10.2022):
git clone https://github.com/dmlc/xgboost
PyPi (📥 8.3M / month · 📦 1.4K · ⏱️ 09.05.2022):
Conda (📥 3.2M · ⏱️ 01.09.2022):
conda install -c conda-forge xgboost
jax (🥇44 · ⭐ 20K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
GitHub (👨💻 460 · 🔀 1.9K · 📦 5.7K · 📋 3.8K - 29% open · ⏱️ 06.10.2022):
git clone https://github.com/google/jax
PyPi (📥 600K / month · 📦 320 · ⏱️ 28.06.2022):
Conda (📥 460K · ⏱️ 30.09.2022):
conda install -c conda-forge jaxlib
PySpark (🥇43 · ⭐ 34K) - Apache Spark Python API. Apache-2
GitHub (👨💻 2.7K · 🔀 26K · ⏱️ 06.10.2022):
git clone https://github.com/apache/spark
PyPi (📥 27M / month · 📦 850 · ⏱️ 15.06.2022):
Conda (📥 2M · ⏱️ 27.07.2022):
conda install -c conda-forge pyspark
PaddlePaddle (🥈42 · ⭐ 19K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
StatsModels (🥈42 · ⭐ 7.8K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
GitHub (👨💻 390 · 🔀 2.4K · 📥 26 · 📦 71K · 📋 4.8K - 46% open · ⏱️ 26.09.2022):
git clone https://github.com/statsmodels/statsmodels
PyPi (📥 9.3M / month · 📦 4.5K · ⏱️ 08.02.2022):
Conda (📥 7.4M · ⏱️ 09.06.2022):
conda install -c conda-forge statsmodels
LightGBM (🥈41 · ⭐ 14K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
GitHub (👨💻 270 · 🔀 3.6K · 📥 170K · 📦 16K · 📋 2.8K - 8% open · ⏱️ 15.09.2022):
git clone https://github.com/microsoft/LightGBM
PyPi (📥 7.4M / month · 📦 640 · ⏱️ 07.01.2022):
Conda (📥 1.2M · ⏱️ 08.01.2022):
conda install -c conda-forge lightgbm
Fastai (🥈40 · ⭐ 23K) - The fastai deep learning library. Apache-2
pytorch-lightning (🥈40 · ⭐ 20K) - Build and train PyTorch models and connect them to.. Apache-2
GitHub (👨💻 770 · 🔀 2.6K · 📥 8.6K · 📦 89 · 📋 5.6K - 11% open · ⏱️ 06.10.2022):
git clone https://github.com/Lightning-AI/lightning
PyPi (📥 2.8M / month · 📦 400 · ⏱️ 01.06.2022):
pip install pytorch-lightning
Conda (📥 560K · ⏱️ 23.09.2022):
conda install -c conda-forge pytorch-lightning
Jina (🥈39 · ⭐ 16K) - Build cross-modal and multimodal applications on the cloud Neural Search.. Apache-2
GitHub (👨💻 160 · 🔀 2K · 📦 360 · 📋 1.7K - 2% open · ⏱️ 06.10.2022):
git clone https://github.com/jina-ai/jina
PyPi (📥 82K / month · 📦 2 · ⏱️ 06.07.2022):
Conda (📥 26K · ⏱️ 16.08.2022):
conda install -c conda-forge jina-core
Docker Hub (📥 1.1M · ⭐ 7 · ⏱️ 06.10.2022):
MXNet (🥈38 · ⭐ 20K) - Lightweight, Portable, Flexible Distributed/Mobile Deep Learning.. Apache-2
GitHub (👨💻 980 · 🔀 6.9K · 📥 26K · 📋 9.7K - 20% open · ⏱️ 26.09.2022):
git clone https://github.com/apache/incubator-mxnet
PyPi (📥 370K / month · 📦 280 · ⏱️ 17.05.2022):
Conda (📥 8.2K · 📦 5 · ⏱️ 02.05.2022):
conda install -c anaconda mxnet
Catboost (🥈38 · ⭐ 6.7K) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
GitHub (👨💻 1K · 🔀 1.1K · 📥 89K · 📋 1.9K - 23% open · ⏱️ 06.10.2022):
git clone https://github.com/catboost/catboost
PyPi (📥 2.4M / month · 📦 240 · ⏱️ 19.05.2022):
Conda (📥 1.1M · ⏱️ 26.09.2022):
conda install -c conda-forge catboost
PyFlink (🥈37 · ⭐ 20K) - Apache Flink Python API. Apache-2
Theano (🥈37 · ⭐ 9.6K · 💤) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
GitHub (👨💻 380 · 🔀 2.5K · 📦 13K · 📋 2.8K - 24% open · ⏱️ 23.11.2021):
git clone https://github.com/Theano/Theano
PyPi (📥 310K / month · 📦 2.8K · ⏱️ 27.07.2020):
Conda (📥 2.2M · ⏱️ 16.03.2022):
conda install -c conda-forge theano
Thinc (🥈36 · ⭐ 2.6K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
GitHub (👨💻 56 · 🔀 260 · 📦 24K · 📋 140 - 18% open · ⏱️ 04.10.2022):
git clone https://github.com/explosion/thinc
PyPi (📥 4.3M / month · 📦 620 · ⏱️ 22.06.2022):
Conda (📥 2.2M · ⏱️ 01.10.2022):
conda install -c conda-forge thinc
Tensorflow (🥈35 · ⭐ 170K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2
GitHub (👨💻 890 · 🔀 87K):
git clone https://github.com/tensorflow/tensorflow
PyPi (📥 16M / month · 📦 14K · ⏱️ 06.09.2022):
Conda (📥 3.7M · ⏱️ 25.09.2022):
conda install -c conda-forge tensorflow
Docker Hub (📥 68M · ⭐ 2.1K · ⏱️ 06.10.2022):
docker pull tensorflow/tensorflow
Vowpal Wabbit (🥈35 · ⭐ 8K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
GitHub (👨💻 320 · 🔀 1.8K · 📋 1.2K - 11% open · ⏱️ 06.10.2022):
git clone https://github.com/VowpalWabbit/vowpal_wabbit
PyPi (📥 81K / month · 📦 31 · ⏱️ 06.04.2022):
Conda (📥 78K · ⏱️ 05.10.2022):
conda install -c conda-forge vowpalwabbit
Chainer (🥈35 · ⭐ 5.7K) - A flexible framework of neural networks for deep learning. MIT
GitHub (👨💻 320 · 🔀 1.4K · 📦 2.8K · 📋 2K - 0% open · ⏱️ 29.09.2022):
git clone https://github.com/chainer/chainer
PyPi (📥 21K / month · 📦 400 · ⏱️ 05.01.2022):
Conda (📥 10K · ⏱️ 21.01.2022):
conda install -c conda-forge chainer
Flax (🥈35 · ⭐ 3.6K) - Flax is a neural network library for JAX that is designed for.. Apache-2
GitHub (👨💻 170 · 🔀 410 · 📥 42 · 📦 1.4K · 📋 610 - 18% open · ⏱️ 05.10.2022):
git clone https://github.com/google/flax
PyPi (📥 340K / month · 📦 75 · ⏱️ 21.06.2022):
Conda (📥 12K · ⏱️ 04.10.2022):
conda install -c conda-forge flax
Ludwig (🥈33 · ⭐ 8.5K) - Data-centric declarative deep learning framework. Apache-2
Ignite (🥈33 · ⭐ 4.1K) - High-level library to help with training and evaluating neural.. BSD-3
GitHub (👨💻 180 · 🔀 550 · 📋 1.1K - 13% open · ⏱️ 03.10.2022):
git clone https://github.com/pytorch/ignite
PyPi (📥 86K / month · 📦 83 · ⏱️ 07.07.2022):
pip install pytorch-ignite
Conda (📥 110K · ⏱️ 05.09.2022):
conda install -c pytorch ignite
tensorflow-upstream (🥈33 · ⭐ 610) - TensorFlow ROCm port. Apache-2
Turi Create (🥉32 · ⭐ 11K · 💤) - Turi Create simplifies the development of custom machine.. BSD-3
ivy (🥉32 · ⭐ 6.5K) - The Unified Machine Learning Framework. Apache-2
tensorpack (🥉32 · ⭐ 6.2K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
GitHub (👨💻 58 · 🔀 1.8K · 📥 140 · 📦 1.1K · 📋 1.4K - 0% open · ⏱️ 04.05.2022):
git clone https://github.com/tensorpack/tensorpack
PyPi (📥 15K / month · 📦 46 · ⏱️ 22.01.2021):
Conda (📥 3.9K · ⏱️ 06.02.2022):
conda install -c conda-forge tensorpack
mlpack (🥉32 · ⭐ 4.1K) - mlpack: a scalable C++ machine learning library --. BSD-3
GitHub (👨💻 290 · 🔀 1.4K · 📋 1.5K - 3% open · ⏱️ 06.10.2022):
git clone https://github.com/mlpack/mlpack
PyPi (📥 1.5K / month · 📦 1 · ⏱️ 28.10.2020):
Conda (📥 110K · ⏱️ 09.11.2021):
conda install -c conda-forge mlpack
Sonnet (🥉31 · ⭐ 9.4K) - TensorFlow-based neural network library. Apache-2
GitHub (👨💻 54 · 🔀 1.3K · 📦 910 · 📋 180 - 14% open · ⏱️ 23.08.2022):
git clone https://github.com/deepmind/sonnet
PyPi (📥 23K / month · 📦 52 · ⏱️ 27.03.2020):
Conda (📥 17K · ⏱️ 14.11.2020):
conda install -c conda-forge sonnet
einops (🥉31 · ⭐ 5.7K · 📉) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
GitHub (👨💻 21 · 🔀 250 · 📋 120 - 28% open · ⏱️ 03.10.2022):
git clone https://github.com/arogozhnikov/einops
PyPi (📥 1.5M / month · 📦 260 · ⏱️ 04.03.2022):
Conda (📥 38K · ⏱️ 04.03.2022):
conda install -c conda-forge einops
Haiku (🥉31 · ⭐ 2.2K) - JAX-based neural network library. Apache-2
GitHub (👨💻 64 · 🔀 180 · 📦 580 · 📋 220 - 35% open · ⏱️ 30.09.2022):
git clone https://github.com/deepmind/dm-haiku
PyPi (📥 120K / month · 📦 42 · ⏱️ 04.07.2022):
Conda (📥 5.9K · ⏱️ 21.09.2022):
conda install -c conda-forge dm-haiku
CNTK (🥉30 · ⭐ 17K) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
dyNET (🥉30 · ⭐ 3.3K) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
Neural Network Libraries (🥉30 · ⭐ 2.6K) - Neural Network Libraries. Apache-2
skorch (🥉29 · ⭐ 4.7K) - A scikit-learn compatible neural network library that wraps.. BSD-3
GitHub (👨💻 51 · 🔀 320 · 📦 570 · 📋 450 - 11% open · ⏱️ 06.10.2022):
git clone https://github.com/skorch-dev/skorch
PyPi (📥 36K / month · 📦 41 · ⏱️ 31.10.2021):
Conda (📥 630K · ⏱️ 30.11.2021):
conda install -c conda-forge skorch
ktrain (🥉29 · ⭐ 1.1K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
Neural Tangents (🥉27 · ⭐ 1.9K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
Towhee (🥉27 · ⭐ 1.5K) - Towhee is a framework that is dedicated to making neural data.. Apache-2
xLearn (🥉26 · ⭐ 3K) - High performance, easy-to-use, and scalable machine learning (ML).. Apache-2
Geomstats (🥉26 · ⭐ 830) - Computations and statistics on manifolds with geometric structures. MIT
GitHub (👨💻 68 · 🔀 180 · 📋 460 - 36% open · ⏱️ 06.10.2022):
git clone https://github.com/geomstats/geomstats
PyPi (📥 890 / month · ⏱️ 22.04.2022):
Conda (📥 700 · ⏱️ 01.06.2022):
conda install -c conda-forge geomstats
fklearn (🥉25 · ⭐ 1.4K) - fklearn: Functional Machine Learning. Apache-2
mace (🥉22 · ⭐ 4.7K) - MACE is a deep learning inference framework optimized for mobile.. Apache-2
NeoML (🥉22 · ⭐ 700) - Machine learning framework for both deep learning and traditional.. Apache-2
Objax (🥉21 · ⭐ 720) - Objax is a machine learning framework that provides an Object.. Apache-2
ThunderSVM (🥉20 · ⭐ 1.4K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
ThunderGBM (🥉18 · ⭐ 640) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
chefboost (🥉18 · ⭐ 350) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
elegy (🥉16 · ⭐ 410) - A High Level API for Deep Learning in JAX. MIT
Show 10 hidden projects...
dlib (🥈38 · ⭐ 11K) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
MindsDB (🥈33 · ⭐ 11K) - In-Database Machine Learning. ❗️GPL-3.0
TFlearn (🥉32 · ⭐ 9.6K · 💀) - Deep learning library featuring a higher-level API for TensorFlow. MIT
NuPIC (🥉28 · ⭐ 6.3K · 💀) - Numenta Platform for Intelligent Computing is an implementation.. ❗️AGPL-3.0
Lasagne (🥉28 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
SHOGUN (🥉26 · ⭐ 2.9K · 💀) - Unified and efficient Machine Learning. BSD-3
NeuPy (🥉24 · ⭐ 720 · 💀) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
Torchbearer (🥉21 · ⭐ 630 · 💀) - torchbearer: A model fitting library for PyTorch. MIT
StarSpace (🥉16 · ⭐ 3.8K · 💀) - Learning embeddings for classification, retrieval and ranking. MIT
General-purpose and task-specific data visualization libraries.
Matplotlib (🥇49 · ⭐ 16K) - matplotlib: plotting with Python. Python-2.0
GitHub (👨💻 1.4K · 🔀 6.5K · 📦 630K · 📋 9.2K - 20% open · ⏱️ 06.10.2022):
git clone https://github.com/matplotlib/matplotlib
PyPi (📥 29M / month · 📦 55K · ⏱️ 03.05.2022):
Conda (📥 14M · ⏱️ 16.09.2022):
conda install -c conda-forge matplotlib
Bokeh (🥇42 · ⭐ 17K) - Interactive Data Visualization in the browser, from Python. BSD-3
GitHub (👨💻 620 · 🔀 4K · 📦 160 · 📋 7K - 9% open · ⏱️ 05.10.2022):
git clone https://github.com/bokeh/bokeh
PyPi (📥 3.3M / month · 📦 3.6K · ⏱️ 05.07.2022):
Conda (📥 8.7M · ⏱️ 15.08.2022):
conda install -c conda-forge bokeh
Plotly (🥇42 · ⭐ 12K) - The interactive graphing library for Python (includes Plotly Express). MIT
GitHub (👨💻 200 · 🔀 2.2K · 📦 12 · 📋 2.4K - 50% open · ⏱️ 11.08.2022):
git clone https://github.com/plotly/plotly.py
PyPi (📥 7.7M / month · 📦 4.1K · ⏱️ 24.06.2022):
Conda (📥 3.2M · ⏱️ 14.08.2022):
conda install -c conda-forge plotly
npm (📥 44K / month · 📦 4 · ⏱️ 12.01.2021):
Seaborn (🥇42 · ⭐ 9.9K) - Statistical data visualization in Python. BSD-3
GitHub (👨💻 180 · 🔀 1.6K · 📥 240 · 📋 2.2K - 5% open · ⏱️ 04.10.2022):
git clone https://github.com/mwaskom/seaborn
PyPi (📥 9.2M / month · 📦 9.4K · ⏱️ 27.06.2022):
Conda (📥 4.8M · ⏱️ 06.09.2022):
conda install -c conda-forge seaborn
dash (🥇40 · ⭐ 17K) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript Required. MIT
GitHub (👨💻 130 · 🔀 1.8K · 📦 36K · 📋 1.4K - 49% open · ⏱️ 23.09.2022):
git clone https://github.com/plotly/dash
PyPi (📥 1.2M / month · 📦 1.2K · ⏱️ 13.06.2022):
Conda (📥 650K · ⏱️ 24.09.2022):
conda install -c conda-forge dash
pandas-profiling (🥇39 · ⭐ 9.7K) - Create HTML profiling reports from pandas DataFrame.. MIT
GitHub (👨💻 96 · 🔀 1.4K · 📦 9.2K · 📋 610 - 21% open · ⏱️ 06.10.2022):
git clone https://github.com/ydataai/pandas-profiling
PyPi (📥 1.2M / month · 📦 160 · ⏱️ 27.09.2021):
pip install pandas-profiling
Conda (📥 290K · ⏱️ 13.09.2022):
conda install -c conda-forge pandas-profiling
Altair (🥈37 · ⭐ 7.8K · 📉) - Declarative statistical visualization library for Python. BSD-3
GitHub (👨💻 140 · 🔀 700 · 📦 34K · 📋 1.7K - 15% open · ⏱️ 23.08.2022):
git clone https://github.com/altair-viz/altair
PyPi (📥 8.4M / month · 📦 340 · ⏱️ 29.12.2021):
Conda (📥 1.4M · ⏱️ 29.12.2021):
conda install -c conda-forge altair
UMAP (🥈35 · ⭐ 5.8K) - Uniform Manifold Approximation and Projection. BSD-3
GitHub (👨💻 110 · 🔀 640 · 📦 6.3K · 📋 640 - 53% open · ⏱️ 19.09.2022):
git clone https://github.com/lmcinnes/umap
PyPi (📥 730K / month · 📦 320 · ⏱️ 13.04.2022):
Conda (📥 1.4M · ⏱️ 14.04.2022):
conda install -c conda-forge umap-learn
PyQtGraph (🥈35 · ⭐ 3K) - Fast data visualization and GUI tools for scientific / engineering.. MIT
GitHub (👨💻 240 · 🔀 960 · 📋 1.1K - 29% open · ⏱️ 06.10.2022):
git clone https://github.com/pyqtgraph/pyqtgraph
PyPi (📥 110K / month · 📦 820 · ⏱️ 04.03.2022):
Conda (📥 300K · ⏱️ 03.10.2022):
conda install -c conda-forge pyqtgraph
VisPy (🥈35 · ⭐ 2.9K) - High-performance interactive 2D/3D data visualization library. BSD-3
GitHub (👨💻 180 · 🔀 590 · 📦 860 · 📋 1.3K - 21% open · ⏱️ 05.10.2022):
git clone https://github.com/vispy/vispy
PyPi (📥 71K / month · 📦 100 · ⏱️ 04.07.2022):
Conda (📥 280K · ⏱️ 05.07.2022):
conda install -c conda-forge vispy
npm (📥 37 / month · ⏱️ 15.03.2020):
HoloViews (🥈35 · ⭐ 2.3K) - With Holoviews, your data visualizes itself. BSD-3
GitHub (👨💻 130 · 🔀 360 · 📋 2.9K - 32% open · ⏱️ 04.10.2022):
git clone https://github.com/holoviz/holoviews
PyPi (📥 450K / month · 📦 220 · ⏱️ 07.07.2022):
Conda (📥 910K · ⏱️ 04.10.2022):
conda install -c conda-forge holoviews
npm (📥 920 / month · ⏱️ 24.05.2020):
npm install @pyviz/jupyterlab_pyviz
PyVista (🥈35 · ⭐ 1.5K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT
GitHub (👨💻 110 · 🔀 280 · 📥 660 · 📦 960 · 📋 970 - 29% open · ⏱️ 06.10.2022):
git clone https://github.com/pyvista/pyvista
PyPi (📥 60K / month · 📦 110 · ⏱️ 30.06.2022):
Conda (📥 230K · ⏱️ 01.08.2022):
conda install -c conda-forge pyvista
Graphviz (🥈34 · ⭐ 1.3K) - Simple Python interface for Graphviz. MIT
GitHub (👨💻 19 · 🔀 180 · 📦 35K · 📋 140 - 4% open · ⏱️ 05.09.2022):
git clone https://github.com/xflr6/graphviz
PyPi (📥 9.2M / month · 📦 3K · ⏱️ 16.04.2022):
Conda (📥 29K · ⏱️ 10.08.2022):
conda install -c anaconda python-graphviz
pyecharts (🥈33 · ⭐ 13K) - Python Echarts Plotting Library. MIT
wordcloud (🥈33 · ⭐ 9K) - A little word cloud generator in Python. MIT
GitHub (👨💻 65 · 🔀 2.2K · 📋 500 - 24% open · ⏱️ 27.06.2022):
git clone https://github.com/amueller/word_cloud
PyPi (📥 840K / month · 📦 740 · ⏱️ 27.06.2022):
Conda (📥 330K · ⏱️ 25.08.2022):
conda install -c conda-forge wordcloud
datashader (🥈33 · ⭐ 2.9K) - Quickly and accurately render even the largest data. BSD-3
GitHub (👨💻 51 · 🔀 360 · 📦 1.4K · 📋 520 - 24% open · ⏱️ 26.09.2022):
git clone https://github.com/holoviz/datashader
PyPi (📥 61K / month · 📦 96 · ⏱️ 21.06.2022):
Conda (📥 400K · ⏱️ 10.08.2022):
conda install -c conda-forge datashader
FiftyOne (🥈33 · ⭐ 2K) - Visualize, create, and debug image and video datasets.. Apache-2
plotnine (🥈32 · ⭐ 3.2K) - A grammar of graphics for Python. MIT
GitHub (👨💻 96 · 🔀 180 · 📋 520 - 13% open · ⏱️ 04.10.2022):
git clone https://github.com/has2k1/plotnine
PyPi (📥 360K / month · 📦 220 · ⏱️ 01.07.2022):
Conda (📥 200K · ⏱️ 29.09.2022):
conda install -c conda-forge plotnine
bqplot (🥈31 · ⭐ 3.4K) - Plotting library for IPython/Jupyter notebooks. Apache-2
GitHub (👨💻 59 · 🔀 470 · 📦 35 · 📋 600 - 39% open · ⏱️ 29.09.2022):
git clone https://github.com/bqplot/bqplot
PyPi (📥 97K / month · 📦 97 · ⏱️ 11.02.2022):
Conda (📥 1M · ⏱️ 02.09.2022):
conda install -c conda-forge bqplot
npm (📥 6.7K / month · 📦 11 · ⏱️ 02.09.2022):
Perspective (🥈30 · ⭐ 4.9K) - A data visualization and analytics component, especially.. Apache-2
GitHub (👨💻 72 · 🔀 520 · 📦 4 · 📋 560 - 16% open · ⏱️ 04.10.2022):
git clone https://github.com/finos/perspective
PyPi (📥 2.8K / month · 📦 9 · ⏱️ 06.06.2022):
pip install perspective-python
Conda (📥 160K · ⏱️ 10.09.2022):
conda install -c conda-forge perspective
npm (📥 1.1K / month · ⏱️ 02.10.2022):
npm install @finos/perspective-jupyterlab
D-Tale (🥈30 · ⭐ 3.7K) - Visualizer for pandas data structures. ❗️LGPL-2.1
GitHub (👨💻 28 · 🔀 300 · 📦 510 · 📋 480 - 9% open · ⏱️ 27.09.2022):
git clone https://github.com/man-group/dtale
PyPi (📥 120K / month · 📦 12 · ⏱️ 17.06.2022):
Conda (📥 160K · ⏱️ 09.09.2022):
conda install -c conda-forge dtale
pythreejs (🥈30 · ⭐ 830) - A Jupyter - Three.js bridge. BSD-3
GitHub (👨💻 30 · 🔀 180 · 📦 21 · 📋 220 - 25% open · ⏱️ 25.08.2022):
git clone https://github.com/jupyter-widgets/pythreejs
PyPi (📥 75K / month · 📦 42 · ⏱️ 26.02.2021):
Conda (📥 420K · ⏱️ 06.09.2022):
conda install -c conda-forge pythreejs
npm (📥 5.2K / month · 📦 7 · ⏱️ 24.08.2022):
npm install jupyter-threejs
missingno (🥉29 · ⭐ 3.3K · 💤) - Missing data visualization module for Python. MIT
GitHub (👨💻 17 · 🔀 420 · 📦 8.7K · 📋 120 - 6% open · ⏱️ 27.02.2022):
git clone https://github.com/ResidentMario/missingno
PyPi (📥 920K / month · 📦 120 · ⏱️ 27.02.2022):
Conda (📥 230K · ⏱️ 15.02.2020):
conda install -c conda-forge missingno
mpld3 (🥉29 · ⭐ 2.2K) - D3 Renderings of Matplotlib Graphics. BSD-3
GitHub (👨💻 51 · 🔀 350 · 📦 29 · 📋 360 - 59% open · ⏱️ 03.08.2022):
git clone https://github.com/mpld3/mpld3
PyPi (📥 270K / month · 📦 400 · ⏱️ 27.05.2022):
Conda (📥 160K · ⏱️ 27.05.2022):
conda install -c conda-forge mpld3
npm (📥 320 / month · 📦 4 · ⏱️ 27.05.2022):
data-validation (🥉29 · ⭐ 670) - Library for exploring and validating machine learning.. Apache-2
hvPlot (🥉29 · ⭐ 660) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
GitHub (👨💻 38 · 🔀 73 · 📦 1.8K · 📋 520 - 40% open · ⏱️ 19.09.2022):
git clone https://github.com/holoviz/hvplot
PyPi (📥 200K / month · 📦 65 · ⏱️ 23.06.2022):
Conda (📥 240K · ⏱️ 26.08.2022):
conda install -c conda-forge hvplot
AutoViz (🥉27 · ⭐ 960) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
GitHub (👨💻 14 · 🔀 130 · 📦 260 · 📋 60 - 5% open · ⏱️ 03.10.2022):
git clone https://github.com/AutoViML/AutoViz
PyPi (📥 410K / month · 📦 6 · ⏱️ 17.06.2022):
Conda (📥 18K · ⏱️ 03.10.2022):
conda install -c conda-forge autoviz
lets-plot (🥉26 · ⭐ 790) - An open-source plotting library for statistical data. MIT
HyperTools (🥉25 · ⭐ 1.7K · 💤) - A Python toolbox for gaining geometric insights into high-.. MIT
HiPlot (🥉24 · ⭐ 2.4K) - HiPlot makes understanding high dimensional data easy. MIT
GitHub (👨💻 8 · 🔀 120 · 📦 5 · 📋 82 - 17% open · ⏱️ 05.07.2022):
git clone https://github.com/facebookresearch/hiplot
PyPi (📥 35K / month · 📦 12 · ⏱️ 05.07.2022):
Conda (📥 100K · ⏱️ 31.05.2022):
conda install -c conda-forge hiplot
openTSNE (🥉24 · ⭐ 1.1K) - Extensible, parallel implementations of t-SNE. BSD-3
GitHub (👨💻 10 · 🔀 120 · 📦 400 · 📋 110 - 3% open · ⏱️ 30.09.2022):
git clone https://github.com/pavlin-policar/openTSNE
PyPi (📥 22K / month · 📦 11 · ⏱️ 18.03.2022):
Conda (📥 160K · ⏱️ 27.05.2022):
conda install -c conda-forge opentsne
Popmon (🥉24 · ⭐ 380) - Monitor the stability of a Pandas or Spark dataframe. MIT
Sweetviz (🥉23 · ⭐ 2.2K) - Visualize and compare datasets, target values and associations, with one.. MIT
GitHub (👨💻 6 · 🔀 210 · 📋 100 - 30% open · ⏱️ 08.06.2022):
git clone https://github.com/fbdesignpro/sweetviz
PyPi (📥 64K / month · 📦 8 · ⏱️ 14.06.2022):
Conda (📥 15K · ⏱️ 15.06.2022):
conda install -c conda-forge sweetviz
python-ternary (🥉23 · ⭐ 590 · 💤) - Ternary plotting library for python with matplotlib. MIT
GitHub (👨💻 27 · 🔀 140 · 📥 18 · 📦 110 · 📋 130 - 25% open · ⏱️ 27.02.2022):
git clone https://github.com/marcharper/python-ternary
PyPi (📥 52K / month · 📦 21 · ⏱️ 17.02.2021):
pip install python-ternary
Conda (📥 67K · ⏱️ 17.02.2021):
conda install -c conda-forge python-ternary
vega (🥉23 · ⭐ 330) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
GitHub (👨💻 11 · 🔀 59 · 📋 95 - 13% open · ⏱️ 01.10.2022):
git clone https://github.com/vega/ipyvega
PyPi (📥 9.3K / month · 📦 84 · ⏱️ 10.02.2022):
Conda (📥 510K · ⏱️ 10.02.2022):
conda install -c conda-forge vega
Plotly-Resampler (🥉22 · ⭐ 540) - Visualize large time series data with plotly.py. MIT
GitHub (👨💻 8 · 🔀 30 · 📋 65 - 29% open · ⏱️ 25.08.2022):
git clone https://github.com/predict-idlab/plotly-resampler
PyPi (📥 13K / month · ⏱️ 29.06.2022):
pip install plotly-resampler
Conda (📥 8K · ⏱️ 25.08.2022):
conda install -c conda-forge plotly-resampler
Pandas-Bokeh (🥉21 · ⭐ 800 · 💤) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
joypy (🥉21 · ⭐ 440 · 💤) - Joyplots in Python with matplotlib & pandas. MIT
GitHub (👨💻 6 · 🔀 47 · 📦 200 · 📋 48 - 22% open · ⏱️ 19.12.2021):
git clone https://github.com/leotac/joypy
PyPi (📥 11K / month · 📦 5 · ⏱️ 19.12.2021):
Conda (📥 16K · ⏱️ 28.12.2020):
conda install -c conda-forge joypy
PyWaffle (🥉20 · ⭐ 510) - Make Waffle Charts in Python. MIT
GitHub (👨💻 6 · 🔀 95 · 📦 160 · 📋 18 - 22% open · ⏱️ 08.06.2022):
git clone https://github.com/gyli/PyWaffle
PyPi (📥 7.3K / month · 📦 2 · ⏱️ 08.06.2022):
Conda (📥 7K · ⏱️ 05.06.2022):
conda install -c conda-forge pywaffle
Show 15 hidden projects...
cartopy (🥈32 · ⭐ 1.1K) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
Cufflinks (🥉29 · ⭐ 2.7K · 💀) - Productivity Tools for Plotly + Pandas. MIT
Facets Overview (🥉27 · ⭐ 7K · 💀) - Visualizations for machine learning datasets. Apache-2
Chartify (🥉26 · ⭐ 3.2K · 💀) - Python library that makes it easy for data scientists to create.. Apache-2
Multicore-TSNE (🥉24 · ⭐ 1.7K · 💀) - Parallel t-SNE implementation with Python and Torch.. BSD-3
PandasGUI (🥉22 · ⭐ 2.7K · 💤) - A GUI for Pandas DataFrames. ❗️MIT-0
PDPbox (🥉22 · ⭐ 710 · 💀) - python partial dependence plot toolbox. MIT
pivottablejs (🥉22 · ⭐ 470 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
animatplot (🥉17 · ⭐ 400 · 💀) - A python package for animating plots build on matplotlib. MIT
data-describe (🥉17 · ⭐ 290 · 💤) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
ivis (🥉17 · ⭐ 280) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
vegafusion (🥉17 · ⭐ 110) - Serverside acceleration for the Vega visualization grammar. ❗️AGPL-3.0
pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT
nx-altair (🥉15 · ⭐ 200 · 💀) - Draw interactive NetworkX graphs with Altair. MIT
nptsne (🥉12 · ⭐ 29 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2
Libraries for processing, cleaning, manipulating, and analyzing text data as well as libraries for NLP tasks such as language detection, fuzzy matching, classification, seq2seq learning, conversational AI, keyword extraction, and translation.
transformers (🥇49 · ⭐ 72K) - Transformers: State-of-the-art Machine Learning for.. Apache-2
GitHub (👨💻 1.5K · 🔀 16K · 📥 820 · 📦 36K · 📋 10K - 5% open · ⏱️ 06.10.2022):
git clone https://github.com/huggingface/transformers
PyPi (📥 7.8M / month · 📦 980 · ⏱️ 21.06.2022):
Conda (📥 490K · ⏱️ 28.09.2022):
conda install -c conda-forge transformers
spaCy (🥇44 · ⭐ 24K) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
GitHub (👨💻 700 · 🔀 3.9K · 📥 3.1K · 📦 44K · 📋 5.2K - 1% open · ⏱️ 04.10.2022):
git clone https://github.com/explosion/spaCy
PyPi (📥 4.8M / month · 📦 2.4K · ⏱️ 05.04.2022):
Conda (📥 2.8M · ⏱️ 27.07.2022):
conda install -c conda-forge spacy
nltk (🥇44 · ⭐ 11K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
GitHub (👨💻 440 · 🔀 2.6K · 📦 160K · 📋 1.7K - 13% open · ⏱️ 04.10.2022):
git clone https://github.com/nltk/nltk
PyPi (📥 11M / month · 📦 12K · ⏱️ 09.02.2022):
Conda (📥 1.5M · ⏱️ 29.12.2021):
conda install -c conda-forge nltk
gensim (🥇40 · ⭐ 14K) - Topic Modelling for Humans. ❗️LGPL-2.1
GitHub (👨💻 430 · 🔀 4.3K · 📥 3.8K · 📦 37K · 📋 1.8K - 21% open · ⏱️ 02.10.2022):
git clone https://github.com/RaRe-Technologies/gensim
PyPi (📥 4.8M / month · 📦 2.9K · ⏱️ 01.05.2022):
Conda (📥 890K · ⏱️ 29.07.2022):
conda install -c conda-forge gensim
Rasa (🥇39 · ⭐ 15K) - Open source machine learning framework to automate text- and voice-.. Apache-2
flair (🥇39 · ⭐ 12K) - A very simple framework for state-of-the-art Natural Language Processing.. MIT
GitHub (👨💻 230 · 🔀 1.9K · 📦 1.6K · 📋 2K - 5% open · ⏱️ 03.09.2022):
git clone https://github.com/flairNLP/flair
PyPi (📥 180K / month · 📦 76 · ⏱️ 20.05.2022):
Conda (📥 12K · ⏱️ 21.05.2022):
conda install -c conda-forge python-flair
fairseq (🥇38 · ⭐ 19K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
GitHub (👨💻 410 · 🔀 4.9K · 📥 270 · 📦 960 · 📋 3.7K - 20% open · ⏱️ 06.10.2022):
git clone https://github.com/facebookresearch/fairseq
PyPi (📥 100K / month · 📦 39 · ⏱️ 27.06.2022):
Conda (📥 19K · ⏱️ 13.07.2022):
conda install -c conda-forge fairseq
AllenNLP (🥇37 · ⭐ 11K) - An open-source NLP research library, built on PyTorch. Apache-2
GitHub (👨💻 260 · 🔀 2.2K · 📥 47 · 📦 2.8K · 📋 2.5K - 3% open · ⏱️ 28.09.2022):
git clone https://github.com/allenai/allennlp
PyPi (📥 80K / month · 📦 180 · ⏱️ 14.04.2022):
Conda (📥 84K · ⏱️ 15.07.2022):
conda install -c conda-forge allennlp
sentence-transformers (🥇37 · ⭐ 8.6K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
GitHub (👨💻 100 · 🔀 1.7K · 📦 4.3K · 📋 1.5K - 52% open · ⏱️ 30.09.2022):
git clone https://github.com/UKPLab/sentence-transformers
PyPi (📥 1.5M / month · 📦 130 · ⏱️ 26.06.2022):
pip install sentence-transformers
Conda (📥 37K · ⏱️ 27.06.2022):
conda install -c conda-forge sentence-transformers
sentencepiece (🥇36 · ⭐ 6.2K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
GitHub (👨💻 69 · 🔀 840 · 📥 22K · 📦 18K · 📋 560 - 5% open · ⏱️ 09.09.2022):
git clone https://github.com/google/sentencepiece
PyPi (📥 6M / month · 📦 410 · ⏱️ 18.06.2021):
pip install sentencepiece
Conda (📥 240K · ⏱️ 08.04.2022):
conda install -c conda-forge sentencepiece
spark-nlp (🥇36 · ⭐ 3K) - State of the Art Natural Language Processing. Apache-2
ParlAI (🥈35 · ⭐ 9.5K) - A framework for training and evaluating AI models on a variety of.. MIT
stanza (🥈35 · ⭐ 6.3K) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
GitHub (👨💻 54 · 🔀 820 · 📦 1.2K · 📋 730 - 9% open · ⏱️ 15.09.2022):
git clone https://github.com/stanfordnlp/stanza
PyPi (📥 220K / month · 📦 70 · ⏱️ 23.04.2022):
Conda (📥 5.8K · ⏱️ 14.09.2022):
conda install -c stanfordnlp stanza
fastText (🥈34 · ⭐ 24K · 💤) - Library for fast text representation and classification. MIT
GitHub (👨💻 59 · 🔀 4.5K · 📦 3.3K · 📋 1.1K - 45% open · ⏱️ 04.03.2022):
git clone https://github.com/facebookresearch/fastText
PyPi (📥 880K / month · 📦 190 · ⏱️ 28.04.2020):
Conda (📥 39K · ⏱️ 16.04.2022):
conda install -c conda-forge fasttext
TextBlob (🥈34 · ⭐ 8.3K · 💤) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT
GitHub (👨💻 36 · 🔀 1.1K · 📥 100 · 📦 23K · 📋 260 - 39% open · ⏱️ 22.10.2021):
git clone https://github.com/sloria/TextBlob
PyPi (📥 980K / month · 📦 1.4K · ⏱️ 15.12.2021):
Conda (📥 180K · ⏱️ 24.02.2019):
conda install -c conda-forge textblob
torchtext (🥈34 · ⭐ 3.1K) - Data loaders and abstractions for text and NLP. BSD-3
OpenNMT (🥈33 · ⭐ 5.7K) - Open Source Neural Machine Translation in PyTorch. MIT
NeMo (🥈33 · ⭐ 4.8K) - NeMo: a toolkit for conversational AI. Apache-2
Tokenizers (🥈32 · ⭐ 5.9K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
GitHub (👨💻 60 · 🔀 500 · 📦 52 · 📋 680 - 31% open · ⏱️ 06.10.2022):
git clone https://github.com/huggingface/tokenizers
PyPi (📥 7.4M / month · 📦 130 · ⏱️ 13.04.2022):
Conda (📥 450K · ⏱️ 21.05.2022):
conda install -c conda-forge tokenizers
haystack (🥈32 · ⭐ 5.6K) - Haystack is an open source NLP framework that leverages pre-trained.. Apache-2
Dedupe (🥈32 · ⭐ 3.5K) - A python library for accurate and scalable fuzzy matching, record.. MIT
GitHub (👨💻 66 · 🔀 480 · 📋 770 - 8% open · ⏱️ 29.09.2022):
git clone https://github.com/dedupeio/dedupe
PyPi (📥 260K / month · 📦 48 · ⏱️ 06.07.2022):
Conda (📥 13K · ⏱️ 15.09.2022):
conda install -c conda-forge dedupe
TensorFlow Text (🥈31 · ⭐ 990) - Making text a first-class citizen in TensorFlow. Apache-2
DeepPavlov (🥈30 · ⭐ 5.9K) - An open source library for deep learning end-to-end dialog.. Apache-2
TextDistance (🥈30 · ⭐ 3K) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
GitHub (👨💻 13 · 🔀 230 · 📥 840 · 📦 2.8K · ⏱️ 18.09.2022):
git clone https://github.com/life4/textdistance
PyPi (📥 760K / month · 📦 43 · ⏱️ 29.06.2022):
Conda (📥 220K · ⏱️ 18.09.2022):
conda install -c conda-forge textdistance
jellyfish (🥈30 · ⭐ 1.7K) - a python library for doing approximate and phonetic matching of.. BSD-2
GitHub (👨💻 27 · 🔀 150 · 📦 4.3K · 📋 110 - 9% open · ⏱️ 17.09.2022):
git clone https://github.com/jamesturk/jellyfish
PyPi (📥 2.4M / month · 📦 400 · ⏱️ 07.01.2022):
Conda (📥 340K · ⏱️ 08.04.2022):
conda install -c conda-forge jellyfish
SciSpacy (🥈30 · ⭐ 1.2K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
snowballstemmer (🥈30 · ⭐ 590 · 💤) - Snowball compiler and stemming algorithms. BSD-3
GitHub (👨💻 28 · 🔀 160 · 📦 4 · 📋 77 - 42% open · ⏱️ 17.12.2021):
git clone https://github.com/snowballstem/snowball
PyPi (📥 8.3M / month · 📦 6.7K · ⏱️ 16.11.2021):
pip install snowballstemmer
Conda (📥 5.2M · ⏱️ 17.11.2021):
conda install -c conda-forge snowballstemmer
nlpaug (🥈29 · ⭐ 3.6K) - Data augmentation for NLP. MIT
GitHub (👨💻 33 · 🔀 400 · 📦 430 · 📋 190 - 20% open · ⏱️ 07.07.2022):
git clone https://github.com/makcedward/nlpaug
PyPi (📥 120K / month · 📦 19 · ⏱️ 07.07.2022):
Conda (📥 5K · ⏱️ 07.07.2022):
conda install -c conda-forge nlpaug
PyText (🥈28 · ⭐ 6.3K) - A natural language modeling framework based on PyTorch. BSD-3
Sumy (🥈28 · ⭐ 2.9K) - Module for automatic summarization of text documents and HTML pages. Apache-2
GitHub (👨💻 23 · 🔀 480 · 📦 1.4K · 📋 110 - 14% open · ⏱️ 26.08.2022):
git clone https://github.com/miso-belica/sumy
PyPi (📥 20K / month · 📦 100 · ⏱️ 21.04.2022):
Conda (📥 2.5K · ⏱️ 22.04.2022):
conda install -c conda-forge sumy
fastNLP (🥈28 · ⭐ 2.7K) - fastNLP: A Modularized and Extensible NLP Framework. Currently still.. Apache-2
textacy (🥈28 · ⭐ 2K · 💤) - NLP, before and after spaCy. Apache-2
GitHub (👨💻 32 · 🔀 240 · 📋 250 - 11% open · ⏱️ 06.03.2022):
git clone https://github.com/chartbeat-labs/textacy
PyPi (📥 34K / month · 📦 100 · ⏱️ 06.12.2021):
Conda (📥 120K · ⏱️ 06.02.2022):
conda install -c conda-forge textacy
CLTK (🥈28 · ⭐ 740) - The Classical Language Toolkit. MIT
Ciphey (🥈27 · ⭐ 11K) - Automatically decrypt encryptions without knowing the key or cipher, decode.. MIT
GitHub (👨💻 46 · 🔀 660 · 📋 290 - 16% open · ⏱️ 28.06.2022):
git clone https://github.com/Ciphey/Ciphey
PyPi (📥 31K / month · ⏱️ 06.06.2021):
Docker Hub (📥 17K · ⭐ 8 · ⏱️ 27.05.2022):
docker pull remnux/ciphey
english-words (🥈27 · ⭐ 8.2K) - A text file containing 479k English words for all your.. Unlicense
T5 (🥈27 · ⭐ 4.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
vaderSentiment (🥈27 · ⭐ 3.7K) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and.. MIT
GitHub (👨💻 11 · 🔀 890 · 📦 4.2K · 📋 110 - 32% open · ⏱️ 01.04.2022):
git clone https://github.com/cjhutto/vaderSentiment
PyPi (📥 200K / month · 📦 170 · ⏱️ 22.05.2020):
pip install vadersentiment
Conda (📥 9.8K · ⏱️ 22.03.2021):
conda install -c conda-forge vadersentiment
ftfy (🥈27 · ⭐ 3.3K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
GitHub (👨💻 18 · 🔀 110 · 📋 130 - 9% open · ⏱️ 09.02.2022):
git clone https://github.com/rspeer/python-ftfy
PyPi (📥 2.6M / month · 📦 490 · ⏱️ 09.02.2022):
Conda (📥 190K · ⏱️ 13.03.2022):
conda install -c conda-forge ftfy
PyTextRank (🥈27 · ⭐ 1.9K · 📉) - Python implementation of TextRank algorithms (textgraphs) for.. MIT
spacy-transformers (🥈27 · ⭐ 1.2K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
GitHub (👨💻 18 · 🔀 150 · 📦 660 · ⏱️ 23.08.2022):
git clone https://github.com/explosion/spacy-transformers
PyPi (📥 120K / month · 📦 22 · ⏱️ 05.07.2022):
pip install spacy-transformers
Conda (📥 5.2K · ⏱️ 13.08.2022):
conda install -c conda-forge spacy-transformers
scattertext (🥉25 · ⭐ 2K) - Beautiful visualizations of how language differs among document.. Apache-2
GitHub (👨💻 12 · 🔀 260 · 📦 310 · 📋 90 - 18% open · ⏱️ 06.10.2022):
git clone https://github.com/JasonKessler/scattertext
PyPi (📥 3.8K / month · 📦 10 · ⏱️ 26.03.2022):
Conda (📥 69K · ⏱️ 06.10.2022):
conda install -c conda-forge scattertext
DeepKE (🥉25 · ⭐ 1.4K) - An Open Toolkit for Knowledge Graph Extraction and Construction.. MIT
rubrix (🥉25 · ⭐ 1.3K) - Rubrix, open-source framework for data-centric NLP. Data annotation.. Apache-2
GitHub (👨💻 26 · 🔀 120 · 📋 600 - 4% open · ⏱️ 05.10.2022):
git clone https://github.com/recognai/rubrix
PyPi (📥 1.4K / month · ⏱️ 08.06.2022):
Conda (📥 12K · ⏱️ 06.10.2022):
conda install -c conda-forge rubrix
OpenPrompt (🥉24 · ⭐ 2K) - An Open-Source Framework for Prompt-Learning. Apache-2
promptsource (🥉24 · ⭐ 800) - Toolkit for creating, sharing and using natural language.. Apache-2
qdrant (🥉23 · ⭐ 2.6K) - Qdrant - Vector Search Engine for the next generation of AI.. Apache-2
fast-bert (🥉23 · ⭐ 1.8K) - Super easy library for BERT based NLP models. Apache-2
Sockeye (🥉23 · ⭐ 1.1K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
gpt-2-simple (🥉22 · ⭐ 3K) - Python package to easily retrain OpenAIs GPT-2 text-generating.. MIT
Texthero (🥉22 · ⭐ 2.6K) - Text preprocessing, representation and visualization from zero to hero. MIT
lightseq (🥉22 · ⭐ 2.3K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
FARM (🥉22 · ⭐ 1.6K) - Fast & easy transfer learning for NLP. Harvesting language models.. Apache-2
GitHub (👨💻 37 · 🔀 220 · 📋 440 - 8% open · ⏱️ 31.08.2022):
git clone https://github.com/deepset-ai/FARM
PyPi (📥 4K / month · 📦 2 · ⏱️ 10.06.2021):
Conda (📥 1.7K · ⏱️ 14.06.2021):
conda install -c conda-forge farm
jiant (🥉22 · ⭐ 1.4K) - jiant is an nlp toolkit. MIT
NLP Architect (🥉21 · ⭐ 2.9K) - A model library for exploring state-of-the-art deep learning.. Apache-2
finetune (🥉21 · ⭐ 660) - Scikit-learn style model finetuning for NLP. MPL-2.0
detoxify (🥉21 · ⭐ 480) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2
small-text (🥉21 · ⭐ 350) - Active Learning for Text Classification in Python. MIT
GitHub (👨💻 2 · 🔀 33 · 📦 13 · 📋 19 - 21% open · ⏱️ 01.10.2022):
git clone https://github.com/webis-de/small-text
PyPi (📥 370 / month · ⏱️ 14.06.2022):
Conda (📥 600 · ⏱️ 01.10.2022):
conda install -c conda-forge small-text
happy-transformer (🥉21 · ⭐ 330) - A package built on top of Hugging Faces transformers.. Apache-2
huggingface
TextBox (🥉20 · ⭐ 390) - TextBox 2.0 is a text generation library with pre-trained language models. MIT
fastT5 (🥉17 · ⭐ 360) - boost inference speed of T5 models by 5x & reduce the model size by 3x. Apache-2
OpenNRE (🥉16 · ⭐ 3.8K) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
Translate (🥉15 · ⭐ 760) - Translate - a PyTorch Language Library. BSD-3
VizSeq (🥉13 · ⭐ 400) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
Show 37 hidden projects...
ChatterBot (🥇36 · ⭐ 13K · 💀) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
fuzzywuzzy (🥈32 · ⭐ 8.8K · 💀) - Fuzzy String Matching in Python. ❗️GPL-2.0
GluonNLP (🥈30 · ⭐ 2.4K · 💀) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
neuralcoref (🥈27 · ⭐ 2.6K · 💀) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
langid (🥈27 · ⭐ 2K · 💀) - Stand-alone language identification system. BSD-3
flashtext (🥉26 · ⭐ 5.3K · 💀) - Extract Keywords from sentence or Replace keywords in sentences. MIT
textgenrnn (🥉25 · ⭐ 4.8K · 💀) - Easily train your own text-generating neural network of any.. MIT
Snips NLU (🥉25 · ⭐ 3.7K · 💀) - Snips Python library to extract meaning from text. Apache-2
polyglot (🥉25 · ⭐ 2.1K · 💀) - Multilingual text (NLP) processing toolkit. ❗️GPL-3.0
underthesea (🥉25 · ⭐ 1K) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
MatchZoo (🥉24 · ⭐ 3.7K · 💀) - Facilitating the design, comparison and sharing of deep.. Apache-2
pytorch-nlp (🥉24 · ⭐ 2.1K · 💀) - Basic Utilities for PyTorch Natural Language Processing.. BSD-3
sense2vec (🥉24 · ⭐ 1.4K · 💀) - Contextually-keyed word vectors. MIT
whoosh (🥉24 · ⭐ 300 · 💤) - Pure-Python full-text search library. ❗️BSD-1-Clause
Kashgari (🥉23 · ⭐ 2.3K · 💀) - Kashgari is a production-level NLP Transfer learning.. Apache-2
YouTokenToMe (🥉23 · ⭐ 820 · 💀) - Unsupervised text tokenizer focused on computational efficiency. MIT
DeepMatcher (🥉22 · ⭐ 4.4K · 💀) - Python package for performing Entity and Text Matching using.. BSD-3
Texar (🥉22 · ⭐ 2.3K · 💀) - Toolkit for Machine Learning, Natural Language Processing, and.. Apache-2
anaGo (🥉22 · ⭐ 1.5K · 💀) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,.. MIT
pySBD (🥉22 · ⭐ 490 · 💀) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence.. MIT
stop-words (🥉22 · ⭐ 140 · 💀) - Get list of common stop words in various languages in Python. BSD-3
DELTA (🥉21 · ⭐ 1.5K · 💀) - DELTA is a deep learning based natural language and speech.. Apache-2
pyfasttext (🥉20 · ⭐ 230 · 💀) - Yet another Python binding for fastText. ❗️GPL-3.0
textpipe (🥉19 · ⭐ 300 · 💀) - Textpipe: clean and extract metadata from text. MIT
NeuroNER (🥉18 · ⭐ 1.6K · 💀) - Named-entity recognition using neural networks. Easy-to-use and.. MIT
nboost (🥉18 · ⭐ 630 · 💀) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
textaugment (🥉18 · ⭐ 270) - TextAugment: Text Augmentation Library. MIT
skift (🥉17 · ⭐ 230) - scikit-learn wrappers for Python fastText. MIT
Camphr (🥉16 · ⭐ 340 · 💀) - Camphr - NLP libary for creating pipeline components. Apache-2
spacy
numerizer (🥉16 · ⭐ 180) - A Python module to convert natural language numerics into ints and.. MIT
spacy-dbpedia-spotlight (🥉16 · ⭐ 76 · 📈) - A spaCy wrapper for DBpedia Spotlight. MIT
spacy
NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA: A Usable Library for Question Answering on Large Datasets.. MIT
BLINK (🥉14 · ⭐ 950 · 💀) - Entity Linker solution. MIT
TransferNLP (🥉14 · ⭐ 290 · 💀) - NLP library designed for reproducible experimentation.. MIT
Headliner (🥉14 · ⭐ 230 · 💀) - Easy training and deployment of seq2seq models. MIT
ONNX-T5 (🥉14 · ⭐ 210 · 💀) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2
textvec (🥉13 · ⭐ 180) - Text vectorization tool to outperform TFIDF for classification tasks. MIT
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
Pillow (🥇47 · ⭐ 10K) - The friendly PIL fork (Python Imaging Library). ❗️PIL
GitHub (👨💻 410 · 🔀 1.9K · 📦 860K · 📋 2.7K - 4% open · ⏱️ 03.10.2022):
git clone https://github.com/python-pillow/Pillow
PyPi (📥 47M / month · 📦 63K · ⏱️ 01.07.2022):
Conda (📥 19M · ⏱️ 13.08.2022):
conda install -c conda-forge pillow
scikit-image (🥇44 · ⭐ 5.1K) - Image processing in Python. BSD-2
GitHub (👨💻 570 · 🔀 2K · 📦 110K · 📋 2.5K - 25% open · ⏱️ 05.10.2022):
git clone https://github.com/scikit-image/scikit-image
PyPi (📥 5M / month · 📦 9.4K · ⏱️ 12.06.2022):
Conda (📥 4M · ⏱️ 10.08.2022):
conda install -c conda-forge scikit-image
torchvision (🥇42 · ⭐ 13K) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
GitHub (👨💻 510 · 🔀 6.2K · 📥 13K · 📋 2.7K - 28% open · ⏱️ 06.10.2022):
git clone https://github.com/pytorch/vision
PyPi (📥 5.9M / month · 📦 3.7K · ⏱️ 28.06.2022):
Conda (📥 380K · ⏱️ 24.07.2022):
conda install -c conda-forge torchvision
PyTorch Image Models (🥇39 · ⭐ 21K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
GitHub (👨💻 80 · 🔀 3.5K · 📥 2M · 📦 4.9K · 📋 610 - 13% open · ⏱️ 05.10.2022):
git clone https://github.com/rwightman/pytorch-image-models
PyPi (📥 1.2M / month · 📦 110 · ⏱️ 15.05.2022):
Conda (📥 31K · ⏱️ 30.06.2021):
conda install -c conda-forge timm
MMDetection (🥇37 · ⭐ 22K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
MoviePy (🥇37 · ⭐ 9.7K) - Video editing with Python. MIT
GitHub (👨💻 150 · 🔀 1.3K · 📦 18K · 📋 1.2K - 25% open · ⏱️ 01.06.2022):
git clone https://github.com/Zulko/moviepy
PyPi (📥 2.2M / month · 📦 780 · ⏱️ 05.10.2020):
Conda (📥 130K · ⏱️ 16.04.2022):
conda install -c conda-forge moviepy
imageio (🥇37 · ⭐ 1.1K) - Python library for reading and writing image data. BSD-2
GitHub (👨💻 92 · 🔀 230 · 📥 380 · 📦 69K · 📋 490 - 13% open · ⏱️ 04.10.2022):
git clone https://github.com/imageio/imageio
PyPi (📥 12M / month · 📦 2.6K · ⏱️ 30.05.2022):
Conda (📥 3.7M · ⏱️ 19.09.2022):
conda install -c conda-forge imageio
Albumentations (🥈36 · ⭐ 11K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
GitHub (👨💻 120 · 🔀 1.4K · 📦 9.5K · 📋 680 - 42% open · ⏱️ 04.10.2022):
git clone https://github.com/albumentations-team/albumentations
PyPi (📥 540K / month · 📦 220 · ⏱️ 15.06.2022):
pip install albumentations
Conda (📥 63K · ⏱️ 20.09.2022):
conda install -c conda-forge albumentations
Wand (🥈35 · ⭐ 1.2K) - The ctypes-based simple ImageMagick binding for Python. MIT
GitHub (👨💻 100 · 🔀 200 · 📥 8.5K · 📦 13K · 📋 380 - 4% open · ⏱️ 29.09.2022):
git clone https://github.com/emcconville/wand
PyPi (📥 640K / month · 📦 690 · ⏱️ 17.08.2021):
Conda (📥 17K · ⏱️ 22.08.2022):
conda install -c conda-forge wand
Kornia (🥈34 · ⭐ 7.2K) - Open Source Differentiable Computer Vision Library. Apache-2
GitHub (👨💻 190 · 🔀 710 · 📥 440 · 📋 660 - 30% open · ⏱️ 05.10.2022):
git clone https://github.com/kornia/kornia
PyPi (📥 950K / month · 📦 58 · ⏱️ 17.05.2022):
Conda (📥 39K · ⏱️ 30.08.2022):
conda install -c conda-forge kornia
ImageHash (🥈34 · ⭐ 2.5K) - A Python Perceptual Image Hashing Module. BSD-2
GitHub (👨💻 23 · 🔀 300 · 📦 6.1K · 📋 120 - 9% open · ⏱️ 28.09.2022):
git clone https://github.com/JohannesBuchner/imagehash
PyPi (📥 1.4M / month · 📦 340 · ⏱️ 15.07.2021):
Conda (📥 240K · ⏱️ 28.09.2022):
conda install -c conda-forge imagehash
detectron2 (🥈33 · ⭐ 22K) - Detectron2 is a platform for object detection, segmentation.. Apache-2
GitHub (👨💻 220 · 🔀 6.1K · 📦 740 · 📋 3.2K - 9% open · ⏱️ 29.09.2022):
git clone https://github.com/facebookresearch/detectron2
PyPi (📦 3 · ⏱️ 06.02.2020):
Conda (📥 89K · ⏱️ 25.04.2022):
conda install -c conda-forge detectron2
InsightFace (🥈33 · ⭐ 13K) - State-of-the-art 2D and 3D Face Analysis Project. MIT
opencv-python (🥈33 · ⭐ 3K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
Face Recognition (🥈32 · ⭐ 46K) - The worlds simplest facial recognition api for Python and.. MIT
GitHub (👨💻 54 · 🔀 13K · 📥 470 · 📋 1.3K - 54% open · ⏱️ 10.06.2022):
git clone https://github.com/ageitgey/face_recognition
PyPi (📥 45K / month · 📦 46 · ⏱️ 20.02.2020):
pip install face_recognition
Conda (📥 10K · ⏱️ 30.04.2021):
conda install -c conda-forge face_recognition
PaddleDetection (🥈32 · ⭐ 8.6K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
PaddleSeg (🥈32 · ⭐ 5.5K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
GluonCV (🥈32 · ⭐ 5.3K) - Gluon CV Toolkit. Apache-2
imutils (🥈31 · ⭐ 4.2K · 💤) - A series of convenience functions to make basic image processing.. MIT
GitHub (👨💻 21 · 🔀 1K · 📦 28K · 📋 230 - 65% open · ⏱️ 27.01.2022):
git clone https://github.com/PyImageSearch/imutils
PyPi (📥 370K / month · 📦 780 · ⏱️ 15.01.2021):
Conda (📥 100K · ⏱️ 26.08.2022):
conda install -c conda-forge imutils
deepface (🥈30 · ⭐ 4.7K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
CellProfiler (🥈29 · ⭐ 710) - An open-source application for biological image analysis. BSD-3
vit-pytorch (🥈27 · ⭐ 12K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
vidgear (🥈27 · ⭐ 2.4K) - A High-performance cross-platform Video Processing Python framework.. Apache-2
sahi (🥈27 · ⭐ 2K · 📉) - Platform agnostic sliced/tiled inference + interactive ui + error analysis.. MIT
GitHub (👨💻 19 · 🔀 310 · 📥 6.4K · 📦 140 · ⏱️ 05.10.2022):
git clone https://github.com/obss/sahi
PyPi (📥 80K / month · 📦 5 · ⏱️ 25.06.2022):
Conda (📥 18K · ⏱️ 27.09.2022):
conda install -c conda-forge sahi
lightly (🥈27 · ⭐ 1.8K) - A python library for self-supervised learning on images. MIT
doctr (🥈27 · ⭐ 1.3K) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2
mahotas (🥈27 · ⭐ 780) - Computer Vision in Python. MIT
GitHub (👨💻 32 · 🔀 150 · 📦 880 · 📋 83 - 24% open · ⏱️ 28.06.2022):
git clone https://github.com/luispedro/mahotas
PyPi (📥 8.4K / month · 📦 120 · ⏱️ 28.06.2022):
Conda (📥 340K · ⏱️ 28.07.2022):
conda install -c conda-forge mahotas
Augmentor (🥉26 · ⭐ 4.8K) - Image augmentation library in Python for machine learning. MIT
facenet-pytorch (🥉26 · ⭐ 3.1K · 💤) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
pytorchvideo (🥉26 · ⭐ 2.6K) - A deep learning library for video understanding research. Apache-2
Norfair (🥉26 · ⭐ 1.6K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3
pyvips (🥉25 · ⭐ 440) - python binding for libvips using cffi. MIT
GitHub (👨💻 14 · 🔀 40 · 📦 370 · 📋 300 - 36% open · ⏱️ 03.10.2022):
git clone https://github.com/libvips/pyvips
PyPi (📥 18K / month · 📦 40 · ⏱️ 12.06.2022):
Conda (📥 34K · ⏱️ 24.07.2022):
conda install -c conda-forge pyvips
layout-parser (🥉24 · ⭐ 3.2K) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
MMF (🥉23 · ⭐ 5K) - A modular framework for vision & language multimodal research from.. BSD-3
deep-daze (🥉23 · ⭐ 4.3K · 💤) - Simple command line tool for text to image generation using.. MIT
segmentation_models (🥉23 · ⭐ 4.1K) - Segmentation models with pretrained backbones. Keras.. MIT
vissl (🥉23 · ⭐ 2.8K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT
tensorflow-graphics (🥉23 · ⭐ 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
icevision (🥉23 · ⭐ 750) - An Agnostic Computer Vision Framework - Pluggable to any Training.. Apache-2
kubric (🥉22 · ⭐ 1.6K) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2
Classy Vision (🥉22 · ⭐ 1.5K) - An end-to-end PyTorch framework for image and video.. MIT
GitHub (👨💻 77 · 🔀 260 · 📋 120 - 45% open · ⏱️ 27.09.2022):
git clone https://github.com/facebookresearch/ClassyVision
PyPi (📥 1.7K / month · 📦 2 · ⏱️ 09.07.2021):
pip install classy_vision
Conda (📥 15K · ⏱️ 22.03.2022):
conda install -c conda-forge classy_vision
PySlowFast (🥉21 · ⭐ 5.1K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
scenic (🥉21 · ⭐ 1.4K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2
detecto (🥉21 · ⭐ 560 · 💤) - Build fully-functioning computer vision models with PyTorch. MIT
GitHub (👨💻 12 · 🔀 96 · 📦 110 · 📋 98 - 37% open · ⏱️ 09.02.2022):
git clone https://github.com/alankbi/detecto
PyPi (📥 20K / month · 📦 2 · ⏱️ 02.02.2022):
Conda (📥 1.6K · ⏱️ 02.02.2022):
conda install -c conda-forge detecto
ffcv (🥉20 · ⭐ 2.3K) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2
pycls (🥉20 · ⭐ 2K) - Codebase for Image Classification Research, written in PyTorch. MIT
DE⫶TR (🥉19 · ⭐ 9.8K · 💤) - End-to-End Object Detection with Transformers. Apache-2
Caer (🥉17 · ⭐ 650 · 💤) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
Show 16 hidden projects...
glfw (🥈36 · ⭐ 9.6K) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
imgaug (🥈35 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
imageai (🥈30 · ⭐ 7.3K · 💀) - A python library built to empower developers to build applications.. MIT
PyTorch3D (🥈29 · ⭐ 6.6K) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
chainercv (🥈27 · ⭐ 1.5K · 💀) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
Face Alignment (🥉26 · ⭐ 5.9K · 💀) - 2D and 3D Face alignment library build using pytorch. BSD-3
Pillow-SIMD (🥉26 · ⭐ 1.9K) - The friendly PIL fork. ❗️PIL
mtcnn (🥉25 · ⭐ 1.9K · 💀) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
Image Super-Resolution (🥉23 · ⭐ 3.8K · 💀) - Super-scale your images and run experiments with.. Apache-2
Image Deduplicator (🥉22 · ⭐ 4.2K · 💀) - Finding duplicate images made easy!. Apache-2
Luminoth (🥉22 · ⭐ 2.4K · 💀) - Deep Learning toolkit for Computer Vision. BSD-3
nude.py (🥉22 · ⭐ 870 · 💀) - Nudity detection with Python. MIT
image-match (🥉21 · ⭐ 2.8K · 💀) - Quickly search over billions of images. Apache-2
solt (🥉18 · ⭐ 260) - Streaming over lightweight data transformations. MIT
Torch Points 3D (🥉16 · ⭐ 100 · 💤) - Pytorch framework for doing deep learning on point.. BSD-3
HugsVision (🥉14 · ⭐ 170 · 💤) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT
huggingface
Libraries for graph processing, clustering, embedding, and machine learning tasks.
networkx (🥇43 · ⭐ 12K) - Network Analysis in Python. BSD-3
GitHub (👨💻 620 · 🔀 2.7K · 📥 60 · 📦 120K · 📋 3K - 11% open · ⏱️ 06.10.2022):
git clone https://github.com/networkx/networkx
PyPi (📥 18M / month · 📦 13K · ⏱️ 14.06.2022):
Conda (📥 8.3M · ⏱️ 01.10.2022):
conda install -c conda-forge networkx
PyTorch Geometric (🥇38 · ⭐ 16K) - Graph Neural Network Library for PyTorch. MIT
GitHub (👨💻 310 · 🔀 2.8K · 📋 2.8K - 37% open · ⏱️ 05.10.2022):
git clone https://github.com/pyg-team/pytorch_geometric
PyPi (📥 110K / month · 📦 50 · ⏱️ 12.03.2022):
pip install torch-geometric
Conda (📥 12K · ⏱️ 19.08.2022):
conda install -c conda-forge pytorch_geometric
dgl (🥇36 · ⭐ 10K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2
ogb (🥈30 · ⭐ 1.5K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
GitHub (👨💻 23 · 🔀 340 · 📦 420 · 📋 240 - 1% open · ⏱️ 21.09.2022):
git clone https://github.com/snap-stanford/ogb
PyPi (📥 30K / month · 📦 18 · ⏱️ 23.02.2022):
Conda (📥 13K · ⏱️ 22.08.2022):
conda install -c conda-forge ogb
Spektral (🥈28 · ⭐ 2.2K) - Graph Neural Networks with Keras and Tensorflow 2. MIT
Paddle Graph Learning (🥈28 · ⭐ 1.4K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
StellarGraph (🥈27 · ⭐ 2.5K · 💤) - StellarGraph - Machine Learning on Graphs. Apache-2
pygraphistry (🥈27 · ⭐ 1.7K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
pytorch_geometric_temporal (🥈26 · ⭐ 1.7K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
PyKEEN (🥈25 · ⭐ 990) - A Python library for learning and evaluating knowledge graph embeddings. MIT
PyTorch-BigGraph (🥈24 · ⭐ 3.1K) - Generate embeddings from large-scale graph-structured.. BSD-3
graph4nlp (🥉22 · ⭐ 1.5K) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2
Node2Vec (🥉22 · ⭐ 970) - Implementation of the node2vec algorithm. MIT
GitHub (👨💻 11 · 🔀 220 · 📋 80 - 1% open · ⏱️ 01.08.2022):
git clone https://github.com/eliorc/node2vec
PyPi (📥 97K / month · 📦 16 · ⏱️ 30.04.2022):
Conda (📥 22K · ⏱️ 25.04.2020):
conda install -c conda-forge node2vec
torch-cluster (🥉22 · ⭐ 560) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
GitHub (👨💻 25 · 🔀 100 · 📋 110 - 18% open · ⏱️ 22.08.2022):
git clone https://github.com/rusty1s/pytorch_cluster
PyPi (📥 11K / month · 📦 27 · ⏱️ 11.03.2022):
pip install torch-cluster
Conda (📥 41K · ⏱️ 06.04.2022):
conda install -c conda-forge pytorch_cluster
jraph (🥉20 · ⭐ 1K) - A Graph Neural Network Library in Jax. Apache-2
GitHub (👨💻 17 · 🔀 65 · 📦 32 · 📋 41 - 36% open · ⏱️ 31.08.2022):
git clone https://github.com/deepmind/jraph
PyPi (📥 2.8K / month · 📦 2 · ⏱️ 06.06.2022):
Conda (📥 1K · ⏱️ 31.10.2021):
conda install -c conda-forge jraph
kglib (🥉19 · ⭐ 520) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
GraphEmbedding (🥉16 · ⭐ 3K) - Implementation and experiments of graph embedding algorithms. MIT
GraphGym (🥉15 · ⭐ 1.2K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
AutoGL (🥉14 · ⭐ 850) - An autoML framework & toolkit for machine learning on graphs. Apache-2
ptgnn (🥉14 · ⭐ 360 · 💤) - A PyTorch Graph Neural Network Library. MIT
Show 16 hidden projects...
igraph (🥇32 · ⭐ 1K) - Python interface for igraph. ❗️GPL-2.0
pygal (🥈27 · ⭐ 2.5K · 💤) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
Karate Club (🥈25 · ⭐ 1.7K) - Karate Club: An API Oriented Open-source Python Framework for.. ❗️GPL-3.0
AmpliGraph (🥈24 · ⭐ 1.8K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
DIG (🥈24 · ⭐ 1.3K) - A library for graph deep learning research. ❗️GPL-3.0
DeepWalk (🥉21 · ⭐ 2.5K · 💀) - DeepWalk - Deep Learning for Graphs. ❗️GPL-3.0
graph-nets (🥉20 · ⭐ 5.2K · 💀) - Build Graph Nets in Tensorflow. Apache-2
pyRDF2Vec (🥉20 · ⭐ 170) - Python Implementation and Extension of RDF2Vec. MIT
deepsnap (🥉19 · ⭐ 440 · 💀) - Python library assists deep learning on graphs. MIT
Sematch (🥉16 · ⭐ 400 · 💀) - semantic similarity framework for knowledge graph. Apache-2
DeepGraph (🥉16 · ⭐ 270 · 💀) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3
OpenKE (🥉15 · ⭐ 3.2K · 💀) - An Open-Source Package for Knowledge Embedding (KE). MIT
GraphSAGE (🥉15 · ⭐ 2.9K · 💀) - Representation learning on large graphs using stochastic.. MIT
Euler (🥉15 · ⭐ 2.8K · 💀) - A distributed graph deep learning framework. Apache-2
OpenNE (🥉14 · ⭐ 1.6K · 💀) - An Open-Source Package for Network Embedding (NE). MIT
GraphVite (🥉12 · ⭐ 1.1K · 💀) - GraphVite: A General and High-performance Graph Embedding.. Apache-2
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
espnet (🥇36 · ⭐ 5.5K) - End-to-End Speech Processing Toolkit. Apache-2
librosa (🥇34 · ⭐ 5.4K) - Python library for audio and music analysis. ISC
GitHub (👨💻 110 · 🔀 840 · 📋 1K - 4% open · ⏱️ 04.10.2022):
git clone https://github.com/librosa/librosa
PyPi (📥 1.3M / month · 📦 1.2K · ⏱️ 27.06.2022):
Conda (📥 520K · ⏱️ 27.06.2022):
conda install -c conda-forge librosa
speechbrain (🥇34 · ⭐ 4.7K) - A PyTorch-based Speech Toolkit. Apache-2
torchaudio (🥇34 · ⭐ 1.9K) - Data manipulation and transformation for audio signal.. BSD-2
Magenta (🥈33 · ⭐ 18K) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2
Pydub (🥈32 · ⭐ 6.4K) - Manipulate audio with a simple and easy high level interface. MIT
GitHub (👨💻 92 · 🔀 860 · 📦 14K · 📋 530 - 50% open · ⏱️ 14.05.2022):
git clone https://github.com/jiaaro/pydub
PyPi (📥 2M / month · 📦 900 · ⏱️ 10.03.2021):
Conda (📥 31K · ⏱️ 13.03.2021):
conda install -c conda-forge pydub
SpeechRecognition (🥈31 · ⭐ 6.5K) - Speech recognition module for Python, supporting several.. BSD-3
GitHub (👨💻 47 · 🔀 2.1K · 📋 520 - 45% open · ⏱️ 02.08.2022):
git clone https://github.com/Uberi/speech_recognition
PyPi (📥 410K / month · 📦 700 · ⏱️ 05.12.2017):
pip install SpeechRecognition
Conda (📥 150K · ⏱️ 13.12.2021):
conda install -c conda-forge speechrecognition
spleeter (🥈29 · ⭐ 21K) - Deezer source separation library including pretrained models. MIT
GitHub (👨💻 19 · 🔀 2.3K · 📥 1.9M · 📋 700 - 22% open · ⏱️ 07.09.2022):
git clone https://github.com/deezer/spleeter
PyPi (📥 11K / month · 📦 5 · ⏱️ 10.06.2022):
Conda (📥 69K · ⏱️ 30.06.2020):
conda install -c conda-forge spleeter
Coqui TTS (🥈29 · ⭐ 6.6K) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0
GitHub (👨💻 110 · 🔀 690 · 📥 280K · 📋 420 - 5% open · ⏱️ 06.10.2022):
git clone https://github.com/coqui-ai/TTS
PyPi (📥 6.8K / month · 📦 5 · ⏱️ 21.06.2022):
Conda (📥 4.4K · ⏱️ 15.12.2021):
conda install -c conda-forge tts
audioread (🥈29 · ⭐ 410) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
GitHub (👨💻 23 · 🔀 100 · 📋 84 - 40% open · ⏱️ 12.08.2022):
git clone https://github.com/beetbox/audioread
PyPi (📥 1.3M / month · 📦 330 · ⏱️ 20.10.2020):
Conda (📥 500K · ⏱️ 14.08.2022):
conda install -c conda-forge audioread
pyAudioAnalysis (🥈28 · ⭐ 5K) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
Porcupine (🥉27 · ⭐ 2.8K) - On-device wake word detection powered by deep learning. Apache-2
audiomentations (🥉26 · ⭐ 1.1K) - A Python library for audio data augmentation. Inspired by.. MIT
tinytag (🥉26 · ⭐ 560) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT
DDSP (🥉25 · ⭐ 2.3K) - DDSP: Differentiable Digital Signal Processing. Apache-2
GitHub (👨💻 31 · 🔀 270 · 📦 30 · 📋 150 - 21% open · ⏱️ 04.10.2022):
git clone https://github.com/magenta/ddsp
PyPi (📥 3.1K / month · 📦 1 · ⏱️ 25.05.2022):
Conda (📥 12K · ⏱️ 08.06.2020):
conda install -c conda-forge ddsp
Madmom (🥉25 · ⭐ 960 · 💤) - Python audio and music signal processing library. BSD-3
DeepSpeech (🥉23 · ⭐ 20K) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0
GitHub (👨💻 140 · 🔀 3.6K):
git clone https://github.com/mozilla/DeepSpeech
PyPi (📥 9.2K / month · 📦 40 · ⏱️ 19.12.2020):
Conda (📥 1K · ⏱️ 29.07.2021):
conda install -c conda-forge deepspeech
python-soundfile (🥉23 · ⭐ 480) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
kapre (🥉22 · ⭐ 860) - kapre: Keras Audio Preprocessors. MIT
nnAudio (🥉20 · ⭐ 730 · 💤) - Audio processing by using pytorch 1D convolution network. MIT
Show 9 hidden projects...
aubio (🥈28 · ⭐ 2.8K · 💤) - a library for audio and music analysis. ❗️GPL-3.0
Essentia (🥉27 · ⭐ 2.2K) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
python_speech_features (🥉23 · ⭐ 2.1K · 💀) - This library provides common speech features for ASR.. MIT
TTS (🥉22 · ⭐ 6.3K · 💀) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
Dejavu (🥉22 · ⭐ 5.9K · 💀) - Audio fingerprinting and recognition in Python. MIT
TimeSide (🥉20 · ⭐ 330 · 📉) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
Julius (🥉18 · ⭐ 290) - Fast PyTorch based DSP for audio and 1D signals. MIT
Muda (🥉17 · ⭐ 210 · 💀) - A library for augmenting annotated audio data. ISC
textlesslib (🥉9 · ⭐ 360 · 💤) - Library for Textless Spoken Language Processing. MIT
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (🥇42 · ⭐ 10K) - WebGL2 powered visualization framework. MIT
GitHub (👨💻 210 · 🔀 1.8K · 📦 4.7K · 📋 2.5K - 6% open · ⏱️ 05.10.2022):
git clone https://github.com/visgl/deck.gl
PyPi (📥 910K / month · 📦 24 · ⏱️ 25.10.2021):
Conda (📥 200K · ⏱️ 26.10.2021):
conda install -c conda-forge pydeck
npm (📥 340K / month · 📦 410 · ⏱️ 05.10.2022):
Shapely (🥇38 · ⭐ 3K) - Manipulation and analysis of geometric objects. BSD-3
GitHub (👨💻 140 · 🔀 480 · 📥 280 · 📦 34K · 📋 950 - 19% open · ⏱️ 03.10.2022):
git clone https://github.com/shapely/shapely
PyPi (📥 8.4M / month · ⏱️ 03.08.2022):
Conda (📥 4.6M · ⏱️ 18.08.2022):
conda install -c conda-forge shapely
GeoPandas (🥇37 · ⭐ 3.4K) - Python tools for geographic data. BSD-3
GitHub (👨💻 180 · 🔀 740 · 📥 1.6K · 📦 16K · 📋 1.4K - 31% open · ⏱️ 03.10.2022):
git clone https://github.com/geopandas/geopandas
PyPi (📥 3.6M / month · 📦 1.2K · ⏱️ 21.06.2022):
Conda (📥 2M · ⏱️ 24.07.2022):
conda install -c conda-forge geopandas
Rasterio (🥇37 · ⭐ 1.8K) - Rasterio reads and writes geospatial raster datasets. BSD-3
GitHub (👨💻 130 · 🔀 480 · 📥 760 · 📦 5.6K · 📋 1.6K - 9% open · ⏱️ 27.09.2022):
git clone https://github.com/rasterio/rasterio
PyPi (📥 1.3M / month · 📦 800 · ⏱️ 06.07.2022):
Conda (📥 1.8M · ⏱️ 19.08.2022):
conda install -c conda-forge rasterio
pyproj (🥇37 · ⭐ 800) - Python interface to PROJ (cartographic projections and coordinate.. MIT
GitHub (👨💻 53 · 🔀 180 · 📦 16K · 📋 520 - 2% open · ⏱️ 03.10.2022):
git clone https://github.com/pyproj4/pyproj
PyPi (📥 5.6M / month · 📦 1.7K · ⏱️ 22.04.2022):
Conda (📥 4.3M · ⏱️ 10.09.2022):
conda install -c conda-forge pyproj
folium (🥈35 · ⭐ 5.9K) - Python Data. Leaflet.js Maps. MIT
GitHub (👨💻 130 · 🔀 2.1K · 📦 18K · 📋 960 - 23% open · ⏱️ 06.05.2022):
git clone https://github.com/python-visualization/folium
PyPi (📥 890K / month · 📦 660 · ⏱️ 19.11.2021):
Conda (📥 1.2M · ⏱️ 03.12.2021):
conda install -c conda-forge folium
geopy (🥈34 · ⭐ 3.8K) - Geocoding library for Python. MIT
GitHub (👨💻 130 · 🔀 590 · 📦 43K · 📋 280 - 13% open · ⏱️ 07.08.2022):
git clone https://github.com/geopy/geopy
PyPi (📥 4.5M / month · 📦 3.9K · ⏱️ 11.07.2021):
Conda (📥 820K · ⏱️ 12.07.2021):
conda install -c conda-forge geopy
ipyleaflet (🥈33 · ⭐ 1.3K) - A Jupyter - Leaflet.js bridge. MIT
GitHub (👨💻 80 · 🔀 340 · 📦 2.9K · 📋 520 - 39% open · ⏱️ 23.09.2022):
git clone https://github.com/jupyter-widgets/ipyleaflet
PyPi (📥 110K / month · 📦 110 · ⏱️ 07.07.2022):
Conda (📥 900K · ⏱️ 23.08.2022):
conda install -c conda-forge ipyleaflet
npm (📥 49K / month · 📦 3 · ⏱️ 23.08.2022):
npm install jupyter-leaflet
Fiona (🥈33 · ⭐ 960 · 💤) - Fiona reads and writes geographic data files. BSD-3
GitHub (👨💻 66 · 🔀 180 · 📦 9.7K · 📋 690 - 11% open · ⏱️ 01.03.2022):
git clone https://github.com/Toblerity/Fiona
PyPi (📥 3.8M / month · 📦 790 · ⏱️ 10.06.2022):
Conda (📥 3.4M · ⏱️ 30.05.2022):
conda install -c conda-forge fiona
ArcGIS API (🥉30 · ⭐ 1.4K) - Documentation and samples for ArcGIS API for Python. Apache-2
GitHub (👨💻 81 · 🔀 920 · 📥 5.7K · 📋 510 - 10% open · ⏱️ 17.08.2022):
git clone https://github.com/Esri/arcgis-python-api
PyPi (📥 50K / month · 📦 26 · ⏱️ 02.06.2022):
Docker Hub (📥 7.3K · ⭐ 36 · ⏱️ 17.06.2022):
docker pull esridocker/arcgis-api-python-notebook
PySAL (🥉28 · ⭐ 1.1K) - PySAL: Python Spatial Analysis Library Meta-Package. BSD-3
GitHub (👨💻 77 · 🔀 270 · 📋 610 - 1% open · ⏱️ 23.07.2022):
git clone https://github.com/pysal/pysal
PyPi (📥 32K / month · 📦 32 · ⏱️ 30.01.2022):
Conda (📥 460K · ⏱️ 01.08.2022):
conda install -c conda-forge pysal
geojson (🥉28 · ⭐ 740) - Python bindings and utilities for GeoJSON. BSD-3
GitHub (👨💻 48 · 🔀 97 · 📦 10K · 📋 88 - 27% open · ⏱️ 07.05.2022):
git clone https://github.com/jazzband/geojson
PyPi (📥 860K / month · 📦 1.1K · ⏱️ 09.08.2019):
Conda (📥 590K · ⏱️ 11.08.2019):
conda install -c conda-forge geojson
GeoViews (🥉27 · ⭐ 440) - Simple, concise geographical visualization in Python. BSD-3
GitHub (👨💻 28 · 🔀 68 · 📦 490 · 📋 310 - 36% open · ⏱️ 03.10.2022):
git clone https://github.com/holoviz/geoviews
PyPi (📥 7.1K / month · 📦 28 · ⏱️ 08.03.2022):
Conda (📥 130K · ⏱️ 08.03.2022):
conda install -c conda-forge geoviews
EarthPy (🥉26 · ⭐ 390 · 💤) - A package built to support working with spatial data using open.. BSD-3
GitHub (👨💻 40 · 🔀 140 · 📦 160 · 📋 230 - 8% open · ⏱️ 20.12.2021):
git clone https://github.com/earthlab/earthpy
PyPi (📥 7.6K / month · 📦 7 · ⏱️ 01.10.2021):
Conda (📥 52K · ⏱️ 04.10.2021):
conda install -c conda-forge earthpy
Show 8 hidden projects...
Geocoder (🥈33 · ⭐ 1.5K · 💀) - Python Geocoder. MIT
Satpy (🥉30 · ⭐ 860) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
Sentinelsat (🥉26 · ⭐ 820) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
gmaps (🥉23 · ⭐ 740 · 💀) - Google maps for Jupyter notebooks. BSD-3
Mapbox GL (🥉23 · ⭐ 620 · 💀) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook. MIT
pymap3d (🥉23 · ⭐ 280) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
prettymaps (🥉20 · ⭐ 8.8K · 💤) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
geoplotlib (🥉20 · ⭐ 970 · 💀) - python toolbox for visualizing geographical data and making maps. MIT
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
yfinance (🥇37 · ⭐ 7.7K) - Download market data from Yahoo! Finances API. Apache-2
GitHub (👨💻 60 · 🔀 1.7K · 📦 14K · 📋 840 - 55% open · ⏱️ 04.10.2022):
git clone https://github.com/ranaroussi/yfinance
PyPi (📥 570K / month · 📦 140 · ⏱️ 16.06.2022):
Conda (📥 56K · ⏱️ 10.07.2021):
conda install -c ranaroussi yfinance
Qlib (🥇31 · ⭐ 9.7K) - Qlib is an AI-oriented quantitative investment platform, which aims to.. MIT
ta (🥈30 · ⭐ 3.3K) - Technical Analysis Library using Pandas and Numpy. MIT
GitHub (👨💻 29 · 🔀 740 · 📦 1.4K · 📋 220 - 54% open · ⏱️ 23.08.2022):
git clone https://github.com/bukosabino/ta
PyPi (📥 77K / month · 📦 34 · ⏱️ 16.04.2022):
Conda (📥 7.6K · ⏱️ 23.08.2022):
conda install -c conda-forge ta
IB-insync (🥈29 · ⭐ 1.9K) - Python sync/async framework for Interactive Brokers API. BSD-2
GitHub (👨💻 32 · 🔀 500 · 📋 430 - 1% open · ⏱️ 06.10.2022):
git clone https://github.com/erdewit/ib_insync
PyPi (📥 11K / month · 📦 22 · ⏱️ 28.11.2021):
Conda (📥 22K · ⏱️ 05.09.2022):
conda install -c conda-forge ib-insync
ffn (🥈26 · ⭐ 1.3K) - ffn - a financial function library for Python. MIT
GitHub (👨💻 28 · 🔀 220 · 📦 230 · 📋 100 - 19% open · ⏱️ 01.07.2022):
git clone https://github.com/pmorissette/ffn
PyPi (📥 36K / month · 📦 25 · ⏱️ 21.04.2021):
Conda (📥 1.7K · ⏱️ 22.04.2021):
conda install -c conda-forge ffn
TensorTrade (🥉25 · ⭐ 4K) - An open source reinforcement learning framework for training,.. Apache-2
GitHub (👨💻 61 · 🔀 930 · 📦 36 · 📋 240 - 17% open · ⏱️ 23.08.2022):
git clone https://github.com/tensortrade-org/tensortrade
PyPi (📥 530 / month · 📦 1 · ⏱️ 10.05.2021):
Conda (📥 1.7K · ⏱️ 10.05.2021):
conda install -c conda-forge tensortrade
bt (🥉25 · ⭐ 1.5K) - bt - flexible backtesting for Python. MIT
GitHub (👨💻 27 · 🔀 330 · 📦 140 · 📋 300 - 21% open · ⏱️ 24.08.2022):
git clone https://github.com/pmorissette/bt
PyPi (📥 5.4K / month · 📦 21 · ⏱️ 21.04.2021):
Conda (📥 7.8K · ⏱️ 24.06.2022):
conda install -c conda-forge bt
tf-quant-finance (🥉23 · ⭐ 3.3K) - High-performance TensorFlow library for quantitative.. Apache-2
stockstats (🥉23 · ⭐ 1K · 💤) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
Crypto Signals (🥉21 · ⭐ 4.2K) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
finmarketpy (🥉19 · ⭐ 3K) - Python library for backtesting trading strategies & analyzing.. Apache-2
Show 14 hidden projects...
zipline (🥇32 · ⭐ 15K · 💀) - Zipline, a Pythonic Algorithmic Trading Library. Apache-2
pyfolio (🥈30 · ⭐ 4.6K · 💀) - Portfolio and risk analytics in Python. Apache-2
backtrader (🥈29 · ⭐ 9.4K · 💀) - Python Backtesting library for trading strategies. ❗️GPL-3.0
arch (🥈29 · ⭐ 990) - ARCH models in Python. ❗️NCSA
Alpha Vantage (🥈26 · ⭐ 3.8K · 💀) - A python wrapper for Alpha Vantage API for financial data. MIT
Alphalens (🥈26 · ⭐ 2.4K · 💀) - Performance analysis of predictive (alpha) stock factors. Apache-2
Enigma Catalyst (🥈26 · ⭐ 2.4K · 💀) - An Algorithmic Trading Library for Crypto-Assets in.. Apache-2
empyrical (🥈26 · ⭐ 990 · 💀) - Common financial risk and performance metrics. Used by zipline.. Apache-2
PyAlgoTrade (🥉24 · ⭐ 3.8K · 💀) - Python Algorithmic Trading Library. Apache-2
Backtesting.py (🥉21 · ⭐ 2.9K · 💤) - Backtest trading strategies in Python. ❗️AGPL-3.0
FinTA (🥉20 · ⭐ 1.7K) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
FinQuant (🥉19 · ⭐ 830 · 💀) - A program for financial portfolio management, analysis and.. MIT
surpriver (🥉12 · ⭐ 1.5K · 💀) - Find big moving stocks before they move using machine.. ❗️GPL-3.0
pyrtfolio (🥉7 · ⭐ 120 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
Prophet (🥇36 · ⭐ 15K) - Tool for producing high quality forecasts for time series data that has.. MIT
GitHub (👨💻 160 · 🔀 4.3K · 📥 920 · 📋 1.9K - 13% open · ⏱️ 21.09.2022):
git clone https://github.com/facebook/prophet
PyPi (📥 1.8M / month · 📦 130 · ⏱️ 05.09.2020):
Conda (📥 120K · ⏱️ 10.09.2022):
conda install -c conda-forge prophet
sktime (🥇35 · ⭐ 5.7K) - A unified framework for machine learning with time series. BSD-3
GitHub (👨💻 200 · 🔀 940 · 📥 76 · 📦 600 · 📋 1.4K - 32% open · ⏱️ 03.10.2022):
git clone https://github.com/alan-turing-institute/sktime
PyPi (📥 320K / month · 📦 26 · ⏱️ 29.06.2022):
Conda (📥 19K · ⏱️ 05.10.2022):
conda install -c conda-forge sktime-all-extras
pmdarima (🥇32 · ⭐ 1.3K) - A statistical library designed to fill the void in Pythons time series.. MIT
GitHub (👨💻 22 · 🔀 220 · 📦 2.6K · 📋 290 - 9% open · ⏱️ 23.09.2022):
git clone https://github.com/alkaline-ml/pmdarima
PyPi (📥 1.4M / month · 📦 57 · ⏱️ 22.02.2022):
Conda (📥 69K · ⏱️ 24.08.2022):
conda install -c conda-forge pmdarima
STUMPY (🥈31 · ⭐ 2.4K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3
GitHub (👨💻 31 · 🔀 230 · 📦 270 · 📋 340 - 12% open · ⏱️ 04.10.2022):
git clone https://github.com/TDAmeritrade/stumpy
PyPi (📥 260K / month · 📦 4 · ⏱️ 31.03.2022):
Conda (📥 56K · ⏱️ 31.03.2022):
conda install -c conda-forge stumpy
Darts (🥈30 · ⭐ 4.7K) - A python library for easy manipulation and forecasting of time series. Apache-2
GitHub (👨💻 65 · 🔀 520 · 📦 100 · 📋 670 - 26% open · ⏱️ 04.10.2022):
git clone https://github.com/unit8co/darts
PyPi (📥 7.4K / month · 📦 3 · ⏱️ 22.06.2022):
Conda (📥 15K · ⏱️ 05.10.2022):
conda install -c conda-forge u8darts-all
Docker Hub (📥 360 · ⏱️ 04.10.2022):
NeuralProphet (🥈30 · ⭐ 2.6K) - NeuralProphet: A simple forecasting package. MIT
pytorch-forecasting (🥈30 · ⭐ 2.3K) - Time series forecasting with PyTorch. MIT
GitHub (👨💻 33 · 🔀 370 · 📋 520 - 50% open · ⏱️ 03.10.2022):
git clone https://github.com/jdb78/pytorch-forecasting
PyPi (📥 120K / month · 📦 4 · ⏱️ 23.05.2022):
pip install pytorch-forecasting
Conda (📥 29K · ⏱️ 23.05.2022):
conda install -c conda-forge pytorch-forecasting
tslearn (🥈30 · ⭐ 2.3K) - A machine learning toolkit dedicated to time-series data. BSD-2
GitHub (👨💻 40 · 🔀 300 · 📦 580 · 📋 290 - 35% open · ⏱️ 04.10.2022):
git clone https://github.com/tslearn-team/tslearn
PyPi (📥 130K / month · 📦 19 · ⏱️ 16.08.2021):
Conda (📥 320K · ⏱️ 15.01.2022):
conda install -c conda-forge tslearn
tsfresh (🥈29 · ⭐ 6.7K · 💤) - Automatic extraction of relevant features from time series:. MIT
GitHub (👨💻 82 · 🔀 1K · 📋 490 - 10% open · ⏱️ 21.12.2021):
git clone https://github.com/blue-yonder/tsfresh
PyPi (📥 420K / month · 📦 60 · ⏱️ 21.12.2021):
Conda (📥 260K · ⏱️ 21.12.2021):
conda install -c conda-forge tsfresh
GluonTS (🥈29 · ⭐ 3K) - Probabilistic time series modeling in Python. Apache-2
GitHub (👨💻 94 · 🔀 620 · 📋 760 - 31% open · ⏱️ 06.10.2022):
git clone https://github.com/awslabs/gluon-ts
PyPi (📥 130K / month · 📦 7 · ⏱️ 30.06.2022):
Conda (📥 150 · ⏱️ 14.10.2021):
conda install -c anaconda gluonts
StatsForecast (🥈28 · ⭐ 1.5K) - Lightning fast forecasting with statistical and econometric.. Apache-2
GitHub (👨💻 13 · 🔀 85 · 📦 61 · 📋 100 - 41% open · ⏱️ 06.10.2022):
git clone https://github.com/Nixtla/statsforecast
PyPi (📥 110K / month · 📦 5 · ⏱️ 27.06.2022):
pip install statsforecast
Conda (📥 14K · ⏱️ 05.10.2022):
conda install -c conda-forge statsforecast
uber/orbit (🥉25 · ⭐ 1.5K) - A Python package for Bayesian forecasting with object-oriented.. Apache-2
GitHub (👨💻 18 · 🔀 110 · 📦 9 · 📋 380 - 15% open · ⏱️ 14.09.2022):
git clone https://github.com/uber/orbit
PyPi (📥 200K / month · 📦 1 · ⏱️ 28.04.2022):
Conda (📥 1.6K · ⏱️ 08.03.2022):
conda install -c conda-forge orbit-ml
pyts (🥉25 · ⭐ 1.3K) - A Python package for time series classification. BSD-3
GitHub (👨💻 11 · 🔀 140 · 📦 260 · 📋 66 - 59% open · ⏱️ 16.06.2022):
git clone https://github.com/johannfaouzi/pyts
PyPi (📥 130K / month · 📦 11 · ⏱️ 31.10.2021):
Conda (📥 14K · ⏱️ 31.10.2021):
conda install -c conda-forge pyts
Streamz (🥉25 · ⭐ 1.1K) - Real-time stream processing for python. BSD-3
GitHub (👨💻 45 · 🔀 140 · 📦 320 · 📋 250 - 41% open · ⏱️ 27.07.2022):
git clone https://github.com/python-streamz/streamz
PyPi (📥 13K / month · 📦 35 · ⏱️ 04.10.2021):
Conda (📥 410K · ⏱️ 28.07.2022):
conda install -c conda-forge streamz
greykite (🥉23 · ⭐ 1.6K) - A flexible, intuitive and fast forecasting library. BSD-2
NeuralForecast (🥉22 · ⭐ 890 · 📈) - Scalable and user friendly neural forecasting algorithms.. Apache-2
GitHub (👨💻 22 · 🔀 83 · 📦 4 · 📋 100 - 50% open · ⏱️ 04.10.2022):
git clone https://github.com/Nixtla/neuralforecast
PyPi (📥 2.4K / month · ⏱️ 02.06.2022):
pip install neuralforecast
Conda (📥 2.5K · ⏱️ 04.10.2022):
conda install -c conda-forge neuralforecast
seglearn (🥉22 · ⭐ 530) - Python module for machine learning time series:. BSD-3
TSFEL (🥉20 · ⭐ 560 · 💤) - An intuitive library to extract features from time series. BSD-3
Auto TS (🥉19 · ⭐ 490) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
atspy (🥉14 · ⭐ 460 · 💤) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
Show 8 hidden projects...
PyFlux (🥉23 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
luminol (🥉22 · ⭐ 1.1K · 💀) - Anomaly Detection and Correlation library. Apache-2
pydlm (🥉20 · ⭐ 430 · 💀) - A python library for Bayesian time series modeling. BSD-3
tick (🥉20 · ⭐ 400 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
ADTK (🥉19 · ⭐ 860 · 💀) - A Python toolkit for rule-based/unsupervised anomaly detection in time.. MPL-2.0
matrixprofile-ts (🥉19 · ⭐ 690 · 💀) - A Python library for detecting patterns and anomalies.. Apache-2
tsflex (🥉16 · ⭐ 170) - Flexible time series feature extraction & processing. MIT
tsaug (🥉13 · ⭐ 260 · 💀) - A Python package for time series augmentation. Apache-2
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
MNE (🥇37 · ⭐ 2K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
GitHub (👨💻 310 · 🔀 1.1K · 📦 1.9K · 📋 4.3K - 10% open · ⏱️ 05.10.2022):
git clone https://github.com/mne-tools/mne-python
PyPi (📥 46K / month · 📦 220 · ⏱️ 12.05.2022):
Conda (📥 240K · ⏱️ 24.08.2022):
conda install -c conda-forge mne
NIPYPE (🥇35 · ⭐ 650) - Workflows and interfaces for neuroimaging packages. Apache-2
GitHub (👨💻 240 · 🔀 500 · 📦 1.1K · 📋 1.3K - 29% open · ⏱️ 27.09.2022):
git clone https://github.com/nipy/nipype
PyPi (📥 72K / month · 📦 160 · ⏱️ 06.06.2022):
Conda (📥 510K · ⏱️ 21.09.2022):
conda install -c conda-forge nipype
MONAI (🥈34 · ⭐ 3.4K) - AI Toolkit for Healthcare Imaging. Apache-2
GitHub (👨💻 120 · 🔀 660 · 📦 520 · 📋 2K - 11% open · ⏱️ 06.10.2022):
git clone https://github.com/Project-MONAI/MONAI
PyPi (📥 42K / month · 📦 20 · ⏱️ 05.07.2022):
Conda (📥 5.1K · ⏱️ 16.09.2022):
conda install -c conda-forge monai
Lifelines (🥈34 · ⭐ 2K) - Survival analysis in Python. MIT
GitHub (👨💻 100 · 🔀 500 · 📦 1.1K · 📋 880 - 26% open · ⏱️ 25.09.2022):
git clone https://github.com/CamDavidsonPilon/lifelines
PyPi (📥 450K / month · 📦 110 · ⏱️ 26.06.2022):
Conda (📥 220K · ⏱️ 18.05.2022):
conda install -c conda-forge lifelines
Nilearn (🥈34 · ⭐ 890) - Machine learning for NeuroImaging in Python. BSD-3
GitHub (👨💻 190 · 🔀 460 · 📥 71 · 📦 1.7K · 📋 1.7K - 16% open · ⏱️ 29.09.2022):
git clone https://github.com/nilearn/nilearn
PyPi (📥 27K / month · 📦 240 · ⏱️ 13.04.2022):
Conda (📥 190K · ⏱️ 24.08.2022):
conda install -c conda-forge nilearn
NiBabel (🥈33 · ⭐ 500) - Python package to access a cacophony of neuro-imaging file formats. MIT
GitHub (👨💻 94 · 🔀 240 · 📋 470 - 30% open · ⏱️ 30.09.2022):
git clone https://github.com/nipy/nibabel
PyPi (📥 230K / month · 📦 1K · ⏱️ 18.06.2022):
Conda (📥 480K · ⏱️ 31.08.2022):
conda install -c conda-forge nibabel
Hail (🥈32 · ⭐ 820) - Scalable genomic data analysis. MIT
DIPY (🥈30 · ⭐ 540) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
GitHub (👨💻 130 · 🔀 360 · 📦 620 · 📋 820 - 18% open · ⏱️ 30.09.2022):
git clone https://github.com/dipy/dipy
PyPi (📥 18K / month · 📦 80 · ⏱️ 11.03.2022):
Conda (📥 330K · ⏱️ 15.03.2022):
conda install -c conda-forge dipy
pyRiemann (🥉25 · ⭐ 420) - Python machine learning package based on sklearn API for multivariate.. BSD-3
DeepVariant (🥉24 · ⭐ 2.6K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
Medical Detection Toolkit (🥉14 · ⭐ 1.2K) - The Medical Detection Toolkit contains 2D + 3D.. Apache-2
Show 9 hidden projects...
NiftyNet (🥉25 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
NIPY (🥉23 · ⭐ 320 · 💀) - Neuroimaging in Python FMRI analysis package. BSD-3
MedPy (🥉21 · ⭐ 430) - Medical image processing in Python. ❗️GPL-3.0
Brainiak (🥉21 · ⭐ 280 · 💀) - Brain Imaging Analysis Kit. Apache-2
DLTK (🥉20 · ⭐ 1.3K · 💀) - Deep Learning Toolkit for Medical Image Analysis. Apache-2
Glow (🥉20 · ⭐ 210) - An open-source toolkit for large-scale genomic analysis. Apache-2
MedicalTorch (🥉15 · ⭐ 790 · 💀) - A medical imaging framework for Pytorch. Apache-2
DeepNeuro (🥉13 · ⭐ 110 · 💀) - A deep learning python package for neuroimaging data. Made by:. MIT
MedicalNet (🥉12 · ⭐ 1.5K · 💀) - Many studies have shown that the performance on deep learning is.. MIT
Libraries for processing tabular and structured data.
carefree-learn (🥈22 · ⭐ 360) - Deep Learning PyTorch. MIT
pytorch_tabular (🥉17 · ⭐ 740) - A standard framework for modelling Deep Learning Models.. MIT
deltapy (🥉11 · ⭐ 460 · 💤) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT
Show 2 hidden projects...
miceforest (🥇23 · ⭐ 180) - Multiple Imputation with LightGBM in Python. MIT
upgini (🥉17 · ⭐ 150) - Free automated data enrichment library for machine learning searches.. BSD-3
Optical Character Recognition
Libraries for optical character recognition (OCR) and text extraction from images or videos.
PaddleOCR (🥇38 · ⭐ 25K) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
EasyOCR (🥇35 · ⭐ 16K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
Tesseract (🥈33 · ⭐ 4.4K) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
GitHub (👨💻 43 · 🔀 620 · 📋 320 - 5% open · ⏱️ 29.09.2022):
git clone https://github.com/madmaze/pytesseract
PyPi (📥 660K / month · 📦 960 · ⏱️ 19.02.2022):
Conda (📥 530K · ⏱️ 15.03.2022):
conda install -c conda-forge pytesseract
OCRmyPDF (🥈30 · ⭐ 7.4K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
GitHub (👨💻 74 · 🔀 610 · 📋 900 - 10% open · ⏱️ 04.10.2022):
git clone https://github.com/ocrmypdf/OCRmyPDF
PyPi (📥 28K / month · 📦 13 · ⏱️ 04.07.2022):
Conda (📥 28K · ⏱️ 04.10.2022):
conda install -c conda-forge ocrmypdf
MMOCR (🥈28 · ⭐ 2.8K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2
tesserocr (🥈28 · ⭐ 1.7K) - A Python wrapper for the tesseract-ocr API. MIT
GitHub (👨💻 27 · 🔀 220 · 📦 710 · 📋 250 - 32% open · ⏱️ 26.08.2022):
git clone https://github.com/sirfz/tesserocr
PyPi (📥 53K / month · 📦 67 · ⏱️ 19.06.2021):
Conda (📥 85K · ⏱️ 04.05.2022):
conda install -c conda-forge tesserocr
pdftabextract (🥉21 · ⭐ 2K) - A set of tools for extracting tables from PDF files helping to.. Apache-2
keras-ocr (🥉21 · ⭐ 1.1K) - A packaged and flexible version of the CRAFT text detector and.. MIT
GitHub (👨💻 15 · 🔀 280 · 📥 320K · 📋 180 - 40% open · ⏱️ 19.05.2022):
git clone https://github.com/faustomorales/keras-ocr
PyPi (📥 6.4K / month · 📦 2 · ⏱️ 19.05.2022):
Conda (📥 100 · ⏱️ 14.01.2022):
conda install -c anaconda keras-ocr
attention-ocr (🥉21 · ⭐ 930 · 💤) - A Tensorflow model for text recognition (CNN + seq2seq.. MIT
calamari (🥉20 · ⭐ 940) - Line based ATR Engine based on OCRopy. Apache-2
Mozart (🥉10 · ⭐ 410) - An optical music recognition (OMR) system. Converts sheet music.. Apache-2
Show 1 hidden projects...
doc2text (🥉20 · ⭐ 1.3K · 💀) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python.. MIT
Data Containers & Structures
General-purpose data containers & structures as well as utilities & extensions for pandas.
🔗 best-of-python - Data Containers ( ⭐ 2.5K) - 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 ( ⭐ 2.5K) - Collection of data-loading and -extraction libraries.
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
🔗 best-of-web-python - Web Scraping ( ⭐ 1.7K) - 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 ( ⭐ 2.5K) - Libraries for data batch- and stream-processing,..
Distributed Machine Learning
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (🥇44 · ⭐ 22K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2
GitHub (👨💻 770 · 🔀 3.9K · 📦 6K · 📋 12K - 23% open · ⏱️ 06.10.2022):
git clone https://github.com/ray-project/ray
PyPi (📥 2M / month · 📦 280 · ⏱️ 09.06.2022):
Conda (📥 64K · ⏱️ 08.09.2022):
conda install -c conda-forge ray-tune
dask (🥇43 · ⭐ 10K) - Parallel computing with task scheduling. BSD-3
GitHub (👨💻 560 · 🔀 1.5K · 📦 40K · 📋 4.6K - 17% open · ⏱️ 05.10.2022):
git clone https://github.com/dask/dask
PyPi (📥 5.8M / month · 📦 2.7K · ⏱️ 24.06.2022):
Conda (📥 6.8M · ⏱️ 01.10.2022):
conda install -c conda-forge dask
dask.distributed (🥇40 · ⭐ 1.4K) - A distributed task scheduler for Dask. BSD-3
GitHub (👨💻 290 · 🔀 650 · 📦 25K · 📋 3.2K - 38% open · ⏱️ 06.10.2022):
git clone https://github.com/dask/distributed
PyPi (📥 4.1M / month · 📦 1.2K · ⏱️ 24.06.2022):
Conda (📥 8.2M · ⏱️ 01.10.2022):
conda install -c conda-forge distributed
horovod (🥇38 · ⭐ 13K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
DeepSpeed (🥈34 · ⭐ 7.9K) - DeepSpeed is a deep learning optimization library that makes.. MIT
GitHub (👨💻 130 · 🔀 920 · 📦 390 · 📋 1.1K - 52% open · ⏱️ 05.10.2022):
git clone https://github.com/microsoft/DeepSpeed
PyPi (📥 520K / month · 📦 12 · ⏱️ 25.05.2022):
Docker Hub (📥 14K · ⭐ 3 · ⏱️ 02.09.2022):
docker pull deepspeed/deepspeed
BigDL (🥈34 · ⭐ 4K) - Building Large-Scale AI Applications for Distributed Big Data. Apache-2
GitHub (👨💻 170 · 🔀 1K · 📦 40 · 📋 1.6K - 37% open · ⏱️ 30.09.2022):
git clone https://github.com/intel-analytics/BigDL
PyPi (📥 4.5K / month · 📦 1 · ⏱️ 07.07.2022):
Maven (📦 4 · ⏱️ 20.04.2021):
<dependency>
<groupId>com.intel.analytics.bigdl</groupId>
<artifactId>bigdl-SPARK_2.4</artifactId>
<version>[VERSION]</version>
</dependency>
H2O-3 (🥈33 · ⭐ 6K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2
metrics (🥈33 · ⭐ 1.1K) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2
GitHub (👨💻 150 · 🔀 230 · 📥 980 · 📦 4.9K · 📋 450 - 10% open · ⏱️ 06.10.2022):
git clone https://github.com/Lightning-AI/metrics
PyPi (📥 2.8K / month · 📦 14 · ⏱️ 28.04.2018):
Conda (📥 510K · ⏱️ 05.10.2022):
conda install -c conda-forge torchmetrics
FairScale (🥈32 · ⭐ 1.9K) - PyTorch extensions for high performance and large scale training. BSD-3
GitHub (👨💻 64 · 🔀 190 · 📦 600 · 📋 330 - 20% open · ⏱️ 05.10.2022):
git clone https://github.com/facebookresearch/fairscale
PyPi (📥 430K / month · 📦 20 · ⏱️ 09.03.2022):
Conda (📥 56K · ⏱️ 20.06.2022):
conda install -c conda-forge fairscale
ColossalAI (🥈28 · ⭐ 5K) - Colossal-AI: A Unified Deep Learning System for Big Model Era. Apache-2
SynapseML (🥈28 · ⭐ 3.8K) - Simple and Distributed Machine Learning. MIT
Elephas (🥈28 · ⭐ 1.5K) - Distributed Deep learning with Keras & Spark. MIT
keras
GitHub (👨💻 27 · 🔀 300 · 📦 59 · 📋 160 - 10% open · ⏱️ 31.08.2022):
git clone https://github.com/maxpumperla/elephas
PyPi (📥 69K / month · 📦 3 · ⏱️ 30.03.2022):
Conda (📥 9.7K · ⏱️ 02.06.2021):
conda install -c conda-forge elephas
petastorm (🥈28 · ⭐ 1.5K) - Petastorm library enables single machine or distributed training.. Apache-2
mpi4py (🥈28 · ⭐ 580) - Python bindings for MPI. BSD-2
GitHub (👨💻 21 · 🔀 83 · 📥 6.8K · 📋 88 - 9% open · ⏱️ 21.09.2022):
git clone https://github.com/mpi4py/mpi4py
PyPi (📥 250K / month · 📦 620 · ⏱️ 25.11.2021):
Conda (📥 1.4M · ⏱️ 12.08.2022):
conda install -c conda-forge mpi4py
TensorFlowOnSpark (🥉27 · ⭐ 3.8K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
GitHub (👨💻 34 · 🔀 960 · 📋 360 - 2% open · ⏱️ 21.04.2022):
git clone https://github.com/yahoo/TensorFlowOnSpark
PyPi (📥 190K / month · 📦 5 · ⏱️ 21.04.2022):
pip install tensorflowonspark
Conda (📥 14K · ⏱️ 21.08.2022):
conda install -c conda-forge tensorflowonspark
dask-ml (🥉27 · ⭐ 820) - Scalable Machine Learning with Dask. BSD-3
GitHub (👨💻 76 · 🔀 230 · 📦 670 · 📋 490 - 50% open · ⏱️ 19.06.2022):
git clone https://github.com/dask/dask-ml
PyPi (📥 49K / month · 📦 57 · ⏱️ 27.05.2022):
Conda (📥 520K · ⏱️ 27.05.2022):
conda install -c conda-forge dask-ml
Mesh (🥉26 · ⭐ 1.3K) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
Hivemind (🥉25 · ⭐ 1.1K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
analytics-zoo (🥉24 · ⭐ 2.5K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
MMLSpark (🥉23 · ⭐ 3.8K) - Simple and Distributed Machine Learning. MIT
Submit it (🥉23 · ⭐ 710) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
GitHub (👨💻 23 · 🔀 76 · 📋 76 - 36% open · ⏱️ 28.09.2022):
git clone https://github.com/facebookincubator/submitit
PyPi (📥 54K / month · 📦 6 · ⏱️ 07.04.2022):
Conda (📥 9.7K · ⏱️ 10.02.2021):
conda install -c conda-forge submitit
Apache Singa (🥉21 · ⭐ 2.7K) - a distributed deep learning platform. Apache-2
GitHub (👨💻 79 · 🔀 780 · 📦 1 · 📋 100 - 38% open · ⏱️ 01.06.2022):
git clone https://github.com/apache/singa
Conda (📥 530 · ⏱️ 09.08.2021):
conda install -c nusdbsystem singa
Docker Hub (📥 1.4K · ⭐ 4 · ⏱️ 31.05.2022):
BytePS (🥉20 · ⭐ 3.3K · 💤) - A high performance and generic framework for distributed DNN.. Apache-2
GitHub (👨💻 19 · 🔀 460 · 📋 260 - 38% open · ⏱️ 10.02.2022):
git clone https://github.com/bytedance/byteps
PyPi (📥 69 / month · ⏱️ 02.08.2021):
Docker Hub (📥 1.3K · ⏱️ 03.03.2020):
docker pull bytepsimage/tensorflow
parallelformers (🥉18 · ⭐ 520) - Parallelformers: An Efficient Model Parallelization.. Apache-2
mesh-transformer-jax (🥉16 · ⭐ 4.5K · 💤) - Model parallel transformers in JAX and Haiku. Apache-2
moolib (🥉12 · ⭐ 340) - A library for distributed ML training with PyTorch. MIT
Show 10 hidden projects...
DEAP (🥈33 · ⭐ 4.8K) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
ipyparallel (🥈30 · ⭐ 2.3K) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
launchpad (🥉21 · ⭐ 280) - Launchpad is a library that simplifies writing distributed.. Apache-2
TensorFrames (🥉20 · ⭐ 760 · 💀) - [DEPRECATED] Tensorflow wrapper for DataFrames on.. Apache-2
sk-dist (🥉20 · ⭐ 280 · 💀) - Distributed scikit-learn meta-estimators in PySpark. Apache-2
Fiber (🥉19 · ⭐ 990 · 💀) - Distributed Computing for AI Made Simple. Apache-2
somoclu (🥉19 · ⭐ 240) - Massively parallel self-organizing maps: accelerate training on multicore.. MIT
bluefog (🥉16 · ⭐ 270) - Distributed and decentralized training framework for PyTorch.. Apache-2
LazyCluster (🥉13 · ⭐ 44 · 💀) - Distributed machine learning made simple. Apache-2
autodist (🥉11 · ⭐ 120 · 💀) - Simple Distributed Deep Learning on TensorFlow. Apache-2
Hyperparameter Optimization & AutoML
Libraries for hyperparameter optimization, automl and neural architecture search.
Optuna (🥇40 · ⭐ 7K) - A hyperparameter optimization framework. MIT
GitHub (👨💻 200 · 🔀 750 · 📦 4.3K · 📋 1.3K - 7% open · ⏱️ 06.10.2022):
git clone https://github.com/optuna/optuna
PyPi (📥 1.8M / month · 📦 240 · ⏱️ 13.06.2022):
Conda (📥 330K · ⏱️ 16.09.2022):
conda install -c conda-forge optuna
NNI (🥇36 · ⭐ 12K · 📈) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
AutoKeras (🥇34 · ⭐ 8.6K) - AutoML library for deep learning. Apache-2
auto-sklearn (🥇34 · ⭐ 6.5K) - Automated Machine Learning with scikit-learn. BSD-3
GitHub (👨💻 86 · 🔀 1.2K · 📥 39 · 📦 330 · 📋 930 - 13% open · ⏱️ 20.09.2022):
git clone https://github.com/automl/auto-sklearn
PyPi (📥 34K / month · 📦 30 · ⏱️ 20.09.2022):
Conda (📥 10K · ⏱️ 21.09.2022):
conda install -c conda-forge auto-sklearn
featuretools (🥇33 · ⭐ 6.4K) - An open source python library for automated feature engineering. BSD-3
GitHub (👨💻 68 · 🔀 830 · 📋 870 - 19% open · ⏱️ 05.10.2022):
git clone https://github.com/alteryx/featuretools
PyPi (📥 130K / month · 📦 64 · ⏱️ 05.07.2022):
Conda (📥 110K · ⏱️ 01.09.2022):
conda install -c conda-forge featuretools
Keras Tuner (🥇33 · ⭐ 2.6K) - Hyperparameter tuning for Keras and more. Apache-2
GitHub (👨💻 50 · 🔀 340 · 📦 1.7K · 📋 410 - 43% open · ⏱️ 20.09.2022):
git clone https://github.com/keras-team/keras-tuner
PyPi (📥 600K / month · 📦 46 · ⏱️ 25.03.2022):
Conda (📥 9.7K · ⏱️ 12.01.2022):
conda install -c conda-forge keras-tuner
BoTorch (🥇33 · ⭐ 2.4K) - Bayesian optimization in PyTorch. MIT
GitHub (👨💻 83 · 🔀 280 · 📦 330 · 📋 320 - 20% open · ⏱️ 28.09.2022):
git clone https://github.com/pytorch/botorch
PyPi (📥 190K / month · 📦 18 · ⏱️ 21.04.2022):
Conda (📥 42K · ⏱️ 02.10.2022):
conda install -c conda-forge botorch
Ax (🥇33 · ⭐ 1.9K) - Adaptive Experimentation Platform. MIT
GitHub (👨💻 130 · 🔀 220 · 📦 340 · 📋 450 - 7% open · ⏱️ 05.10.2022):
git clone https://github.com/facebook/Ax
PyPi (📥 120K / month · 📦 15 · ⏱️ 26.04.2022):
Conda (📥 3.7K · ⏱️ 16.09.2022):
conda install -c conda-forge ax-platform
Hyperopt (🥈32 · ⭐ 6.4K · 💤) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
GitHub (👨💻 93 · 🔀 1K · 📦 7.7K · 📋 620 - 62% open · ⏱️ 29.11.2021):
git clone https://github.com/hyperopt/hyperopt
PyPi (📥 1.7M / month · 📦 430 · ⏱️ 17.11.2021):
Conda (📥 550K · ⏱️ 30.04.2022):
conda install -c conda-forge hyperopt
Bayesian Optimization (🥈32 · ⭐ 6.3K) - A Python implementation of global optimization with.. MIT
scikit-optimize (🥈32 · ⭐ 2.4K · 💤) - Sequential model-based optimization with a.. BSD-3
GitHub (👨💻 76 · 🔀 450 · 📦 3.2K · 📋 650 - 40% open · ⏱️ 12.10.2021):
git clone https://github.com/scikit-optimize/scikit-optimize
PyPi (📥 720K / month · 📦 210 · ⏱️ 12.10.2021):
pip install scikit-optimize
Conda (📥 580K · ⏱️ 15.12.2021):
conda install -c conda-forge scikit-optimize
AutoGluon (🥈31 · ⭐ 4.9K) - AutoGluon: AutoML for Image, Text, and Tabular Data. Apache-2
nevergrad (🥈27 · ⭐ 3.4K) - A Python toolbox for performing gradient-free optimization. MIT
GitHub (👨💻 49 · 🔀 320 · 📦 380 · 📋 260 - 39% open · ⏱️ 10.08.2022):
git clone https://github.com/facebookresearch/nevergrad
PyPi (📥 32K / month · 📦 20 · ⏱️ 08.03.2022):
Conda (📥 32K · ⏱️ 14.06.2021):
conda install -c conda-forge nevergrad
Hyperas (🥈27 · ⭐ 2.1K · 💤) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
mljar-supervised (🥈26 · ⭐ 2.3K) - Python package for AutoML on Tabular Data with Feature.. MIT
GitHub (👨💻 19 · 🔀 300 · 📦 52 · 📋 500 - 20% open · ⏱️ 16.08.2022):
git clone https://github.com/mljar/mljar-supervised
PyPi (📥 6.6K / month · 📦 2 · ⏱️ 02.03.2022):
pip install mljar-supervised
Conda (📥 4.6K · ⏱️ 17.08.2022):
conda install -c conda-forge mljar-supervised
Talos (🥈25 · ⭐ 1.6K) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
Neuraxle (🥈24 · ⭐ 540) - The worlds cleanest AutoML library - Do hyperparameter tuning with.. Apache-2
lazypredict (🥈24 · ⭐ 430) - Lazy Predict help build a lot of basic models without much code.. MIT
GitHub (👨💻 18 · 🔀 74 · 📦 340 · 📋 71 - 50% open · ⏱️ 28.09.2022):
git clone https://github.com/shankarpandala/lazypredict
PyPi (📥 6.3K / month · ⏱️ 17.02.2021):
Conda (📥 900 · ⏱️ 29.09.2022):
conda install -c conda-forge lazypredict
FEDOT (🥉23 · ⭐ 450) - Automated modeling and machine learning framework FEDOT. BSD-3
HpBandSter (🥉22 · ⭐ 550) - a distributed Hyperband implementation on Steroids. BSD-3
GitHub (👨💻 11 · 🔀 110 · 📦 250 · 📋 92 - 61% open · ⏱️ 22.04.2022):
git clone https://github.com/automl/HpBandSter
PyPi (📥 16K / month · 📦 10 · ⏱️ 06.11.2018):
Conda (📥 3.3K · ⏱️ 11.12.2020):
conda install -c conda-forge hpbandster
Dragonfly (🥉21 · ⭐ 700 · 📈) - An open source python library for scalable Bayesian optimisation. MIT
Hyperactive (🥉21 · ⭐ 410) - An optimization and data collection toolbox for convenient and fast.. MIT
Auto ViML (🥉19 · ⭐ 370) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
igel (🥉18 · ⭐ 3K · 💤) - a delightful machine learning tool that allows you to train, test, and use.. MIT
AlphaPy (🥉18 · ⭐ 810) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
opytimizer (🥉18 · ⭐ 530) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2
shap-hypetune (🥉16 · ⭐ 390) - A python package for simultaneous Hyperparameters Tuning and.. MIT
model_search (🥉11 · ⭐ 3.2K · 💤) - AutoML algorithms for model architecture search at scale. Apache-2
Show 24 hidden projects...
TPOT (🥈31 · ⭐ 8.8K) - A Python Automated Machine Learning tool that optimizes machine.. ❗️LGPL-3.0
Orion (🥈27 · ⭐ 240) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
GPyOpt (🥈26 · ⭐ 830 · 💀) - Gaussian Process Optimization using GPy. BSD-3
SMAC3 (🥈25 · ⭐ 740) - Sequential Model-based Algorithm Configuration. ❗️BSD-1-Clause
AdaNet (🥈24 · ⭐ 3.4K · 💀) - Fast and flexible AutoML with learning guarantees. Apache-2
auto_ml (🥉23 · ⭐ 1.6K · 💀) - [UNMAINTAINED] Automated machine learning for analytics & production. MIT
MLBox (🥉23 · ⭐ 1.4K · 💀) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
featurewiz (🥉23 · ⭐ 290) - Use advanced feature engineering strategies and select best.. Apache-2
Test Tube (🥉22 · ⭐ 720 · 💀) - Python library to easily log experiments and parallelize.. MIT
optunity (🥉22 · ⭐ 400 · 💀) - optimization routines for hyperparameter tuning. BSD-3
lightwood (🥉22 · ⭐ 280) - Lightwood is Legos for Machine Learning. ❗️GPL-3.0
sklearn-deap (🥉20 · ⭐ 700 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
Auto Tune Models (🥉18 · ⭐ 520 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT
Sherpa (🥉18 · ⭐ 310 · 💀) - Hyperparameter optimization that enables researchers to.. ❗️GPL-3.0
Advisor (🥉17 · ⭐ 1.5K · 💀) - Open-source implementation of Google Vizier for hyper parameters.. Apache-2
Xcessiv (🥉17 · ⭐ 1.3K · 💀) - A web-based application for quick, scalable, and automated.. Apache-2
Parfit (🥉17 · ⭐ 200 · 💀) - A package for parallelizing the fit and flexibly scoring of.. MIT
HyperparameterHunter (🥉16 · ⭐ 690 · 💀) - Easy hyperparameter optimization and automatic result.. MIT
automl-gs (🥉15 · ⭐ 1.8K · 💀) - Provide an input CSV and a target field to predict, generate a.. MIT
ENAS (🥉13 · ⭐ 2.6K · 💀) - PyTorch implementation of Efficient Neural Architecture Search via.. Apache-2
Auptimizer (🥉13 · ⭐ 190 · 💀) - An automatic ML model optimization tool. ❗️GPL-3.0
Hypermax (🥉12 · ⭐ 100 · 💀) - Better, faster hyper-parameter optimization. BSD-3
Devol (🥉11 · ⭐ 940 · 💀) - Genetic neural architecture search with Keras. MIT
Hypertunity (🥉9 · ⭐ 120 · 💀) - A toolset for black-box hyperparameter optimisation. Apache-2
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (🥇42 · ⭐ 29K) - A toolkit for developing and comparing reinforcement learning.. MIT
GitHub (👨💻 380 · 🔀 8K · 📦 33K · 📋 1.7K - 1% open · ⏱️ 04.10.2022):
git clone https://github.com/openai/gym
PyPi (📥 1.1M / month · 📦 2.5K · ⏱️ 07.06.2022):
Conda (📥 150K · ⏱️ 10.07.2022):
conda install -c conda-forge gym
TF-Agents (🥇35 · ⭐ 2.4K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
Dopamine (🥇30 · ⭐ 9.9K) - Dopamine is a research framework for fast prototyping of.. Apache-2
FinRL (🥇30 · ⭐ 6.1K) - FinRL: Financial Reinforcement Learning. MIT
Acme (🥈29 · ⭐ 2.9K) - A library of reinforcement learning components and agents. Apache-2
GitHub (👨💻 79 · 🔀 360 · 📦 100 · 📋 230 - 16% open · ⏱️ 06.10.2022):
git clone https://github.com/deepmind/acme
PyPi (📥 4.9K / month · 📦 2 · ⏱️ 10.02.2022):
Conda (📥 4.3K · ⏱️ 09.12.2021):
conda install -c conda-forge dm-acme
ViZDoom (🥈28 · ⭐ 1.4K) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT
TensorLayer (🥈27 · ⭐ 7.1K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
PARL (🥈27 · ⭐ 2.8K) - A high-performance distributed training framework for Reinforcement.. Apache-2
garage (🥉26 · ⭐ 1.5K) - A toolkit for reproducible reinforcement learning research. MIT
Stable Baselines (🥉24 · ⭐ 3.6K) - A fork of OpenAI Baselines, implementations of reinforcement.. MIT
TensorForce (🥉23 · ⭐ 3.2K · 💤) - Tensorforce: a TensorFlow library for applied.. Apache-2
ReAgent (🥉22 · ⭐ 3.3K) - A platform for Reasoning systems (Reinforcement Learning,.. BSD-3
RLax (🥉22 · ⭐ 920) - A library of reinforcement learning building blocks in JAX. Apache-2
PFRL (🥉20 · ⭐ 920) - PFRL: a PyTorch-based deep reinforcement learning library. MIT
rliable (🥉13 · ⭐ 490) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2
Show 8 hidden projects...
baselines (🥈29 · ⭐ 13K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
keras-rl (🥈28 · ⭐ 5.3K · 💀) - Deep Reinforcement Learning for Keras. MIT
ChainerRL (🥉23 · ⭐ 1.1K · 💀) - ChainerRL is a deep reinforcement learning library built on top of.. MIT
TRFL (🥉22 · ⭐ 3.1K · 💀) - TensorFlow Reinforcement Learning. Apache-2
Coach (🥉21 · ⭐ 2.2K · 💀) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
SerpentAI (🥉18 · ⭐ 6.3K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
DeepMind Lab (🥉17 · ⭐ 6.7K) - A customisable 3D platform for agent-based AI research. ❗Unlicensed
Maze (🥉12 · ⭐ 220 · 💤) - Maze Applied Reinforcement Learning Framework. ❗️Custom
Libraries for building and evaluating recommendation systems.
Recommenders (🥇33 · ⭐ 14K) - Best Practices on Recommendation Systems. MIT
scikit-surprise (🥇31 · ⭐ 5.5K) - A Python scikit for building and analyzing recommender.. BSD-3
GitHub (👨💻 43 · 🔀 950 · 📋 370 - 18% open · ⏱️ 23.09.2022):
git clone https://github.com/NicolasHug/Surprise
PyPi (📥 100K / month · 📦 49 · ⏱️ 19.07.2020):
pip install scikit-surprise
Conda (📥 260K · ⏱️ 23.09.2022):
conda install -c conda-forge scikit-surprise
implicit (🥇31 · ⭐ 3K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
GitHub (👨💻 32 · 🔀 560 · 📥 160 · 📦 680 · 📋 430 - 16% open · ⏱️ 27.09.2022):
git clone https://github.com/benfred/implicit
PyPi (📥 160K / month · 📦 32 · ⏱️ 29.01.2022):
Conda (📥 400K · ⏱️ 29.01.2022):
conda install -c conda-forge implicit
TF Recommenders (🥈30 · ⭐ 1.5K) - TensorFlow Recommenders is a library for building.. Apache-2
lightfm (🥈28 · ⭐ 4.1K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
GitHub (👨💻 44 · 🔀 650 · 📦 820 · 📋 470 - 25% open · ⏱️ 19.07.2022):
git clone https://github.com/lyst/lightfm
PyPi (📥 310K / month · 📦 45 · ⏱️ 27.11.2020):
Conda (📥 130K · ⏱️ 09.03.2022):
conda install -c conda-forge lightfm
RecBole (🥈28 · ⭐ 2.1K · 📈) - A unified, comprehensive and efficient recommendation library. MIT
GitHub (👨💻 51 · 🔀 400 · 📋 500 - 14% open · ⏱️ 06.10.2022):
git clone https://github.com/RUCAIBox/RecBole
PyPi (📥 3.5K / month · 📦 1 · ⏱️ 25.02.2022):
Conda (📥 2.1K · ⏱️ 05.10.2022):
conda install -c aibox recbole
TF Ranking (🥈27 · ⭐ 2.5K) - Learning to Rank in TensorFlow. Apache-2
torchrec (🥉24 · ⭐ 1.2K) - Pytorch domain library for recommendation systems. BSD-3
Cornac (🥉23 · ⭐ 640) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
GitHub (👨💻 15 · 🔀 110 · 📦 120 · 📋 110 - 14% open · ⏱️ 22.07.2022):
git clone https://github.com/PreferredAI/cornac
PyPi (📥 38K / month · 📦 15 · ⏱️ 19.02.2022):
Conda (📥 250K · ⏱️ 30.08.2022):
conda install -c conda-forge cornac
recmetrics (🥉18 · ⭐ 430) - A library of metrics for evaluating recommender systems. MIT
Case Recommender (🥉18 · ⭐ 420 · 💤) - Case Recommender: A Flexible and Extensible Python.. MIT
Show 6 hidden projects...
tensorrec (🥉21 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
fastFM (🥉21 · ⭐ 1K · 💀) - fastFM: A Library for Factorization Machines. BSD-3
lkpy (🥉21 · ⭐ 210) - Python recommendation toolkit. MIT
Collie (🥉19 · ⭐ 94) - A library for preparing, training, and evaluating scalable deep.. BSD-3
Spotlight (🥉18 · ⭐ 2.8K · 💀) - Deep recommender models using PyTorch. MIT
OpenRec (🥉15 · ⭐ 400 · 💀) - OpenRec is an open-source and modular library for neural network-.. Apache-2
Libraries for encrypted and privacy-preserving machine learning using methods like federated learning & differential privacy.
PySyft (🥇36 · ⭐ 8.4K) - Data science on data without acquiring a copy. Apache-2
Opacus (🥈29 · ⭐ 1.3K) - Training PyTorch models with differential privacy. Apache-2
GitHub (👨💻 58 · 🔀 230 · 📥 51 · 📦 140 · 📋 210 - 21% open · ⏱️ 29.09.2022):
git clone https://github.com/pytorch/opacus
PyPi (📥 17K / month · 📦 11 · ⏱️ 06.05.2022):
Conda (📥 4.6K · ⏱️ 09.09.2022):
conda install -c conda-forge opacus
FATE (🥈27 · ⭐ 4.5K) - An Industrial Grade Federated Learning Framework. Apache-2
TensorFlow Privacy (🥉26 · ⭐ 1.7K) - Library for training machine learning models with.. Apache-2
TFEncrypted (🥉24 · ⭐ 1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
CrypTen (🥉22 · ⭐ 1.1K) - A framework for Privacy Preserving Machine Learning. MIT
Show 1 hidden projects...
PipelineDP (🥉22 · ⭐ 230) - PipelineDP is a Python framework for applying differentially.. Apache-2
Workflow & Experiment Tracking
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (🥇43 · ⭐ 6K) - TensorFlows Visualization Toolkit. Apache-2
GitHub (👨💻 290 · 🔀 1.5K · 📦 130K · 📋 1.7K - 34% open · ⏱️ 05.10.2022):
git clone https://github.com/tensorflow/tensorboard
PyPi (📥 17M / month · 📦 2.4K · ⏱️ 08.06.2022):
Conda (📥 3.3M · ⏱️ 27.09.2022):
conda install -c conda-forge tensorboard
mlflow (🥇41 · ⭐ 13K) - Open source platform for the machine learning lifecycle. Apache-2
GitHub (👨💻 490 · 🔀 3K · 📋 2.7K - 36% open · ⏱️ 06.10.2022):
git clone https://github.com/mlflow/mlflow
PyPi (📥 14M / month · 📦 330 · ⏱️ 29.06.2022):
Conda (📥 910K · ⏱️ 20.09.2022):
conda install -c conda-forge mlflow
DVC (🥇37 · ⭐ 10K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
GitHub (👨💻 270 · 🔀 980 · 📥 130K · 📋 3.9K - 16% open · ⏱️ 06.10.2022):
git clone https://github.com/iterative/dvc
PyPi (📥 2.2M / month · 📦 47 · ⏱️ 05.07.2022):
Conda (📥 1.2M · ⏱️ 30.09.2022):
conda install -c conda-forge dvc
PyCaret (🥇37 · ⭐ 6.4K) - An open-source, low-code machine learning library in Python. MIT
GitHub (👨💻 100 · 🔀 1.4K · 📥 610 · 📦 2.6K · 📋 1.8K - 16% open · ⏱️ 04.10.2022):
git clone https://github.com/pycaret/pycaret
PyPi (📥 920K / month · 📦 13 · ⏱️ 06.06.2022):
Conda (📥 20K · ⏱️ 18.04.2022):
conda install -c conda-forge pycaret
wandb client (🥇37 · ⭐ 4.8K) - A tool for visualizing and tracking your machine learning.. MIT
GitHub (👨💻 130 · 🔀 370 · 📦 12K · 📋 2K - 25% open · ⏱️ 05.10.2022):
git clone https://github.com/wandb/client
PyPi (📥 1.8M / month · 📦 270 · ⏱️ 05.07.2022):
Conda (📥 100K · ⏱️ 06.08.2022):
conda install -c conda-forge wandb
SageMaker SDK (🥇37 · ⭐ 1.7K) - A library for training and deploying machine learning.. Apache-2
GitHub (👨💻 280 · 🔀 860 · 📦 1.7K · 📋 1.1K - 36% open · ⏱️ 05.10.2022):
git clone https://github.com/aws/sagemaker-python-sdk
PyPi (📥 7.5M / month · 📦 52 · ⏱️ 05.07.2022):
Conda (📥 410K · ⏱️ 09.09.2022):
conda install -c conda-forge sagemaker-python-sdk
AzureML SDK (🥈35 · ⭐ 3.5K) - Python notebooks with ML and deep learning examples with Azure.. MIT
tensorboardX (🥈34 · ⭐ 7.4K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
GitHub (👨💻 73 · 🔀 870 · 📥 350 · 📦 22K · 📋 440 - 16% open · ⏱️ 04.09.2022):
git clone https://github.com/lanpa/tensorboardX
PyPi (📥 1.1M / month · 📦 890 · ⏱️ 05.06.2022):
Conda (📥 830K · ⏱️ 07.06.2022):
conda install -c conda-forge tensorboardx
snakemake (🥈34 · ⭐ 1.5K) - This is the development home of the workflow management system.. MIT
GitHub (👨💻 270 · 🔀 380 · 📦 1.2K · 📋 1.1K - 60% open · ⏱️ 04.10.2022):
git clone https://github.com/snakemake/snakemake
PyPi (📥 57K / month · 📦 210 · ⏱️ 30.06.2022):
Conda (📥 540K · ⏱️ 05.10.2022):
conda install -c bioconda snakemake
ClearML (🥈33 · ⭐ 3.6K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2
GitHub (👨💻 53 · 🔀 490 · 📥 530 · 📦 320 · 📋 640 - 44% open · ⏱️ 03.10.2022):
git clone https://github.com/allegroai/clearml
PyPi (📥 77K / month · 📦 8 · ⏱️ 04.07.2022):
Docker Hub (📥 30K · ⏱️ 05.10.2020):
docker pull allegroai/trains
VisualDL (🥈32 · ⭐ 4.4K) - Deep Learning Visualization Toolkit. Apache-2
Metaflow (🥈31 · ⭐ 6K) - Build and manage real-life data science projects with ease!. Apache-2
GitHub (👨💻 55 · 🔀 540 · 📦 320 · 📋 470 - 49% open · ⏱️ 01.10.2022):
git clone https://github.com/Netflix/metaflow
PyPi (📥 56K / month · 📦 9 · ⏱️ 17.06.2022):
Conda (📥 74K · ⏱️ 17.09.2022):
conda install -c conda-forge metaflow
aim (🥈31 · ⭐ 2.8K) - Aim easy-to-use and performant open-source ML experiment tracker. Apache-2
GitHub (👨💻 44 · 🔀 170 · 📦 110 · 📋 690 - 25% open · ⏱️ 06.10.2022):
git clone https://github.com/aimhubio/aim
PyPi (📥 30K / month · 📦 5 · ⏱️ 07.07.2022):
Conda (📥 17K · ⏱️ 15.10.2021):
conda install -c conda-forge aim
sacred (🥈30 · ⭐ 3.9K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
GitHub (👨💻 100 · 🔀 350 · 📦 1.6K · 📋 540 - 16% open · ⏱️ 09.09.2022):
git clone https://github.com/IDSIA/sacred
PyPi (📥 44K / month · 📦 100 · ⏱️ 14.12.2020):
Conda (📥 1.5K · ⏱️ 14.11.2021):
conda install -c conda-forge sacred
Neptune.ai (🥈30 · ⭐ 330) - Experiment tracking tool and model registry. Apache-2
GitHub (👨💻 33 · 🔀 30 · 📦 770 · 📋 180 - 15% open · ⏱️ 06.10.2022):
git clone https://github.com/neptune-ai/neptune-client
PyPi (📥 520K / month · 📦 28 · ⏱️ 01.07.2022):
pip install neptune-client
Conda (📥 110K · ⏱️ 27.09.2022):
conda install -c conda-forge neptune-client
Catalyst (🥈28 · ⭐ 3K) - Accelerated deep learning R&D. Apache-2
Guild AI (🥈28 · ⭐ 740) - Experiment tracking, ML developer tools. Apache-2
ml-metadata (🥈28 · ⭐ 500) - For recording and retrieving metadata associated with ML.. Apache-2
TNT (🥉27 · ⭐ 1.4K) - A lightweight library for PyTorch training tools and utilities. BSD-3
livelossplot (🥉26 · ⭐ 1.2K · 📉) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
Labml (🥉25 · ⭐ 1.2K) - Monitor deep learning model training and hardware usage from your mobile.. MIT
lore (🥉21 · ⭐ 1.5K) - Lore makes machine learning approachable for Software Engineers and.. MIT
keepsake (🥉18 · ⭐ 1.6K) - Version control for machine learning. Apache-2
Show 16 hidden projects...
kaggle (🥈28 · ⭐ 5K · 💀) - Official Kaggle API. Apache-2
SKLL (🥉25 · ⭐ 530) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine.. ❗️BSD-1-Clause
knockknock (🥉24 · ⭐ 2.5K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
gokart (🥉22 · ⭐ 260) - Gokart solves reproducibility, task dependencies, constraints of good code,.. MIT
TensorWatch (🥉21 · ⭐ 3.2K · 💀) - Debugging, monitoring and visualization for Python Machine.. MIT
hiddenlayer (🥉21 · ⭐ 1.6K · 💀) - Neural network graphs and training metrics for.. MIT
Studio.ml (🥉21 · ⭐ 380 · 💀) - Studio: Simplify and expedite model building process. Apache-2
quinn (🥉21 · ⭐ 360 · 💀) - pyspark methods to enhance developer productivity. Apache-2
TensorBoard Logger (🥉20 · ⭐ 620 · 💀) - Log TensorBoard events without touching TensorFlow. MIT
MXBoard (🥉19 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2
datmo (🥉17 · ⭐ 340 · 💀) - Open source production model management tool for data scientists. MIT
chitra (🥉16 · ⭐ 200) - A multi-functional library for full-stack Deep Learning. Simplifies.. Apache-2
steppy (🥉16 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT
caliban (🥉14 · ⭐ 440 · 💀) - Research workflows made easy, locally and in the Cloud. Apache-2
ModelChimp (🥉13 · ⭐ 120 · 💀) - Experiment tracking for machine and deep learning projects. BSD-2
traintool (🥉9 · ⭐ 10 · 💀) - Train off-the-shelf machine learning models in one.. Apache-2
Model Serialization & Deployment
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
onnx (🥇41 · ⭐ 13K) - Open standard for machine learning interoperability. Apache-2
GitHub (👨💻 260 · 🔀 3K · 📥 18K · 📦 8.6K · 📋 2.2K - 14% open · ⏱️ 05.10.2022):
git clone https://github.com/onnx/onnx
PyPi (📥 1.7M / month · 📦 390 · ⏱️ 18.06.2022):
Conda (📥 530K · ⏱️ 26.09.2022):
conda install -c conda-forge onnx
Core ML Tools (🥇31 · ⭐ 2.9K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
GitHub (👨💻 140 · 🔀 460 · 📥 4.5K · 📦 1.1K · 📋 1K - 22% open · ⏱️ 04.10.2022):
git clone https://github.com/apple/coremltools
PyPi (📥 100K / month · 📦 150 · ⏱️ 07.06.2022):
Conda (📥 38K · ⏱️ 15.10.2021):
conda install -c conda-forge coremltools
huggingface_hub (🥇31 · ⭐ 560) - All the open source things related to the Hugging Face Hub. Apache-2
GitHub (👨💻 73 · 🔀 130 · 📋 320 - 26% open · ⏱️ 30.09.2022):
git clone https://github.com/huggingface/huggingface_hub
PyPi (📥 5.8M / month · 📦 87 · ⏱️ 21.06.2022):
pip install huggingface_hub
Conda (📥 410K · ⏱️ 28.09.2022):
conda install -c conda-forge huggingface_hub
triton (🥈30 · ⭐ 4.1K) - Development repository for the Triton language and compiler. MIT
BentoML (🥈30 · ⭐ 4K) - Unified Model Serving Framework. Apache-2
TorchServe (🥈29 · ⭐ 2.9K) - Serve, optimize and scale PyTorch models in production. Apache-2
GitHub (👨💻 130 · 🔀 610 · 📥 2.2K · 📋 1K - 16% open · ⏱️ 05.10.2022):
git clone https://github.com/pytorch/serve
PyPi (📥 16K / month · 📦 9 · ⏱️ 13.05.2022):
Conda (📥 42K · ⏱️ 13.05.2022):
conda install -c pytorch torchserve
Docker Hub (📥 1M · ⭐ 16 · ⏱️ 19.07.2022):
docker pull pytorch/torchserve
Hummingbird (🥈28 · ⭐ 3K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
GitHub (👨💻 35 · 🔀 250 · 📥 190 · 📦 44 · 📋 260 - 16% open · ⏱️ 05.10.2022):
git clone https://github.com/microsoft/hummingbird
PyPi (📥 4.6K / month · ⏱️ 25.04.2022):
pip install hummingbird-ml
Conda (📥 15K · ⏱️ 05.08.2022):
conda install -c conda-forge hummingbird-ml
m2cgen (🥈27 · ⭐ 2.2K) - Transform ML models into a native code (Java, C, Python, Go, JavaScript,.. MIT
cortex (🥉25 · ⭐ 7.8K) - Production infrastructure for machine learning at scale. Apache-2
mmdnn (🥉25 · ⭐ 5.6K) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
hls4ml (🥉25 · ⭐ 710) - Machine learning on FPGAs using HLS. Apache-2
GitHub (👨💻 46 · 🔀 270 · 📦 9 · 📋 330 - 43% open · ⏱️ 04.10.2022):
git clone https://github.com/fastmachinelearning/hls4ml
PyPi (📥 490 / month · ⏱️ 12.11.2021):
Conda (📥 4.2K · ⏱️ 12.11.2021):
conda install -c conda-forge hls4ml
sklearn-porter (🥉23 · ⭐ 1.2K) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
nebullvm (🥉20 · ⭐ 1.4K) - Accelerate AI models inference leveraging best-of-breed.. Apache-2
Show 7 hidden projects...
Larq Compute Engine (🥉20 · ⭐ 210) - Highly optimized inference engine for Binarized.. Apache-2
OMLT (🥉20 · ⭐ 160) - Represent trained machine learning models as Pyomo optimization formulations. BSD-3
pytorch2keras (🥉19 · ⭐ 810 · 💀) - PyTorch to Keras model convertor. MIT
tfdeploy (🥉16 · ⭐ 350 · 💀) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
modelkit (🥉15 · ⭐ 140) - Toolkit for developing and maintaining ML models. MIT
backprop (🥉13 · ⭐ 230 · 💀) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
ml-ane-transformers (🥉10 · ⭐ 470 · 🐣) - Reference implementation of the Transformer.. ❗Unlicensed
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (🥇39 · ⭐ 18K) - A game theoretic approach to explain the output of any machine learning model. MIT
GitHub (👨💻 200 · 🔀 2.6K · 📦 6.8K · 📋 2.1K - 69% open · ⏱️ 16.06.2022):
git clone https://github.com/slundberg/shap
PyPi (📥 3.8M / month · 📦 280 · ⏱️ 16.06.2022):
Conda (📥 1.5M · ⏱️ 20.06.2022):
conda install -c conda-forge shap
Netron (🥇34 · ⭐ 20K) - Visualizer for neural network, deep learning, and machine.. MIT
arviz (🥇34 · ⭐ 1.3K) - Exploratory analysis of Bayesian models with Python. Apache-2
GitHub (👨💻 130 · 🔀 300 · 📥 110 · 📦 2.8K · 📋 770 - 21% open · ⏱️ 06.10.2022):
git clone https://github.com/arviz-devs/arviz
PyPi (📥 650K / month · 📦 100 · ⏱️ 13.05.2022):
Conda (📥 880K · ⏱️ 13.07.2022):
conda install -c conda-forge arviz
InterpretML (🥇32 · ⭐ 5K) - Fit interpretable models. Explain blackbox machine learning. MIT
Model Analysis (🥇31 · ⭐ 1.2K) - Model analysis tools for TensorFlow. Apache-2
yellowbrick (🥈30 · ⭐ 3.7K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
GitHub (👨💻 110 · 🔀 520 · 📋 680 - 12% open · ⏱️ 21.08.2022):
git clone https://github.com/DistrictDataLabs/yellowbrick
PyPi (📥 1M / month · 📦 67 · ⏱️ 19.02.2022):
Conda (📥 40K · ⏱️ 22.08.2022):
conda install -c conda-forge yellowbrick
Captum (🥈30 · ⭐ 3.5K · 📈) - Model interpretability and understanding for PyTorch. BSD-3
GitHub (👨💻 91 · 🔀 370 · 📦 710 · 📋 420 - 30% open · ⏱️ 03.10.2022):
git clone https://github.com/pytorch/captum
PyPi (📥 53K / month · 📦 23 · ⏱️ 03.03.2022):
Conda (📥 3.4K · ⏱️ 04.03.2022):
conda install -c conda-forge captum
dtreeviz (🥈30 · ⭐ 2.2K) - A python library for decision tree visualization and model interpretation. MIT
GitHub (👨💻 21 · 🔀 280 · 📦 490 · 📋 130 - 21% open · ⏱️ 28.09.2022):
git clone https://github.com/parrt/dtreeviz
PyPi (📥 140K / month · 📦 14 · ⏱️ 29.04.2022):
Conda (📥 24K · ⏱️ 07.07.2022):
conda install -c conda-forge dtreeviz
shapash (🥈30 · ⭐ 2K) - Shapash makes Machine Learning models transparent and.. Apache-2
Alibi (🥈30 · ⭐ 1.8K) - Algorithms for explaining machine learning models. Apache-2
DoWhy (🥈28 · ⭐ 5.3K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
GitHub (👨💻 62 · 🔀 720 · 📥 31 · 📋 280 - 34% open · ⏱️ 05.10.2022):
git clone https://github.com/py-why/dowhy
PyPi (📥 100K / month · 📦 5 · ⏱️ 20.03.2022):
Conda (📥 9.3K · ⏱️ 19.07.2022):
conda install -c conda-forge dowhy
fairlearn (🥈28 · ⭐ 1.4K) - A Python package to assess and improve fairness of machine.. MIT
GitHub (👨💻 68 · 🔀 320 · 📋 390 - 43% open · ⏱️ 06.10.2022):
git clone https://github.com/fairlearn/fairlearn
PyPi (📥 140K / month · 📦 13 · ⏱️ 07.07.2021):
Conda (📥 21K · ⏱️ 07.07.2021):
conda install -c conda-forge fairlearn
evaluate (🥈28 · ⭐ 900) - A library for easily evaluating machine learning models and datasets. Apache-2
responsible-ai-widgets (🥈28 · ⭐ 570) - This project provides responsible AI user interfaces.. MIT
Fairness 360 (🥈27 · ⭐ 1.8K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
GitHub (👨💻 62 · 🔀 620 · 📦 180 · 📋 220 - 63% open · ⏱️ 21.09.2022):
git clone https://github.com/Trusted-AI/AIF360
PyPi (📥 6.4K / month · 📦 10 · ⏱️ 04.03.2021):
Conda (📥 3.6K · ⏱️ 04.09.2022):
conda install -c conda-forge aif360
explainerdashboard (🥈27 · ⭐ 1.3K) - Quickly build Explainable AI dashboards that show the inner.. MIT
GitHub (👨💻 15 · 🔀 180 · 📦 170 · 📋 180 - 8% open · ⏱️ 16.06.2022):
git clone https://github.com/oegedijk/explainerdashboard
PyPi (📥 110K / month · 📦 4 · ⏱️ 15.06.2022):
pip install explainerdashboard
Conda (📥 23K · ⏱️ 15.02.2022):
conda install -c conda-forge explainerdashboard
Explainability 360 (🥈27 · ⭐ 1.2K · 📈) - Interpretability and explainability of data and.. Apache-2
CausalNex (🥉25 · ⭐ 1.7K) - A Python library that helps data scientists to infer.. Apache-2
checklist (🥉24 · ⭐ 1.8K) - Beyond Accuracy: Behavioral Testing of NLP models with CheckList. MIT
GitHub (👨💻 13 · 🔀 170 · 📦 160 · 📋 93 - 12% open · ⏱️ 12.08.2022):
git clone https://github.com/marcotcr/checklist
PyPi (📥 8.5K / month · 📦 3 · ⏱️ 24.05.2021):
Conda (📥 4.2K · ⏱️ 15.07.2021):
conda install -c conda-forge checklist
keract (🥉24 · ⭐ 990) - Layers Outputs and Gradients in Keras. Made easy. MIT
imodels (🥉24 · ⭐ 920) - Interpretable ML package for concise, transparent, and accurate predictive.. MIT
sklearn-evaluation (🥉24 · ⭐ 340) - Machine learning model evaluation made easy: plots,.. MIT
LIT (🥉23 · ⭐ 3K · 💤) - The Language Interpretability Tool: Interactively analyze NLP models.. Apache-2
GitHub (👨💻 18 · 🔀 310 · 📦 11 · 📋 130 - 47% open · ⏱️ 15.03.2022):
git clone https://github.com/PAIR-code/lit
PyPi (📥 1K / month · ⏱️ 21.12.2021):
Conda (📥 45K · ⏱️ 09.11.2021):
conda install -c conda-forge lit-nlp
What-If Tool (🥉22 · ⭐ 750 · 💤) - Source code/webpage/demos for the What-If Tool. Apache-2
GitHub (👨💻 20 · 🔀 140 · 📋 110 - 52% open · ⏱️ 05.01.2022):
git clone https://github.com/PAIR-code/what-if-tool
PyPi (📥 10K / month · 📦 3 · ⏱️ 12.10.2021):
Conda (📥 1.3M · ⏱️ 06.01.2022):
conda install -c conda-forge tensorboard-plugin-wit
npm (📥 4.7K / month · ⏱️ 12.10.2021):
iNNvestigate (🥉21 · ⭐ 1K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
tf-explain (🥉21 · ⭐ 950) - Interpretability Methods for tf.keras models with Tensorflow 2.x. MIT
DiCE (🥉21 · ⭐ 930) - Generate Diverse Counterfactual Explanations for any machine.. MIT
deeplift (🥉21 · ⭐ 670 · 💤) - Public facing deeplift repo. MIT
ecco (🥉19 · ⭐ 1.5K · 💤) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
GitHub (👨💻 10 · 🔀 98 · 📥 21 · 📦 10 · 📋 38 - 39% open · ⏱️ 18.01.2022):
git clone https://github.com/jalammar/ecco
PyPi (📥 580 / month · 📦 1 · ⏱️ 09.01.2022):
Conda (📥 2K · ⏱️ 10.01.2022):
conda install -c conda-forge ecco
model-card-toolkit (🥉18 · ⭐ 310) - a tool that leverages rich metadata and lineage.. Apache-2
XAI (🥉16 · ⭐ 850 · 💤) - XAI - An eXplainability toolbox for machine learning. MIT
LOFO (🥉16 · ⭐ 530) - Leave One Feature Out Importance. MIT
Anchor (🥉15 · ⭐ 720) - Code for High-Precision Model-Agnostic Explanations paper. BSD-2
ExplainX.ai (🥉15 · ⭐ 320) - Explainable AI framework for data scientists. Explain & debug any.. MIT
interpret-text (🥉13 · ⭐ 340 · 💤) - A library that incorporates state-of-the-art explainers.. MIT
Show 19 hidden projects...
Lime (🥇33 · ⭐ 10K · 💀) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
pyLDAvis (🥇31 · ⭐ 1.6K · 💀) - Python library for interactive topic model visualization... BSD-3
eli5 (🥈28 · ⭐ 2.6K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
scikit-plot (🥈27 · ⭐ 2.2K · 💀) - An intuitive library to add plotting functionality to.. MIT
Deep Checks (🥈27 · ⭐ 2.1K) - Test Suites for Validating ML Models & Data. Deepchecks is a.. ❗️AGPL-3.0
Lucid (🥉26 · ⭐ 4.4K · 💀) - A collection of infrastructure and tools for research in.. Apache-2
keras-vis (🥉25 · ⭐ 2.9K · 💀) - Neural network visualization toolkit for keras. MIT
DALEX (🥉24 · ⭐ 1.1K) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
TreeInterpreter (🥉22 · ⭐ 720 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
random-forest-importances (🥉22 · ⭐ 520 · 💀) - Code to compute permutation and drop-column.. MIT
aequitas (🥉22 · ⭐ 500 · 💀) - Bias and Fairness Audit Toolkit. MIT
Skater (🥉21 · ⭐ 1K · 💤) - Python Library for Model Interpretation/Explanations. ❗️UPL-1.0
tcav (🥉19 · ⭐ 540 · 💀) - Code for the TCAV ML interpretability project. Apache-2
fairness-indicators (🥉19 · ⭐ 280) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
Quantus (🥉19 · ⭐ 240) - Quantus is an eXplainable AI toolkit for responsible.. ❗️CC-BY-NC-SA-3.0
FlashTorch (🥉17 · ⭐ 680 · 💀) - Visualization toolkit for neural networks in PyTorch! Demo --. MIT
Attribution Priors (🥉12 · ⭐ 100 · 💀) - Tools for training explainable models using.. MIT
contextual-ai (🥉12 · ⭐ 81 · 💤) - Contextual AI adds explainability to different stages of.. Apache-2
bias-detector (🥉11 · ⭐ 40) - Bias Detector is a python package for detecting bias in machine.. MIT
Vector Similarity Search (ANN)
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
🔗 ANN Benchmarks ( ⭐ 3.1K) - Benchmarks of approximate nearest neighbor libraries in Python.
Milvus (🥇38 · ⭐ 14K) - Vector database for scalable similarity search and AI applications. Apache-2
GitHub (👨💻 220 · 🔀 1.8K · 📥 47K · 📦 1 · 📋 6.1K - 6% open · ⏱️ 06.10.2022):
git clone https://github.com/milvus-io/milvus
PyPi (📥 180K / month · 📦 17 · ⏱️ 02.04.2022):
Docker Hub (📥 1.6M · ⭐ 22 · ⏱️ 06.10.2022):
docker pull milvusdb/milvus
Faiss (🥇36 · ⭐ 18K) - A library for efficient similarity search and clustering of dense vectors. MIT
GitHub (👨💻 110 · 🔀 2.7K · 📦 740 · 📋 1.9K - 10% open · ⏱️ 04.10.2022):
git clone https://github.com/facebookresearch/faiss
PyPi (📥 180K / month · 📦 17 · ⏱️ 02.04.2022):
Conda (📥 510K · ⏱️ 14.09.2022):
conda install -c conda-forge faiss
Annoy (🥈33 · ⭐ 10K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
GitHub (👨💻 82 · 🔀 1K · 📦 2.3K · 📋 360 - 11% open · ⏱️ 08.08.2022):
git clone https://github.com/spotify/annoy
PyPi (📥 1.2M / month · 📦 240 · ⏱️ 18.09.2020):
Conda (📥 270K · ⏱️ 23.04.2022):
conda install -c conda-forge python-annoy
NMSLIB (🥈29 · ⭐ 2.9K) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
GitHub (👨💻 48 · 🔀 400 · 📦 680 · 📋 410 - 15% open · ⏱️ 31.05.2022):
git clone https://github.com/nmslib/nmslib
PyPi (📥 110K / month · 📦 52 · ⏱️ 03.02.2021):
Conda (📥 65K · ⏱️ 15.04.2022):
conda install -c conda-forge nmslib
hnswlib (🥈28 · ⭐ 2.2K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
GitHub (👨💻 56 · 🔀 410 · 📦 290 · 📋 280 - 53% open · ⏱️ 16.04.2022):
git clone https://github.com/nmslib/hnswlib
PyPi (📥 410K / month · 📦 28 · ⏱️ 14.02.2022):
Conda (📥 55K · ⏱️ 16.04.2022):
conda install -c conda-forge hnswlib
PyNNDescent (🥈28 · ⭐ 680) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
GitHub (👨💻 23 · 🔀 90 · 📦 2.1K · 📋 110 - 49% open · ⏱️ 17.09.2022):
git clone https://github.com/lmcinnes/pynndescent
PyPi (📥 710K / month · 📦 26 · ⏱️ 14.05.2022):
Conda (📥 930K · ⏱️ 15.05.2022):
conda install -c conda-forge pynndescent
NGT (🥉23 · ⭐ 940) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
Show 4 hidden projects...
Magnitude (🥉23 · ⭐ 1.5K · 💀) - A fast, efficient universal vector embedding utility package. MIT
NearPy (🥉21 · ⭐ 720 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
N2 (🥉19 · ⭐ 530 · 💀) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs.. Apache-2
PySparNN (🥉11 · ⭐ 900 · 💀) - Approximate Nearest Neighbor Search for Sparse Data in Python!. BSD-3
Probabilistics & Statistics
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 (🥇40 · ⭐ 7K) - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic.. Apache-2
GitHub (👨💻 420 · 🔀 1.7K · 📥 1.9K · 📦 760 · 📋 2.8K - 6% open · ⏱️ 05.10.2022):
git clone https://github.com/pymc-devs/pymc
PyPi (📥 350K / month · 📦 240 · ⏱️ 15.03.2022):
Conda (📥 450K · ⏱️ 20.05.2022):
conda install -c conda-forge pymc3
tensorflow-probability (🥇37 · ⭐ 3.8K) - Probabilistic reasoning and statistical analysis in.. Apache-2
GitHub (👨💻 460 · 🔀 1K · 📋 1.3K - 46% open · ⏱️ 06.10.2022):
git clone https://github.com/tensorflow/probability
PyPi (📥 1.2M / month · 📦 340 · ⏱️ 07.06.2022):
pip install tensorflow-probability
Conda (📥 75K · ⏱️ 08.08.2022):
conda install -c conda-forge tensorflow-probability
Pyro (🥇34 · ⭐ 7.6K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
GitHub (👨💻 130 · 🔀 930 · 📦 870 · 📋 1K - 22% open · ⏱️ 30.09.2022):
git clone https://github.com/pyro-ppl/pyro
PyPi (📥 410K / month · 📦 60 · ⏱️ 24.03.2022):
Conda (📥 23K · ⏱️ 07.09.2022):
conda install -c conda-forge pyro-ppl
GPyTorch (🥈33 · ⭐ 2.9K) - A highly efficient and modular implementation of Gaussian Processes.. MIT
GitHub (👨💻 110 · 🔀 440 · 📦 730 · 📋 1.2K - 26% open · ⏱️ 03.10.2022):
git clone https://github.com/cornellius-gp/gpytorch
PyPi (📥 220K / month · 📦 41 · ⏱️ 27.06.2022):
Conda (📥 53K · ⏱️ 08.09.2022):
conda install -c conda-forge gpytorch
hmmlearn (🥈31 · ⭐ 2.6K) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
GitHub (👨💻 41 · 🔀 700 · 📦 1.4K · 📋 400 - 14% open · ⏱️ 27.09.2022):
git clone https://github.com/hmmlearn/hmmlearn
PyPi (📥 93K / month · 📦 130 · ⏱️ 10.02.2022):
Conda (📥 140K · ⏱️ 27.09.2022):
conda install -c conda-forge hmmlearn
filterpy (🥈31 · ⭐ 2.4K) - Python Kalman filtering and optimal estimation library. Implements.. MIT
GitHub (👨💻 43 · 🔀 520 · 📦 1.7K · 📋 210 - 25% open · ⏱️ 22.08.2022):
git clone https://github.com/rlabbe/filterpy
PyPi (📥 1.1M / month · 📦 130 · ⏱️ 10.10.2018):
Conda (📥 150K · ⏱️ 05.05.2020):
conda install -c conda-forge filterpy
pgmpy (🥈31 · ⭐ 2.2K) - Python Library for learning (Structure and Parameter), inference.. MIT
GPflow (🥈31 · ⭐ 1.7K) - Gaussian processes in TensorFlow. Apache-2
GitHub (👨💻 79 · 🔀 430 · 📦 400 · 📋 800 - 16% open · ⏱️ 29.09.2022):
git clone https://github.com/GPflow/GPflow
PyPi (📥 35K / month · 📦 29 · ⏱️ 10.05.2022):
Conda (📥 16K · ⏱️ 24.05.2022):
conda install -c conda-forge gpflow
emcee (🥈31 · ⭐ 1.3K) - The Python ensemble sampling toolkit for affine-invariant MCMC. MIT
GitHub (👨💻 65 · 🔀 420 · 📦 1.5K · 📋 270 - 15% open · ⏱️ 27.09.2022):
git clone https://github.com/dfm/emcee
PyPi (📥 110K / month · 📦 310 · ⏱️ 10.05.2022):
Conda (📥 240K · ⏱️ 28.09.2022):
conda install -c conda-forge emcee
SALib (🥈31 · ⭐ 640) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT
GitHub (👨💻 38 · 🔀 190 · 📋 290 - 13% open · ⏱️ 02.10.2022):
git clone https://github.com/SALib/SALib
PyPi (📥 170K / month · 📦 63 · ⏱️ 22.06.2022):
Conda (📥 94K · ⏱️ 04.09.2021):
conda install -c conda-forge salib
pomegranate (🥉29 · ⭐ 3K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
GitHub (👨💻 66 · 🔀 540 · 📦 760 · 📋 680 - 9% open · ⏱️ 04.07.2022):
git clone https://github.com/jmschrei/pomegranate
PyPi (📥 80K / month · 📦 46 · ⏱️ 21.02.2022):
Conda (📥 100K · ⏱️ 19.09.2022):
conda install -c conda-forge pomegranate
pandas-ta (🥉29 · ⭐ 2.9K) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
GitHub (👨💻 45 · 🔀 640 · 📦 860 · 📋 440 - 17% open · ⏱️ 24.09.2022):
git clone https://github.com/twopirllc/pandas-ta
PyPi (📥 68K / month · 📦 19 · ⏱️ 28.07.2021):
Conda (📥 2.5K · ⏱️ 05.10.2021):
conda install -c conda-forge pandas-ta
patsy (🥉29 · ⭐ 860) - Describing statistical models in Python using symbolic formulas. BSD-2
GitHub (👨💻 17 · 🔀 94 · 📦 58K · 📋 140 - 50% open · ⏱️ 16.08.2022):
git clone https://github.com/pydata/patsy
PyPi (📥 8M / month · 📦 2.6K · ⏱️ 26.09.2021):
Conda (📥 5.9M · ⏱️ 26.09.2021):
conda install -c conda-forge patsy
bambi (🥉26 · ⭐ 830) - BAyesian Model-Building Interface (Bambi) in Python. MIT
GitHub (👨💻 26 · 🔀 92 · 📦 35 · 📋 280 - 19% open · ⏱️ 08.09.2022):
git clone https://github.com/bambinos/bambi
PyPi (📥 25K / month · 📦 3 · ⏱️ 06.06.2022):
Conda (📥 14K · ⏱️ 29.08.2022):
conda install -c conda-forge bambi
Orbit (🥉25 · ⭐ 1.5K) - A Python package for Bayesian forecasting with object-oriented design.. Apache-2
Baal (🥉19 · ⭐ 650) - Library to enable Bayesian active learning in your research or labeling.. Apache-2
GitHub (👨💻 18 · 🔀 62 · 📋 93 - 30% open · ⏱️ 05.10.2022):
git clone https://github.com/baal-org/baal
PyPi (📥 570 / month · 📦 1 · ⏱️ 03.05.2022):
Conda (📥 3.3K · ⏱️ 04.05.2022):
conda install -c conda-forge baal
Show 7 hidden projects...
pingouin (🥉29 · ⭐ 1.2K) - Statistical package in Python based on Pandas. ❗️GPL-3.0
Edward (🥉28 · ⭐ 4.7K · 💀) - A probabilistic programming language in TensorFlow. Deep.. Apache-2
PyStan (🥉27 · ⭐ 200) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
scikit-posthocs (🥉23 · ⭐ 260) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python. MIT
pyhsmm (🥉20 · ⭐ 520 · 💀) - Bayesian inference in HSMMs and HMMs. MIT
Funsor (🥉18 · ⭐ 200) - Functional tensors for probabilistic programming. Apache-2
ZhuSuan (🥉16 · ⭐ 2.1K · 💀) - A probabilistic programming library for Bayesian deep learning,.. MIT
Libraries for testing the robustness of machine learning models against attacks with adversarial/malicious examples.
ART (🥇34 · ⭐ 3.3K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
GitHub (👨💻 110 · 🔀 890 · 📦 260 · 📋 720 - 12% open · ⏱️ 04.10.2022):
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
PyPi (📥 8K / month · 📦 7 · ⏱️ 01.07.2022):
pip install adversarial-robustness-toolbox
Conda (📥 16K · ⏱️ 28.09.2022):
conda install -c conda-forge adversarial-robustness-toolbox
TextAttack (🥈30 · ⭐ 2.1K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
GitHub (👨💻 54 · 🔀 260 · 📦 97 · 📋 220 - 9% open · ⏱️ 23.09.2022):
git clone https://github.com/QData/TextAttack
PyPi (📥 9.4K / month · 📦 7 · ⏱️ 25.05.2022):
Conda (📥 4K · ⏱️ 29.06.2021):
conda install -c conda-forge textattack
Foolbox (🥈28 · ⭐ 2.3K · 📉) - A Python toolbox to create adversarial examples that fool neural.. MIT
GitHub (👨💻 32 · 🔀 400 · 📦 330 · 📋 350 - 6% open · ⏱️ 25.05.2022):
git clone https://github.com/bethgelab/foolbox
PyPi (📥 28K / month · 📦 13 · ⏱️ 02.04.2022):
Conda (📥 7.9K · ⏱️ 30.04.2021):
conda install -c conda-forge foolbox
AdvBox (🥉18 · ⭐ 1.3K) - Advbox is a toolbox to generate adversarial examples that fool neural.. Apache-2
robustness (🥉17 · ⭐ 740 · 💤) - A library for experimenting with, training and evaluating neural.. MIT
GitHub (👨💻 13 · 🔀 140 · 📦 86 · 📋 75 - 25% open · ⏱️ 14.02.2022):
git clone https://github.com/MadryLab/robustness
PyPi (📥 880 / month · 📦 2 · ⏱️ 01.12.2020):
Conda (📥 4.8K · ⏱️ 30.04.2021):
conda install -c conda-forge robustness
Show 4 hidden projects...
CleverHans (🥈29 · ⭐ 5.6K · 💀) - An adversarial example library for constructing attacks,.. MIT
advertorch (🥉22 · ⭐ 1.1K) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
textflint (🥉16 · ⭐ 580) - Unified Multilingual Robustness Evaluation Toolkit for Natural.. ❗️GPL-3.0
Adversary (🥉14 · ⭐ 370 · 💀) - Tool to generate adversarial text examples and test machine.. MIT
GPU & Accelerator Utilities
Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.
CuPy (🥇38 · ⭐ 6.4K · 📈) - NumPy & SciPy for GPU. MIT
GitHub (👨💻 310 · 🔀 630 · 📥 46K · 📦 1.2K · 📋 1.9K - 24% open · ⏱️ 06.10.2022):
git clone https://github.com/cupy/cupy
PyPi (📥 19K / month · 📦 160 · ⏱️ 30.06.2022):
Conda (📥 1.9M · ⏱️ 11.09.2022):
conda install -c conda-forge cupy
Docker Hub (📥 55K · ⭐ 8 · ⏱️ 06.10.2022):
cuDF (🥇31 · ⭐ 5K) - cuDF - GPU DataFrame Library. Apache-2
gpustat (🥇31 · ⭐ 3.1K) - A simple command-line utility for querying and monitoring GPU status. MIT
GitHub (👨💻 14 · 🔀 250 · 📦 2.3K · 📋 98 - 25% open · ⏱️ 13.09.2022):
git clone https://github.com/wookayin/gpustat
PyPi (📥 800K / month · 📦 120 · ⏱️ 05.07.2022):
Conda (📥 140K · ⏱️ 24.11.2020):
conda install -c conda-forge gpustat
PyCUDA (🥇31 · ⭐ 1.4K) - CUDA integration for Python, plus shiny features. MIT
GitHub (👨💻 78 · 🔀 260 · 📦 1.5K · 📋 240 - 30% open · ⏱️ 27.09.2022):
git clone https://github.com/inducer/pycuda
PyPi (📥 34K / month · 📦 200 · ⏱️ 24.06.2022):
Conda (📥 120K · ⏱️ 11.09.2022):
conda install -c conda-forge pycuda
ArrayFire (🥈29 · ⭐ 3.9K) - ArrayFire: a general purpose GPU library. BSD-3
cuML (🥈29 · ⭐ 3K) - cuML - RAPIDS Machine Learning Library. Apache-2
Apex (🥈27 · ⭐ 6.7K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
optimum (🥈26 · ⭐ 720) - Accelerate training and inference of Transformers with easy to use.. Apache-2
GitHub (👨💻 26 · 🔀 70 · 📦 33 · 📋 130 - 44% open · ⏱️ 05.10.2022):
git clone https://github.com/huggingface/optimum
PyPi (📥 56K / month · 📦 3 · ⏱️ 13.06.2022):
Conda (📥 4K · ⏱️ 12.07.2022):
conda install -c conda-forge optimum
cuGraph (🥉25 · ⭐ 1.1K) - cuGraph - RAPIDS Graph Analytics Library. Apache-2
GitHub (👨💻 90 · 🔀 220 · 📋 1.1K - 19% open · ⏱️ 06.10.2022):
git clone https://github.com/rapidsai/cugraph
PyPi (📥 93 / month · 📦 1 · ⏱️ 01.06.2020):
Conda (📥 10K · ⏱️ 29.04.2021):
conda install -c conda-forge libcugraph
DALI (🥉24 · ⭐ 4.1K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
scikit-cuda (🥉24 · ⭐ 920 · 💤) - Python interface to GPU-powered libraries. BSD-3
Merlin (🥉23 · ⭐ 350) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2
cuSignal (🥉19 · ⭐ 620) - GPU accelerated signal processing. Apache-2
Vulkan Kompute (🥉18 · ⭐ 960) - General purpose GPU compute framework built on Vulkan to.. Apache-2
Show 6 hidden projects...
GPUtil (🥉23 · ⭐ 910 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
BlazingSQL (🥉22 · ⭐ 1.8K · 💀) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for.. Apache-2
py3nvml (🥉20 · ⭐ 210) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside your.. BSD-3
nvidia-ml-py3 (🥉20 · ⭐ 91 · 💀) - Python 3 Bindings for the NVIDIA Management Library. BSD-3
SpeedTorch (🥉15 · ⭐ 660 · 💀) - Library for faster pinned CPU - GPU transfer in Pytorch. MIT
ipyexperiments (🥉15 · ⭐ 150 · 💤) - jupyter/ipython experiment containers for GPU and.. Apache-2
Libraries that extend TensorFlow with additional capabilities.
TensorFlow Datasets (🥇36 · ⭐ 3.4K) - TFDS is a collection of datasets ready to use with.. Apache-2
GitHub (👨💻 270 · 🔀 1.3K · 📋 1.2K - 49% open · ⏱️ 06.10.2022):
git clone https://github.com/tensorflow/datasets
PyPi (📥 1.3M / month · 📦 170 · ⏱️ 02.06.2022):
pip install tensorflow-datasets
Conda (📥 8.2K · ⏱️ 06.10.2022):
conda install -c conda-forge tensorflow-datasets
TF Addons (🥇36 · ⭐ 1.6K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
tensorflow-hub (🥈34 · ⭐ 3.2K) - A library for transfer learning by reusing parts of.. Apache-2
GitHub (👨💻 96 · 🔀 1.7K · 📦 13K · 📋 660 - 2% open · ⏱️ 05.10.2022):
git clone https://github.com/tensorflow/hub
PyPi (📥 3.2M / month · 📦 300 · ⏱️ 14.04.2021):
pip install tensorflow-hub
Conda (📥 69K · ⏱️ 18.04.2021):
conda install -c conda-forge tensorflow-hub
tensor2tensor (🥈33 · ⭐ 13K) - Library of deep learning models and datasets designed to.. Apache-2
TFX (🥈33 · ⭐ 1.8K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
TensorFlow Transform (🥈33 · ⭐ 940) - Input pipeline framework. Apache-2
TF Model Optimization (🥈32 · ⭐ 1.3K) - A toolkit to optimize ML models for deployment for.. Apache-2
Keras-Preprocessing (🥉29 · ⭐ 1K · 💤) - Utilities for working with image data, text data, and.. MIT
GitHub (👨💻 52 · 🔀 440 · 📋 200 - 47% open · ⏱️ 17.02.2022):
git clone https://github.com/keras-team/keras-preprocessing
PyPi (📥 9.5M / month · 📦 1.5K · ⏱️ 14.05.2020):
pip install keras-preprocessing
Conda (📥 1.5M · ⏱️ 15.01.2021):
conda install -c conda-forge keras-preprocessing
TensorFlow I/O (🥉29 · ⭐ 580) - Dataset, streaming, and file system extensions.. Apache-2
Neural Structured Learning (🥉27 · ⭐ 930) - Training neural models with structured signals. Apache-2
TensorFlow Cloud (🥉24 · ⭐ 330) - The TensorFlow Cloud repository provides APIs that.. Apache-2
TF Compression (🥉22 · ⭐ 670) - Data compression in TensorFlow. Apache-2
Saliency (🥉21 · ⭐ 820) - Framework-agnostic implementation for state-of-the-art saliency.. Apache-2
tffm (🥉20 · ⭐ 780 · 💤) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT
Show 2 hidden projects...
efficientnet (🥉25 · ⭐ 2K · 💀) - Implementation of EfficientNet model. Keras and.. Apache-2
TensorNets (🥉21 · ⭐ 1K · 💀) - High level network definitions with pre-trained weights in.. MIT
Libraries that extend Jax with additional capabilities.
equinox (🥇24 · ⭐ 820) - Callable PyTrees and filtered transforms = neural networks in.. Apache-2
evojax (🥉19 · ⭐ 560) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2
GitHub (👨💻 12 · 🔀 47 · 📦 1 · 📋 14 - 28% open · ⏱️ 05.10.2022):
git clone https://github.com/google/evojax
PyPi (📥 830 / month · ⏱️ 15.06.2022):
Conda (📥 8.9K · ⏱️ 05.10.2022):
conda install -c conda-forge evojax
Show 1 hidden projects...
jaxdf (🥉10 · ⭐ 58) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0
Libraries that extend scikit-learn with additional capabilities.
MLxtend (🥇36 · ⭐ 4.1K) - A library of extension and helper modules for Pythons data.. BSD-3
GitHub (👨💻 90 · 🔀 770 · 📦 6.9K · 📋 440 - 28% open · ⏱️ 17.09.2022):
git clone https://github.com/rasbt/mlxtend
PyPi (📥 1.7M / month · 📦 160 · ⏱️ 27.05.2022):
Conda (📥 230K · ⏱️ 17.09.2022):
conda install -c conda-forge mlxtend
imbalanced-learn (🥇34 · ⭐ 6.1K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
GitHub (👨💻 63 · 🔀 1.2K · 📦 13K · 📋 530 - 11% open · ⏱️ 16.05.2022):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
PyPi (📥 3.1M / month · 📦 270 · ⏱️ 16.05.2022):
pip install imbalanced-learn
Conda (📥 270K · ⏱️ 16.05.2022):
conda install -c conda-forge imbalanced-learn
category_encoders (🥇34 · ⭐ 2K) - A library of sklearn compatible categorical variable.. BSD-3
GitHub (👨💻 56 · 🔀 370 · 📦 4K · 📋 250 - 23% open · ⏱️ 06.10.2022):
git clone https://github.com/scikit-learn-contrib/category_encoders
PyPi (📥 830K / month · 📦 120 · ⏱️ 02.06.2022):
pip install category_encoders
Conda (📥 190K · ⏱️ 06.10.2022):
conda install -c conda-forge category_encoders
scikit-learn-intelex (🥈30 · ⭐ 780) - Intel(R) Extension for Scikit-learn is a seamless way.. Apache-2
GitHub (👨💻 57 · 🔀 130 · 📦 2.9K · 📋 200 - 53% open · ⏱️ 19.09.2022):
git clone https://github.com/intel/scikit-learn-intelex
PyPi (📥 62K / month · 📦 6 · ⏱️ 16.06.2022):
pip install scikit-learn-intelex
Conda (📥 77K · ⏱️ 20.09.2022):
conda install -c conda-forge scikit-learn-intelex
fancyimpute (🥈26 · ⭐ 1.1K · 💤) - Multivariate imputation and matrix completion.. Apache-2
scikit-lego (🥈25 · ⭐ 910) - Extra blocks for scikit-learn pipelines. MIT
GitHub (👨💻 55 · 🔀 95 · 📦 65 · 📋 260 - 9% open · ⏱️ 06.10.2022):
git clone https://github.com/koaning/scikit-lego
PyPi (📥 22K / month · 📦 7 · ⏱️ 05.06.2022):
Conda (📥 26K · ⏱️ 11.09.2022):
conda install -c conda-forge scikit-lego
scikit-multilearn (🥈25 · ⭐ 780) - A scikit-learn based module for multi-label et. al... BSD-2
scikit-opt (🥉22 · ⭐ 3.6K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
sklearn-contrib-lightning (🥉22 · ⭐ 1.6K · 💤) - Large-scale linear classification, regression and.. BSD-3
GitHub (👨💻 17 · 🔀 200 · 📥 240 · 📦 110 · 📋 93 - 54% open · ⏱️ 30.01.2022):
git clone https://github.com/scikit-learn-contrib/lightning
PyPi (📥 2.2K / month · 📦 6 · ⏱️ 30.01.2022):
pip install sklearn-contrib-lightning
Conda (📥 180K · ⏱️ 13.11.2021):
conda install -c conda-forge sklearn-contrib-lightning
combo (🥉21 · ⭐ 600) - (AAAI 20) A Python Toolbox for Machine Learning Model Combination. BSD-2
xgboost
iterative-stratification (🥉20 · ⭐ 720) - scikit-learn cross validators for iterative.. BSD-3
DESlib (🥉19 · ⭐ 420) - A Python library for dynamic classifier and ensemble selection. BSD-3
scikit-tda (🥉17 · ⭐ 370 · 💤) - Topological Data Analysis for Python. MIT
Show 6 hidden projects...
scikit-survival (🥈28 · ⭐ 830) - Survival analysis built on top of scikit-learn. ❗️GPL-3.0
sklearn-crfsuite (🥈26 · ⭐ 410 · 💀) - scikit-learn inspired API for CRFsuite. MIT
skope-rules (🥉21 · ⭐ 480 · 💀) - machine learning with logical rules in Python. ❗️BSD-1-Clause
celer (🥉20 · ⭐ 160) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,.. BSD-3
skggm (🥉17 · ⭐ 210 · 💤) - Scikit-learn compatible estimation of general graphical models. MIT
dabl (🥉16 · ⭐ 120 · 💀) - Data Analysis Baseline Library. BSD-3
Libraries that extend Pytorch with additional capabilities.
accelerate (🥇34 · ⭐ 3K) - A simple way to train and use PyTorch models with multi-GPU,.. Apache-2
GitHub (👨💻 63 · 🔀 240 · 📦 1.1K · 📋 370 - 9% open · ⏱️ 05.10.2022):
git clone https://github.com/huggingface/accelerate
PyPi (📥 560K / month · 📦 23 · ⏱️ 15.06.2022):
Conda (📥 8.2K · ⏱️ 05.08.2022):
conda install -c conda-forge accelerate
PML (🥇32 · ⭐ 4.8K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
GitHub (👨💻 29 · 🔀 580 · 📦 350 · 📋 390 - 13% open · ⏱️ 20.09.2022):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
PyPi (📥 85K / month · 📦 12 · ⏱️ 29.06.2022):
pip install pytorch-metric-learning
Conda (📥 8.5K · ⏱️ 20.09.2022):
conda install -c metric-learning pytorch-metric-learning
torchdiffeq (🥇30 · ⭐ 4.2K) - Differentiable ODE solvers with full GPU support and.. MIT
GitHub (👨💻 21 · 🔀 730 · 📦 340 · 📋 180 - 22% open · ⏱️ 10.08.2022):
git clone https://github.com/rtqichen/torchdiffeq
PyPi (📥 440K / month · 📦 20 · ⏱️ 22.04.2022):
Conda (📥 7.5K · ⏱️ 03.06.2021):
conda install -c conda-forge torchdiffeq
lightning-flash (🥈29 · ⭐ 1.6K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2
GitHub (👨💻 78 · 🔀 180 · 📦 120 · 📋 490 - 4% open · ⏱️ 01.10.2022):
git clone https://github.com/Lightning-AI/lightning-flash
PyPi (📥 5.3K / month · 📦 3 · ⏱️ 11.05.2022):
pip install lightning-flash
Conda (📥 6.8K · ⏱️ 12.05.2022):
conda install -c conda-forge lightning-flash
pytorch-optimizer (🥈27 · ⭐ 2.6K · 💤) - torch-optimizer -- collection of optimizers for.. Apache-2
GitHub (👨💻 25 · 🔀 240 · 📦 700 · 📋 50 - 42% open · ⏱️ 11.11.2021):
git clone https://github.com/jettify/pytorch-optimizer
PyPi (📥 44K / month · 📦 23 · ⏱️ 31.10.2021):
pip install torch_optimizer
Conda (📥 5K · ⏱️ 31.10.2021):
conda install -c conda-forge torch-optimizer
PyTorch Sparse (🥈26 · ⭐ 720) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
GitHub (👨💻 33 · 🔀 110 · 📋 210 - 14% open · ⏱️ 19.09.2022):
git clone https://github.com/rusty1s/pytorch_sparse
PyPi (📥 27K / month · 📦 47 · ⏱️ 30.06.2022):
Conda (📥 130K · ⏱️ 23.08.2022):
conda install -c conda-forge pytorch_sparse
torch-scatter (🥈25 · ⭐ 1.1K) - PyTorch Extension Library of Optimized Scatter Operations. MIT
GitHub (👨💻 23 · 🔀 130 · 📋 290 - 9% open · ⏱️ 03.10.2022):
git clone https://github.com/rusty1s/pytorch_scatter
PyPi (📥 35K / month · 📦 53 · ⏱️ 22.10.2021):
pip install torch-scatter
Conda (📥 120K · ⏱️ 28.07.2022):
conda install -c conda-forge pytorch_scatter
TabNet (🥈24 · ⭐ 1.9K) - PyTorch implementation of TabNet paper :.. MIT
GitHub (👨💻 19 · 🔀 380 · 📋 270 - 15% open · ⏱️ 27.06.2022):
git clone https://github.com/dreamquark-ai/tabnet
PyPi (📥 19K / month · 📦 9 · ⏱️ 02.02.2021):
pip install pytorch-tabnet
Conda (📥 2.1K · ⏱️ 30.12.2021):
conda install -c conda-forge pytorch-tabnet
Pytorch Toolbelt (🥈23 · ⭐ 1.3K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
tinygrad (🥉22 · ⭐ 6.9K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
Higher (🥉22 · ⭐ 1.4K · 💤) - higher is a pytorch library allowing users to obtain higher.. Apache-2
reformer-pytorch (🥉20 · ⭐ 1.8K) - Reformer, the efficient Transformer, in Pytorch. MIT
Performer Pytorch (🥉20 · ⭐ 870 · 💤) - An implementation of Performer, a linear attention-.. MIT
Torch-Struct (🥉19 · ⭐ 1K · 💤) - Fast, general, and tested differentiable structured.. MIT
Tez (🥉18 · ⭐ 1.1K) - Tez is a super-simple and lightweight Trainer for PyTorch. It also.. Apache-2
Tensor Sensor (🥉16 · ⭐ 660) - The goal of this library is to generate more helpful.. MIT
GitHub (👨💻 4 · 🔀 34 · 📦 7 · 📋 23 - 34% open · ⏱️ 07.04.2022):
git clone https://github.com/parrt/tensor-sensor
PyPi (📥 1.9K / month · ⏱️ 11.12.2021):
pip install tensor-sensor
Conda (📥 1.3K · ⏱️ 11.12.2021):
conda install -c conda-forge tensor-sensor
madgrad (🥉15 · ⭐ 770 · 💤) - MADGRAD Optimization Method. MIT
Pywick (🥉15 · ⭐ 380 · 💤) - High-level batteries-included neural network training library for.. MIT
Show 14 hidden projects...
Libraries for connecting to, operating, and querying databases.
🔗 best-of-python - DB Clients ( ⭐ 2.5K) - Collection of database clients for python.
scipy (🥇49 · ⭐ 10K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
GitHub (👨💻 1.4K · 🔀 4.4K · 📥 360K · 📦 570K · 📋 8.8K - 19% open · ⏱️ 05.10.2022):
git clone https://github.com/scipy/scipy
PyPi (📥 46M / month · 📦 58K · ⏱️ 05.07.2022):
Conda (📥 28M · ⏱️ 30.08.2022):
conda install -c conda-forge scipy
SymPy (🥇46 · ⭐ 9.7K) - A computer algebra system written in pure Python. BSD-3
GitHub (👨💻 1.2K · 🔀 3.7K · 📥 470K · 📦 47K · 📋 13K - 35% open · ⏱️ 06.10.2022):
git clone https://github.com/sympy/sympy
PyPi (📥 2.8M / month · 📦 4.2K · ⏱️ 20.03.2022):
Conda (📥 2.5M · ⏱️ 30.09.2022):
conda install -c conda-forge sympy
Streamlit (🥇40 · ⭐ 21K) - Streamlit The fastest way to build data apps in Python. Apache-2
PaddleHub (🥇36 · ⭐ 9.7K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2
PyOD (🥇35 · ⭐ 6.2K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2
GitHub (👨💻 43 · 🔀 1.2K · 📦 1.6K · 📋 270 - 50% open · ⏱️ 15.09.2022):
git clone https://github.com/yzhao062/pyod
PyPi (📥 490K / month · 📦 34 · ⏱️ 05.07.2022):
Conda (📥 40K · ⏱️ 15.09.2022):
conda install -c conda-forge pyod
Gradio (🥇34 · ⭐ 9.6K) - Wrap UIs around any model, share with anyone. Apache-2
DeepChem (🥇34 · ⭐ 3.9K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
GitHub (👨💻 200 · 🔀 1.4K · 📦 120 · 📋 1.5K - 32% open · ⏱️ 04.10.2022):
git clone https://github.com/deepchem/deepchem
PyPi (📥 10K / month · 📦 6 · ⏱️ 06.07.2022):
Conda (📥 50K · ⏱️ 19.01.2022):
conda install -c conda-forge deepchem
carla (🥈33 · ⭐ 8.3K · 💤) - Open-source simulator for autonomous driving research. MIT
Datasette (🥈33 · ⭐ 6.5K) - An open source multi-tool for exploring and publishing data. Apache-2
GitHub (👨💻 69 · 🔀 450 · 📥 39 · 📦 760 · 📋 1.4K - 28% open · ⏱️ 05.10.2022):
git clone https://github.com/simonw/datasette
PyPi (📥 230K / month · 📦 160 · ⏱️ 02.05.2022):
Conda (📥 11K · ⏱️ 16.08.2022):
conda install -c conda-forge datasette
Autograd (🥈33 · ⭐ 6K) - Efficiently computes derivatives of numpy code. MIT
GitHub (👨💻 52 · 🔀 830 · 📦 4K · 📋 390 - 42% open · ⏱️ 29.09.2022):
git clone https://github.com/HIPS/autograd
PyPi (📥 1.1M / month · 📦 290 · ⏱️ 08.04.2022):
Conda (📥 240K · ⏱️ 03.10.2022):
conda install -c conda-forge autograd
Pythran (🥈33 · ⭐ 1.8K) - Ahead of Time compiler for numeric kernels. BSD-3
GitHub (👨💻 66 · 🔀 180 · 📦 260 · 📋 780 - 15% open · ⏱️ 28.09.2022):
git clone https://github.com/serge-sans-paille/pythran
PyPi (📥 480K / month · 📦 17 · ⏱️ 14.12.2021):
Conda (📥 280K · ⏱️ 28.09.2022):
conda install -c conda-forge pythran
pyopencl (🥈32 · ⭐ 920) - OpenCL integration for Python, plus shiny features. MIT
GitHub (👨💻 92 · 🔀 230 · 📦 820 · 📋 320 - 21% open · ⏱️ 05.10.2022):
git clone https://github.com/inducer/pyopencl
PyPi (📥 36K / month · 📦 190 · ⏱️ 22.06.2022):
Conda (📥 700K · ⏱️ 12.09.2022):
conda install -c conda-forge pyopencl
datalad (🥈32 · ⭐ 350) - Keep code, data, containers under control with git and git-annex. MIT
GitHub (👨💻 50 · 🔀 94 · 📋 3.7K - 15% open · ⏱️ 28.09.2022):
git clone https://github.com/datalad/datalad
PyPi (📥 11K / month · 📦 57 · ⏱️ 06.07.2022):
Conda (📥 260K · ⏱️ 05.10.2022):
conda install -c conda-forge datalad
River (🥈31 · ⭐ 3.7K) - Online machine learning in Python. BSD-3
GitHub (👨💻 84 · 🔀 410 · 📦 170 · ⏱️ 06.10.2022):
git clone https://github.com/online-ml/river
PyPi (📥 11K / month · 📦 14 · ⏱️ 06.06.2022):
Conda (📥 14K · ⏱️ 04.10.2022):
conda install -c conda-forge river
hdbscan (🥈31 · ⭐ 2.3K) - A high performance implementation of HDBSCAN clustering. BSD-3
GitHub (👨💻 80 · 🔀 420 · 📦 1.6K · 📋 460 - 65% open · ⏱️ 16.09.2022):
git clone https://github.com/scikit-learn-contrib/hdbscan
PyPi (📥 460K / month · 📦 160 · ⏱️ 08.02.2022):
Conda (📥 1.3M · ⏱️ 11.02.2022):
conda install -c conda-forge hdbscan
tensorly (🥈31 · ⭐ 1.3K) - TensorLy: Tensor Learning in Python. BSD-2
GitHub (👨💻 56 · 🔀 250 · 📦 300 · 📋 210 - 25% open · ⏱️ 25.09.2022):
git clone https://github.com/tensorly/tensorly
PyPi (📥 5.6K / month · 📦 30 · ⏱️ 08.11.2021):
Conda (📥 300K · ⏱️ 09.12.2021):
conda install -c conda-forge tensorly
adapter-transformers (🥈31 · ⭐ 1K) - Huggingface Transformers + Adapters =. Apache-2
huggingface
pysc2 (🥈30 · ⭐ 7.6K) - StarCraft II Learning Environment. Apache-2
causalml (🥈30 · ⭐ 3.5K) - Uplift modeling and causal inference with machine learning.. Apache-2
PennyLane (🥈30 · ⭐ 1.5K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
GitHub (👨💻 120 · 🔀 400 · 📥 62 · 📋 850 - 29% open · ⏱️ 06.10.2022):
git clone https://github.com/PennyLaneAI/PennyLane
PyPi (📥 19K / month · 📦 34 · ⏱️ 20.06.2022):
Conda (📥 5.1K · ⏱️ 01.05.2022):
conda install -c conda-forge pennylane
alibi-detect (🥈29 · ⭐ 1.5K) - Algorithms for outlier, adversarial and drift detection. Apache-2
kmodes (🥈29 · ⭐ 1.1K) - Python implementations of the k-modes and k-prototypes clustering.. MIT
GitHub (👨💻 21 · 🔀 380 · 📦 1.5K · 📋 150 - 11% open · ⏱️ 06.09.2022):
git clone https://github.com/nicodv/kmodes
PyPi (📥 430K / month · 📦 26 · ⏱️ 14.04.2022):
Conda (📥 17K · ⏱️ 06.09.2022):
conda install -c conda-forge kmodes
pyjanitor (🥈29 · ⭐ 990) - Clean APIs for data cleaning. Python implementation of R package Janitor. MIT
GitHub (👨💻 100 · 🔀 150 · 📦 230 · 📋 500 - 21% open · ⏱️ 24.09.2022):
git clone https://github.com/pyjanitor-devs/pyjanitor
PyPi (📥 33K / month · 📦 11 · ⏱️ 03.05.2022):
Conda (📥 140K · ⏱️ 22.11.2021):
conda install -c conda-forge pyjanitor
Mars (🥉27 · ⭐ 2.5K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
TabPy (🥉27 · ⭐ 1.3K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT
GitHub (👨💻 46 · 🔀 490 · 📦 96 · 📋 300 - 3% open · ⏱️ 10.06.2022):
git clone https://github.com/tableau/TabPy
PyPi (📥 21K / month · 📦 2 · ⏱️ 20.01.2022):
Conda (📥 3.3K · ⏱️ 02.05.2022):
conda install -c anaconda tabpy-client
pycm (🥉27 · ⭐ 1.3K) - Multi-class confusion matrix library in Python. MIT
metric-learn (🥉27 · ⭐ 1.3K) - Metric learning algorithms in Python. MIT
GitHub (👨💻 22 · 🔀 220 · 📦 240 · 📋 170 - 30% open · ⏱️ 21.06.2022):
git clone https://github.com/scikit-learn-contrib/metric-learn
PyPi (📥 43K / month · 📦 11 · ⏱️ 02.07.2020):
Conda (📥 7.2K · ⏱️ 02.07.2020):
conda install -c conda-forge metric-learn
Trax (🥉26 · ⭐ 7.1K) - Trax Deep Learning with Clear Code and Speed. Apache-2
AugLy (🥉26 · ⭐ 4.6K) - A data augmentations library for audio, image, text, and video. MIT
gplearn (🥉26 · ⭐ 1.2K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
GitHub (👨💻 11 · 🔀 210 · 📦 290 · 📋 200 - 8% open · ⏱️ 04.08.2022):
git clone https://github.com/trevorstephens/gplearn
PyPi (📥 4.7K / month · 📦 11 · ⏱️ 03.05.2022):
Conda (📥 3.5K · ⏱️ 04.05.2022):
conda install -c conda-forge gplearn
avalanche (🥉26 · ⭐ 1.1K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT
PySwarms (🥉26 · ⭐ 980) - A research toolkit for particle swarm optimization in Python. MIT
anomalib (🥉25 · ⭐ 1.2K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2
Feature Engine (🥉24 · ⭐ 930) - Feature engineering package with sklearn like functionality. BSD-3
GitHub (👨💻 36 · 🔀 210 · ⏱️ 05.07.2022):
git clone https://github.com/solegalli/feature_engine
PyPi (📥 110K / month · 📦 75 · ⏱️ 13.06.2022):
pip install feature_engine
Conda (📥 17K · ⏱️ 14.06.2022):
conda install -c conda-forge feature_engine
Prince (🥉23 · ⭐ 880) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT
GitHub (👨💻 13 · 🔀 150 · 📦 250 · 📋 110 - 35% open · ⏱️ 07.09.2022):
git clone https://github.com/MaxHalford/prince
PyPi (📥 45K / month · 📦 5 · ⏱️ 06.10.2020):
Conda (📥 12K · ⏱️ 30.04.2021):
conda install -c conda-forge prince-factor-analysis
AstroML (🥉23 · ⭐ 850) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
GitHub (👨💻 30 · 🔀 280 · 📋 160 - 39% open · ⏱️ 03.10.2022):
git clone https://github.com/astroML/astroML
PyPi (📥 1.5K / month · 📦 33 · ⏱️ 01.03.2022):
Conda (📥 33K · ⏱️ 02.03.2022):
conda install -c conda-forge astroml
findspark (🥉23 · ⭐ 450 · 💤) - Find pyspark to make it importable. BSD-3
GitHub (👨💻 15 · 🔀 70 · 📦 2.8K · 📋 23 - 52% open · ⏱️ 11.02.2022):
git clone https://github.com/minrk/findspark
PyPi (📥 2.3M / month · 📦 140 · ⏱️ 11.02.2022):
Conda (📥 710K · ⏱️ 11.02.2022):
conda install -c conda-forge findspark
MONAILabel (🥉23 · ⭐ 310) - MONAI Label is an intelligent open source image labeling and.. Apache-2
BioPandas (🥉22 · ⭐ 520) - Working with molecular structures in pandas DataFrames. BSD-3
GitHub (👨💻 10 · 🔀 100 · 📦 120 · 📋 50 - 42% open · ⏱️ 06.08.2022):
git clone https://github.com/rasbt/biopandas
PyPi (📥 5.9K / month · 📦 16 · ⏱️ 13.05.2022):
Conda (📥 120K · ⏱️ 13.05.2022):
conda install -c conda-forge biopandas
pykale (🥉22 · ⭐ 360) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT
StreamAlert (🥉21 · ⭐ 2.7K) - StreamAlert is a serverless, realtime data analysis framework.. Apache-2
impyute (🥉20 · ⭐ 330 · 💤) - Data imputations library to preprocess datasets with missing data. MIT
benchmark_VAE (🥉19 · ⭐ 1K) - Unifying Generative Autoencoder implementations in Python. Apache-2
SUOD (🥉19 · ⭐ 340) - (MLSys 21) An Acceleration System for Large-scare Unsupervised Heterogeneous.. BSD-2
apricot (🥉17 · ⭐ 450 · 💤) - apricot implements submodular optimization for the purpose of.. MIT
KD-Lib (🥉17 · ⭐ 430) - A Pytorch Knowledge Distillation library for benchmarking and.. MIT
traingenerator (🥉13 · ⭐ 1.2K) - A web app to generate template code for machine learning. MIT
Show 18 hidden projects...
agate (🥈30 · ⭐ 1.1K · 💀) - A Python data analysis library that is optimized for humans instead of.. MIT
Cython BLIS (🥈30 · ⭐ 190) - Fast matrix-multiplication as a self-contained Python library no.. BSD-3
cleanlab (🥈28 · ⭐ 4K) - The standard data-centric AI package for data quality and machine.. ❗️AGPL-3.0
minisom (🥉26 · ⭐ 1.1K) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
pyclustering (🥉26 · ⭐ 990 · 💀) - pyclustering is a Python, C++ data mining library. BSD-3
modAL (🥉25 · ⭐ 1.8K · 💀) - A modular active learning framework for Python. MIT
mlens (🥉23 · ⭐ 760 · 💀) - ML-Ensemble high performance ensemble learning. MIT
vecstack (🥉22 · ⭐ 670 · 💀) - Python package for stacking (machine learning technique). MIT
metricflow (🥉21 · ⭐ 670 · 🐣) - MetricFlow allows you to define, build, and maintain.. ❗️AGPL-3.0
opyrator (🥉20 · ⭐ 2.7K · 💀) - Turns your machine learning code into microservices with web API,.. MIT
scikit-rebate (🥉19 · ⭐ 370 · 💀) - A scikit-learn-compatible Python implementation of.. MIT
pymdp (🥉19 · ⭐ 220) - A Python implementation of active inference for Markov Decision Processes. MIT
dstack (🥉19 · ⭐ 180) - A command-line utility to provision infrastructure for ML workflows. MPL-2.0
baikal (🥉18 · ⭐ 590 · 💀) - A graph-based functional API for building complex scikit-learn.. BSD-3
rrcf (🥉18 · ⭐ 400 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
pandas-ml (🥉18 · ⭐ 300 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
NeuralCompression (🥉13 · ⭐ 270) - A collection of tools for neural compression enthusiasts. MIT
nylon (🥉12 · ⭐ 78 · 💀) - An intelligent, flexible grammar of machine learning. MIT
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