π A ranked list of awesome machine learning Python libraries. Updated weekly.
This curated list contains 910 awesome open-source projects with a total of 4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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- Machine Learning Frameworks 61 projects
- Data Visualization 54 projects
- Text Data & NLP 102 projects
- Image Data 64 projects
- Graph Data 36 projects
- Audio Data 29 projects
- Geospatial Data 22 projects
- Financial Data 25 projects
- Time Series Data 29 projects
- Medical Data 19 projects
- Tabular Data 5 projects
- Optical Character Recognition 12 projects
- Data Containers & Structures 1 projects
- Data Loading & Extraction 1 projects
- Web Scraping & Crawling 1 projects
- Data Pipelines & Streaming 1 projects
- Distributed Machine Learning 36 projects
- Hyperparameter Optimization & AutoML 52 projects
- Reinforcement Learning 23 projects
- Recommender Systems 17 projects
- Privacy Machine Learning 7 projects
- Workflow & Experiment Tracking 39 projects
- Model Serialization & Deployment 20 projects
- Model Interpretability 54 projects
- Vector Similarity Search (ANN) 13 projects
- Probabilistics & Statistics 23 projects
- Adversarial Robustness 9 projects
- GPU & Accelerator Utilities 20 projects
- Tensorflow Utilities 16 projects
- Jax Utilities 3 projects
- Sklearn Utilities 19 projects
- Pytorch Utilities 32 projects
- Database Clients 1 projects
- Others 66 projects
- π₯π₯π₯ Combined project-quality score
- βοΈ Star count from GitHub
- π£ New project (less than 6 months old)
- π€ Inactive project (6 months no activity)
- π Dead project (12 months no activity)
- ππ Project is trending up or down
- β Project was recently added
- βοΈ Warning (e.g. missing/risky license)
- π¨βπ» Contributors count from GitHub
- π Fork count from GitHub
- π Issue count from GitHub
- β±οΈ Last update timestamp on package manager
- π₯ Download count from package manager
- π¦ 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
General-purpose machine learning and deep learning frameworks.
Tensorflow (π₯55 Β· β 180K) - An Open Source Machine Learning Framework for Everyone. Apache-2
-
GitHub (π¨βπ» 4.4K Β· π 89K Β· π¦ 300K Β· π 38K - 5% open Β· β±οΈ 24.08.2023):
git clone https://github.com/tensorflow/tensorflow
-
PyPi (π₯ 16M / month Β· π¦ 15K Β· β±οΈ 17.08.2023):
pip install tensorflow
-
Conda (π₯ 4.3M Β· β±οΈ 21.07.2023):
conda install -c conda-forge tensorflow
-
Docker Hub (π₯ 74M Β· β 2.2K Β· β±οΈ 24.08.2023):
docker pull tensorflow/tensorflow
scikit-learn (π₯52 Β· β 55K) - scikit-learn: machine learning in Python. BSD-3
-
GitHub (π¨βπ» 3K Β· π 25K Β· π₯ 890 Β· π¦ 590K Β· π 11K - 20% open Β· β±οΈ 24.08.2023):
git clone https://github.com/scikit-learn/scikit-learn
-
PyPi (π₯ 41M / month Β· π¦ 29K Β· β±οΈ 30.06.2023):
pip install scikit-learn
-
Conda (π₯ 24M Β· β±οΈ 30.06.2023):
conda install -c conda-forge scikit-learn
PyTorch (π₯51 Β· β 70K Β· π) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
XGBoost (π₯44 Β· β 25K) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or.. Apache-2
-
GitHub (π¨βπ» 620 Β· π 8.6K Β· π₯ 6.9K Β· π¦ 65K Β· π 5K - 7% open Β· β±οΈ 23.08.2023):
git clone https://github.com/dmlc/xgboost
-
PyPi (π₯ 10M / month Β· π¦ 1.7K Β· β±οΈ 17.08.2023):
pip install xgboost
-
Conda (π₯ 4.2M Β· β±οΈ 05.08.2023):
conda install -c conda-forge xgboost
StatsModels (π₯44 Β· β 8.8K) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
-
GitHub (π¨βπ» 420 Β· π 2.8K Β· π₯ 29 Β· π¦ 100K Β· π 5.3K - 49% open Β· β±οΈ 10.08.2023):
git clone https://github.com/statsmodels/statsmodels
-
PyPi (π₯ 11M / month Β· π¦ 5.2K Β· β±οΈ 05.05.2023):
pip install statsmodels
-
Conda (π₯ 11M Β· β±οΈ 16.06.2023):
conda install -c conda-forge statsmodels
jax (π₯43 Β· β 24K) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
LightGBM (π₯43 Β· β 15K) - A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT,.. MIT
PaddlePaddle (π₯42 Β· β 21K) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
Jina (π₯40 Β· β 19K) - Multimodal AI services & pipelines with cloud-native stack: gRPC,.. Apache-2
-
GitHub (π¨βπ» 170 Β· π 2.1K Β· π¦ 900 Β· π 1.9K - 0% open Β· β±οΈ 24.08.2023):
git clone https://github.com/jina-ai/jina
-
PyPi (π₯ 230K / month):
pip install jina
-
Conda (π₯ 54K Β· β±οΈ 16.06.2023):
conda install -c conda-forge jina-core
-
Docker Hub (π₯ 1.3M Β· β 8 Β· β±οΈ 10.08.2023):
docker pull jinaai/jina
pytorch-lightning (π₯38 Β· β 24K) - Deep learning framework to train, deploy, and ship AI.. Apache-2
MXNet (π₯38 Β· β 21K Β· π€) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
-
GitHub (π¨βπ» 980 Β· π 6.9K Β· π₯ 26K Β· π¦ 6.7K Β· π 9.6K - 18% open Β· β±οΈ 26.01.2023):
git clone https://github.com/apache/incubator-mxnet
-
PyPi (π₯ 430K / month Β· π¦ 290 Β· β±οΈ 17.05.2022):
pip install mxnet
-
Conda (π₯ 10K Β· π¦ 5 Β· β±οΈ 16.06.2023):
conda install -c anaconda mxnet
Theano (π₯38 Β· β 9.8K Β· π€) - Theano was a Python library that allows you to define, optimize, and.. BSD-3
Flax (π₯37 Β· β 4.6K) - Flax is a neural network library for JAX that is designed for.. Apache-2
Catboost (π₯36 Β· β 7.3K Β· π) - A fast, scalable, high performance Gradient Boosting on.. Apache-2
Thinc (π₯36 Β· β 2.7K) - A refreshing functional take on deep learning, compatible with your favorite.. MIT
Vowpal Wabbit (π₯34 Β· β 8.3K) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
einops (π₯34 Β· β 7.2K) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
Chainer (π₯34 Β· β 5.8K Β· π€) - A flexible framework of neural networks for deep learning. MIT
Ludwig (π₯31 Β· β 9.2K) - Low-code framework for building custom LLMs, neural networks,.. Apache-2
tensorpack (π₯31 Β· β 6.3K) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
tensorflow-upstream (π₯31 Β· β 650) - TensorFlow ROCm port. Apache-2
CNTK (π₯30 Β· β 17K Β· π€) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
Ignite (π₯30 Β· β 4.3K) - High-level library to help with training and evaluating neural.. BSD-3
ktrain (π₯30 Β· β 1.2K) - ktrain is a Python library that makes deep learning and AI more.. Apache-2
Geomstats (π₯30 Β· β 980) - Computations and statistics on manifolds with geometric structures. MIT
Determined (π₯29 Β· β 2.4K) - Determined is a deep-learning platform that simplifies.. Apache-2
Neural Network Libraries (π₯27 Β· β 2.6K Β· π) - Neural Network Libraries. Apache-2
Towhee (π₯27 Β· β 2.6K) - Towhee is a framework that is dedicated to making neural data.. Apache-2
Neural Tangents (π₯26 Β· β 2.1K) - Fast and Easy Infinite Neural Networks in Python. Apache-2
NeuPy (π₯24 Β· β 740 Β· π€) - NeuPy is a Tensorflow based python library for prototyping and building.. MIT
ThunderSVM (π₯21 Β· β 1.5K) - ThunderSVM: A Fast SVM Library on GPUs and CPUs. Apache-2
NeoML (π₯20 Β· β 740) - Machine learning framework for both deep learning and traditional.. Apache-2
chefboost (π₯19 Β· β 400) - A Lightweight Decision Tree Framework supporting regular algorithms:.. MIT
ThunderGBM (π₯17 Β· β 670 Β· π€) - ThunderGBM: Fast GBDTs and Random Forests on GPUs. Apache-2
Show 15 hidden projects...
- dlib (π₯40 Β· β 12K) - A toolkit for making real world machine learning and data analysis..
βοΈBSL-1.0
- MindsDB (π₯33 Β· β 18K) - MindsDB connects AI models to databases.
βοΈGPL-3.0
- TFlearn (π₯33 Β· β 9.6K Β· π) - Deep learning library featuring a higher-level API for TensorFlow.
MIT
- Turi Create (π₯32 Β· β 11K Β· π) - Turi Create simplifies the development of custom machine..
BSD-3
- mlpack (π₯30 Β· β 4.5K) - mlpack: a fast, header-only C++ machine learning library.
βUnlicensed
- NuPIC (π₯28 Β· β 6.3K Β· π) - Numenta Platform for Intelligent Computing is an implementation..
βοΈAGPL-3.0
- Lasagne (π₯28 Β· β 3.8K Β· π) - Lightweight library to build and train neural networks in Theano.
MIT
- SHOGUN (π₯27 Β· β 3K Β· π) - Unified and efficient Machine Learning.
BSD-3
- xLearn (π₯25 Β· β 3.1K Β· π) - High performance, easy-to-use, and scalable machine learning (ML)..
Apache-2
- neon (π₯23 Β· β 3.9K Β· π) - Intel Nervana reference deep learning framework committed to best..
Apache-2
- mace (π₯22 Β· β 4.8K Β· π) - MACE is a deep learning inference framework optimized for mobile..
Apache-2
- Torchbearer (π₯21 Β· β 630 Β· π) - torchbearer: A model fitting library for PyTorch.
MIT
- Objax (π₯19 Β· β 740) -
Apache-2
- elegy (π₯18 Β· β 450 Β· π) - A High Level API for Deep Learning in JAX.
MIT
- StarSpace (π₯16 Β· β 3.9K Β· π) - Learning embeddings for classification, retrieval and ranking.
MIT
General-purpose and task-specific data visualization libraries.
Matplotlib (π₯48 Β· β 18K) - matplotlib: plotting with Python. βUnlicensed
Bokeh (π₯42 Β· β 18K Β· π) - Interactive Data Visualization in the browser, from Python. BSD-3
Plotly (π₯39 Β· β 14K) - The interactive graphing library for Python This project now includes.. MIT
-
GitHub (π¨βπ» 240 Β· π 2.3K Β· π¦ 10 Β· π 2.7K - 49% open Β· β±οΈ 24.08.2023):
git clone https://github.com/plotly/plotly.py
-
PyPi (π₯ 12M / month):
pip install plotly
-
Conda (π₯ 4.7M Β· β±οΈ 16.08.2023):
conda install -c conda-forge plotly
-
npm (π₯ 38K / month):
npm install plotlywidget
pandas-profiling (π₯37 Β· β 11K) - 1 Line of code data quality profiling & exploratory.. MIT
-
GitHub (π¨βπ» 110 Β· π 1.5K Β· π¦ 1.2K Β· π 700 - 24% open Β· β±οΈ 21.08.2023):
git clone https://github.com/ydataai/pandas-profiling
-
PyPi (π₯ 940K / month Β· π¦ 190 Β· β±οΈ 03.02.2023):
pip install pandas-profiling
-
Conda (π₯ 390K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pandas-profiling
wordcloud (π₯34 Β· β 9.6K) - A little word cloud generator in Python. MIT
-
GitHub (π¨βπ» 68 Β· π 2.3K Β· π¦ 10 Β· π 520 - 20% open Β· β±οΈ 18.05.2023):
git clone https://github.com/amueller/word_cloud
-
PyPi (π₯ 1.2M / month Β· π¦ 800 Β· β±οΈ 18.05.2023):
pip install wordcloud
-
Conda (π₯ 430K Β· β±οΈ 07.07.2023):
conda install -c conda-forge wordcloud
PyVista (π₯34 Β· β 1.9K) - 3D plotting and mesh analysis through a streamlined interface for.. MIT
datashader (π₯33 Β· β 3K) - Quickly and accurately render even the largest data. BSD-3
-
GitHub (π¨βπ» 53 Β· π 360 Β· π¦ 2.8K Β· π 560 - 23% open Β· β±οΈ 17.08.2023):
git clone https://github.com/holoviz/datashader
-
PyPi (π₯ 75K / month Β· π¦ 120 Β· β±οΈ 17.08.2023):
pip install datashader
-
Conda (π₯ 650K Β· β±οΈ 17.08.2023):
conda install -c conda-forge datashader
HoloViews (π₯31 Β· β 2.5K) - With Holoviews, your data visualizes itself. BSD-3
-
GitHub (π¨βπ» 140 Β· π 370 Β· π 3K - 32% open Β· β±οΈ 16.08.2023):
git clone https://github.com/holoviz/holoviews
-
PyPi (π₯ 310K / month):
pip install holoviews
-
Conda (π₯ 1.4M Β· β±οΈ 17.08.2023):
conda install -c conda-forge holoviews
-
npm (π₯ 780 / month):
npm install @pyviz/jupyterlab_pyviz
Perspective (π₯30 Β· β 6.6K) - A data visualization and analytics component, especially.. Apache-2
-
GitHub (π¨βπ» 92 Β· π 800 Β· π₯ 760 Β· π¦ 11 Β· π 650 - 13% open Β· β±οΈ 15.08.2023):
git clone https://github.com/finos/perspective
-
PyPi (π₯ 5.6K / month):
pip install perspective-python
-
Conda (π₯ 430K Β· β±οΈ 17.08.2023):
conda install -c conda-forge perspective
-
npm (π₯ 1K / month):
npm install @finos/perspective-jupyterlab
D-Tale (π₯30 Β· β 4.2K) - Visualizer for pandas data structures. βοΈLGPL-2.1
missingno (π₯30 Β· β 3.6K) - Missing data visualization module for Python. MIT
-
GitHub (π¨βπ» 18 Β· π 460 Β· π¦ 13K Β· π 130 - 6% open Β· β±οΈ 26.02.2023):
git clone https://github.com/ResidentMario/missingno
-
PyPi (π₯ 450K / month Β· π¦ 140 Β· β±οΈ 27.02.2022):
pip install missingno
-
Conda (π₯ 300K Β· β±οΈ 16.06.2023):
conda install -c conda-forge missingno
mpld3 (π₯30 Β· β 2.3K Β· π€) - D3 Renderings of Matplotlib Graphics. BSD-3
-
GitHub (π¨βπ» 51 Β· π 350 Β· π¦ 5K Β· π 360 - 59% open Β· β±οΈ 10.12.2022):
git clone https://github.com/mpld3/mpld3
-
PyPi (π₯ 270K / month Β· π¦ 410 Β· β±οΈ 10.12.2022):
pip install mpld3
-
Conda (π₯ 190K Β· β±οΈ 16.06.2023):
conda install -c conda-forge mpld3
-
npm (π₯ 720 / month Β· π¦ 8 Β· β±οΈ 10.12.2022):
npm install mpld3
hvPlot (π₯30 Β· β 800) - A high-level plotting API for pandas, dask, xarray, and networkx built on.. BSD-3
data-validation (π₯29 Β· β 730) - Library for exploring and validating machine learning.. Apache-2
Facets Overview (π₯28 Β· β 7.2K) - Visualizations for machine learning datasets. Apache-2
AutoViz (π₯27 Β· β 1.4K) - Automatically Visualize any dataset, any size with a single line of.. Apache-2
Plotly-Resampler (π₯27 Β· β 780) - Visualize large time series data with plotly.py. MIT
Chartify (π₯25 Β· β 3.4K) - Python library that makes it easy for data scientists to create.. Apache-2
Multicore-TSNE (π₯25 Β· β 1.8K) - Parallel t-SNE implementation with Python and Torch.. BSD-3
-
GitHub (π¨βπ» 17 Β· π 230 Β· π¦ 400 Β· π 66 - 68% open Β· β±οΈ 26.05.2023):
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
-
PyPi (π₯ 27K / month Β· π¦ 22 Β· β±οΈ 09.01.2019):
pip install MulticoreTSNE
-
Conda (π₯ 27K Β· β±οΈ 16.06.2023):
conda install -c conda-forge multicore-tsne
Pandas-Bokeh (π₯24 Β· β 860) - Bokeh Plotting Backend for Pandas and GeoPandas. MIT
Sweetviz (π₯23 Β· β 2.5K) - Visualize and compare datasets, target values and associations, with one.. MIT
python-ternary (π₯23 Β· β 650) - Ternary plotting library for python with matplotlib. MIT
-
GitHub (π¨βπ» 27 Β· π 160 Β· π₯ 25 Β· π¦ 140 Β· π 140 - 25% open Β· β±οΈ 10.07.2023):
git clone https://github.com/marcharper/python-ternary
-
PyPi (π₯ 37K / month Β· π¦ 24 Β· β±οΈ 17.02.2021):
pip install python-ternary
-
Conda (π₯ 77K Β· β±οΈ 16.06.2023):
conda install -c conda-forge python-ternary
ivis (π₯18 Β· β 300 Β· π€) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
Show 16 hidden projects...
- PyQtGraph (π₯34 Β· β 3.4K Β· π) - Fast data visualization and GUI tools for scientific /..
βUnlicensed
- cartopy (π₯34 Β· β 1.3K) - Cartopy - a cartographic python library with matplotlib support.
βοΈLGPL-3.0
- VisPy (π₯33 Β· β 3.1K) - High-performance interactive 2D/3D data visualization library.
βUnlicensed
- Cufflinks (π₯29 Β· β 2.9K Β· π) - Productivity Tools for Plotly + Pandas.
MIT
- HyperTools (π₯26 Β· β 1.8K Β· π) - A Python toolbox for gaining geometric insights into high-..
MIT
- pythreejs (π₯25 Β· β 890) - A Jupyter - Three.js bridge.
βUnlicensed
- PandasGUI (π₯24 Β· β 3K Β· π) - A GUI for Pandas DataFrames.
βοΈMIT-0
- joypy (π₯22 Β· β 490 Β· π) - Joyplots in Python with matplotlib & pandas.
MIT
- pivottablejs (π₯21 Β· β 600 Β· π) - Dragndrop Pivot Tables and Charts for Jupyter/IPython..
βUnlicensed
- vegafusion (π₯21 Β· β 260) - Serverside scaling for Vega and Altair visualizations.
BSD-3
- PyWaffle (π₯20 Β· β 560 Β· π) - Make Waffle Charts in Python.
MIT
- animatplot (π₯19 Β· β 400 Β· π) - A python package for animating plots build on matplotlib.
MIT
- data-describe (π₯17 Β· β 290 Β· π) - datadescribe: Pythonic EDA Accelerator for Data Science.
Apache-2
- pdvega (π₯16 Β· β 350 Β· π) - Interactive plotting for Pandas using Vega-Lite.
MIT
- nx-altair (π₯12 Β· β 220 Β· π) - Draw interactive NetworkX graphs with Altair.
MIT
- nptsne (π₯11 Β· β 31 Β· π) - 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 (π₯50 Β· β 110K) - Transformers: State-of-the-art Machine Learning for.. Apache-2
nltk (π₯42 Β· β 12K) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
Rasa (π₯41 Β· β 17K) - Open source machine learning framework to automate text- and voice-.. Apache-2
gensim (π₯41 Β· β 15K) - Topic Modelling for Humans. βοΈLGPL-2.1
-
GitHub (π¨βπ» 450 Β· π 4.4K Β· π₯ 4.4K Β· π¦ 49K Β· π 1.8K - 21% open Β· β±οΈ 24.08.2023):
git clone https://github.com/RaRe-Technologies/gensim
-
PyPi (π₯ 3.8M / month Β· π¦ 3.1K Β· β±οΈ 24.08.2023):
pip install gensim
-
Conda (π₯ 1.1M Β· β±οΈ 24.08.2023):
conda install -c conda-forge gensim
fairseq (π₯37 Β· β 27K) - Facebook AI Research Sequence-to-Sequence Toolkit written in Python. MIT
haystack (π₯36 Β· β 10K) - LLM orchestration framework to build customizable, production-ready.. Apache-2
TextBlob (π₯36 Β· β 8.7K) - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech.. MIT
-
GitHub (π¨βπ» 36 Β· π 1.1K Β· π₯ 110 Β· π¦ 32K Β· π 270 - 42% open Β· β±οΈ 11.03.2023):
git clone https://github.com/sloria/TextBlob
-
PyPi (π₯ 630K / month Β· π¦ 1.4K Β· β±οΈ 22.10.2021):
pip install textblob
-
Conda (π₯ 230K Β· β±οΈ 16.06.2023):
conda install -c conda-forge textblob
Tokenizers (π₯36 Β· β 7.5K) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
sentence-transformers (π₯35 Β· β 12K) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
-
GitHub (π¨βπ» 110 Β· π 2.1K Β· π¦ 14K Β· π 1.8K - 56% open Β· β±οΈ 08.08.2023):
git clone https://github.com/UKPLab/sentence-transformers
-
PyPi (π₯ 2.4M / month Β· π¦ 400 Β· β±οΈ 26.06.2022):
pip install sentence-transformers
-
Conda (π₯ 140K Β· β±οΈ 16.06.2023):
conda install -c conda-forge sentence-transformers
AllenNLP (π₯35 Β· β 12K Β· π€) - An open-source NLP research library, built on PyTorch. Apache-2
OpenNMT (π₯35 Β· β 6.2K) - Open Source Neural Machine Translation and (Large) Language Models.. MIT
TensorFlow Text (π₯35 Β· β 1.1K) - Making text a first-class citizen in TensorFlow. Apache-2
fastText (π₯34 Β· β 25K) - Library for fast text representation and classification. MIT
-
GitHub (π¨βπ» 62 Β· π 4.6K Β· π¦ 4.9K Β· π 1.2K - 47% open Β· β±οΈ 21.06.2023):
git clone https://github.com/facebookresearch/fastText
-
PyPi (π₯ 1.2M / month Β· π¦ 220 Β· β±οΈ 28.04.2020):
pip install fasttext
-
Conda (π₯ 63K Β· β±οΈ 16.06.2023):
conda install -c conda-forge fasttext
ParlAI (π₯34 Β· β 10K) - A framework for training and evaluating AI models on a variety of.. MIT
sentencepiece (π₯34 Β· β 8.1K) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
DeepPavlov (π₯32 Β· β 6.3K) - An open source library for deep learning end-to-end dialog.. Apache-2
ftfy (π₯30 Β· β 3.6K Β· π€) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
jellyfish (π₯30 Β· β 1.9K) - a python library for doing approximate and phonetic matching of strings. MIT
spacy-transformers (π₯30 Β· β 1.3K) - Use pretrained transformers like BERT, XLNet and GPT-2.. MIT
spacy
snowballstemmer (π₯30 Β· β 680) - Snowball compiler and stemming algorithms. BSD-3
-
GitHub (π¨βπ» 33 Β· π 170 Β· π¦ 4 Β· π 83 - 37% open Β· β±οΈ 07.08.2023):
git clone https://github.com/snowballstem/snowball
-
PyPi (π₯ 9.5M / month Β· π¦ 6.8K Β· β±οΈ 16.11.2021):
pip install snowballstemmer
-
Conda (π₯ 7M Β· β±οΈ 16.06.2023):
conda install -c conda-forge snowballstemmer
english-words (π₯29 Β· β 9.3K Β· π€) - A text file containing 479k English words for all your.. Unlicense
Dedupe (π₯29 Β· β 3.8K) - A python library for accurate and scalable fuzzy matching, record.. MIT
GluonNLP (π₯29 Β· β 2.5K Β· π€) - Toolkit that enables easy text preprocessing, datasets.. Apache-2
Sumy (π₯28 Β· β 3.2K) - Module for automatic summarization of text documents and HTML pages. Apache-2
TextDistance (π₯28 Β· β 3.2K Β· π€) - Compute distance between sequences. 30+ algorithms, pure.. MIT
fastNLP (π₯28 Β· β 3K Β· π€) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
PyTextRank (π₯28 Β· β 2K) - Python implementation of TextRank algorithms (textgraphs) for phrase.. MIT
SciSpacy (π₯28 Β· β 1.5K) - A full spaCy pipeline and models for scientific/biomedical documents. Apache-2
Ciphey (π₯27 Β· β 14K Β· π€) - Automatically decrypt encryptions without knowing the key or cipher,.. MIT
-
GitHub (π¨βπ» 47 Β· π 850 Β· π 320 - 17% open Β· β±οΈ 05.12.2022):
git clone https://github.com/Ciphey/Ciphey
-
PyPi (π₯ 30K / month Β· β±οΈ 06.06.2021):
pip install ciphey
-
Docker Hub (π₯ 20K Β· β 14 Β· β±οΈ 11.08.2023):
docker pull remnux/ciphey
qdrant (π₯27 Β· β 12K) - Qdrant - Vector Database for the next generation of AI applications... Apache-2
-
GitHub (π¨βπ» 62 Β· π 670 Β· π₯ 800 Β· π 680 - 20% open Β· β±οΈ 23.08.2023):
git clone https://github.com/qdrant/qdrant
scattertext (π₯27 Β· β 2.1K) - Beautiful visualizations of how language differs among document.. Apache-2
-
GitHub (π¨βπ» 14 Β· π 280 Β· π¦ 420 Β· π 98 - 20% open Β· β±οΈ 06.05.2023):
git clone https://github.com/JasonKessler/scattertext
-
PyPi (π₯ 10K / month Β· π¦ 10 Β· β±οΈ 26.03.2022):
pip install scattertext
-
Conda (π₯ 83K Β· β±οΈ 16.06.2023):
conda install -c conda-forge scattertext
happy-transformer (π₯27 Β· β 450) - Happy Transformer makes it easy to fine-tune and.. Apache-2
huggingface
sense2vec (π₯26 Β· β 1.5K) - Contextually-keyed word vectors. MIT
-
GitHub (π¨βπ» 19 Β· π 240 Β· π₯ 57K Β· π¦ 280 Β· π 110 - 18% open Β· β±οΈ 20.04.2023):
git clone https://github.com/explosion/sense2vec
-
PyPi (π₯ 1.7K / month Β· π¦ 13 Β· β±οΈ 19.04.2021):
pip install sense2vec
-
Conda (π₯ 34K Β· β±οΈ 16.06.2023):
conda install -c conda-forge sense2vec
OpenPrompt (π₯25 Β· β 3.7K) - An Open-Source Framework for Prompt-Learning. Apache-2
pytorch-nlp (π₯25 Β· β 2.2K) - Basic Utilities for PyTorch Natural Language Processing (NLP). BSD-3
promptsource (π₯25 Β· β 2.1K) - Toolkit for creating, sharing and using natural language.. Apache-2
litellm (π₯24 Β· β 670 Β· π£) - lightweight package to simplify LLM API calls -.. MIT
o
t
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e
r
s
T5 (π₯23 Β· β 5.4K) - Code for the paper Exploring the Limits of Transfer Learning with a.. Apache-2
FARM (π₯23 Β· β 1.7K Β· π€) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
YouTokenToMe (π₯23 Β· β 900) - Unsupervised text tokenizer focused on computational efficiency. MIT
detoxify (π₯23 Β· β 700) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2
Texthero (π₯22 Β· β 2.8K Β· π€) - Text preprocessing, representation and visualization from zero to.. MIT
Sockeye (π₯22 Β· β 1.2K) - Sequence-to-sequence framework with a focus on Neural Machine.. Apache-2
small-text (π₯22 Β· β 480) - Active Learning for Text Classification in Python. MIT
NLP Architect (π₯21 Β· β 2.9K Β· π€) - A model library for exploring state-of-the-art deep.. Apache-2
lightseq (π₯20 Β· β 2.9K) - LightSeq: A High Performance Library for Sequence Processing and.. Apache-2
textaugment (π₯19 Β· β 330) - TextAugment: Text Augmentation Library. MIT
OpenNRE (π₯17 Β· β 4.1K Β· π€) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
-
GitHub (π¨βπ» 12 Β· π 1K Β· π 360 - 2% open Β· β±οΈ 03.01.2023):
git clone https://github.com/thunlp/OpenNRE
UForm (π₯17 Β· β 390 Β· π£) - Multi-Modal AI inference library for Multi-Lingual Text,.. Apache-2
TextBox (π₯16 Β· β 1K) - TextBox 2.0 is a text generation library with pre-trained language models. MIT
VizSeq (π₯12 Β· β 430) - An Analysis Toolkit for Natural Language Generation (Translation,.. MIT
Show 40 hidden projects...
- flair (π₯37 Β· β 13K) - A very simple framework for state-of-the-art Natural Language..
βUnlicensed
- ChatterBot (π₯35 Β· β 14K Β· π) - ChatterBot is a machine learning, conversational dialog engine..
BSD-3
- fuzzywuzzy (π₯34 Β· β 8.9K Β· π) - Fuzzy String Matching in Python.
βοΈGPL-2.0
- stanza (π₯30 Β· β 6.7K) - Stanford NLP Python library for tokenization, sentence..
βUnlicensed
- nlpaug (π₯30 Β· β 4.1K Β· π) - Data augmentation for NLP.
MIT
- textacy (π₯29 Β· β 2.1K) - NLP, before and after spaCy.
βUnlicensed
- vaderSentiment (π₯28 Β· β 4K Β· π) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and..
MIT
- underthesea (π₯28 Β· β 1.2K) - Underthesea - Vietnamese NLP Toolkit.
βοΈGPL-3.0
- flashtext (π₯27 Β· β 5.4K Β· π) - Extract Keywords from sentence or Replace keywords in sentences.
MIT
- neuralcoref (π₯26 Β· β 2.7K Β· π) - Fast Coreference Resolution in spaCy with Neural Networks.
MIT
- whoosh (π₯25 Β· β 440 Β· π) - Pure-Python full-text search library.
βοΈBSD-1-Clause
- textgenrnn (π₯24 Β· β 4.9K Β· π) - Easily train your own text-generating neural network of any..
MIT
- polyglot (π₯24 Β· β 2.2K Β· π) - Multilingual text (NLP) processing toolkit.
βUnlicensed
- langid (π₯24 Β· β 2.1K Β· π) - Stand-alone language identification system.
βUnlicensed
- pySBD (π₯24 Β· β 640 Β· π) - pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence..
MIT
- Snips NLU (π₯23 Β· β 3.8K Β· π) - Snips Python library to extract meaning from text.
Apache-2
- MatchZoo (π₯23 Β· β 3.8K Β· π) - Facilitating the design, comparison and sharing of deep..
Apache-2
- Kashgari (π₯23 Β· β 2.4K Β· π) - Kashgari is a production-level NLP Transfer learning..
Apache-2
- gpt-2-simple (π₯22 Β· β 3.3K Β· π) - Python package to easily retrain OpenAIs GPT-2 text-..
MIT
- Texar (π₯22 Β· β 2.4K Β· π) - Toolkit for Machine Learning, Natural Language Processing, and..
Apache-2
- stop-words (π₯22 Β· β 150 Β· π) - Get list of common stop words in various languages in Python.
BSD-3
- DELTA (π₯21 Β· β 1.6K Β· π) - DELTA is a deep learning based natural language and speech..
Apache-2
- anaGo (π₯21 Β· β 1.5K Β· π) - Bidirectional LSTM-CRF and ELMo for Named-Entity Recognition,..
MIT
- pyfasttext (π₯20 Β· β 230 Β· π) - Yet another Python binding for fastText.
βοΈGPL-3.0
- numerizer (π₯20 Β· β 210) - A Python module to convert natural language numerics into ints and..
MIT
- fastT5 (π₯18 Β· β 500 Β· π) - boost inference speed of T5 models by 5x & reduce the model size..
Apache-2
- nboost (π₯17 Β· β 670 Β· π) - NBoost is a scalable, search-api-boosting platform for deploying..
Apache-2
- DeepMatcher (π₯17 Β· β 500 Β· π) - Python package for performing Entity and Text Matching using..
BSD-3
- Camphr (π₯17 Β· β 340 Β· π) - Camphr - NLP libary for creating pipeline components.
Apache-2
spacy
- skift (π₯17 Β· β 230 Β· π) - scikit-learn wrappers for Python fastText.
MIT
- textpipe (π₯16 Β· β 300 Β· π) - Textpipe: clean and extract metadata from text.
MIT
- NeuroNER (π₯15 Β· β 1.7K Β· π) - Named-entity recognition using neural networks. Easy-to-use and..
MIT
- BLINK (π₯15 Β· β 1.1K Β· π) - Entity Linker solution.
MIT
- Translate (π₯15 Β· β 800 Β· π) - Translate - a PyTorch Language Library.
BSD-3
- NeuralQA (π₯14 Β· β 220 Β· π) - NeuralQA: A Usable Library for Question Answering on Large Datasets..
MIT
- textvec (π₯14 Β· β 190 Β· π) - Text vectorization tool to outperform TFIDF for classification..
MIT
- TransferNLP (π₯13 Β· β 290 Β· π) - NLP library designed for reproducible experimentation..
MIT
- ONNX-T5 (π₯13 Β· β 240 Β· π) - Summarization, translation, sentiment-analysis, text-generation..
Apache-2
- spacy-dbpedia-spotlight (π₯13 Β· β 91) - A spaCy wrapper for DBpedia Spotlight.
MIT
spacy
- Headliner (π₯11 Β· β 230 Β· π) - Easy training and deployment of seq2seq models.
βUnlicensed
Libraries for image & video processing, manipulation, and augmentation as well as libraries for computer vision tasks such as facial recognition, object detection, and classification.
torchvision (π₯42 Β· β 14K Β· π) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
-
GitHub (π¨βπ» 550 Β· π 6.8K Β· π₯ 29K Β· π¦ 10 Β· π 3.1K - 29% open Β· β±οΈ 24.08.2023):
git clone https://github.com/pytorch/vision
-
PyPi (π₯ 6.8M / month Β· π¦ 4.5K Β· β±οΈ 08.05.2023):
pip install torchvision
-
Conda (π₯ 810K Β· β±οΈ 22.06.2023):
conda install -c conda-forge torchvision
PyTorch Image Models (π₯38 Β· β 26K) - PyTorch image models, scripts, pretrained weights --.. Apache-2
-
GitHub (π¨βπ» 110 Β· π 4.2K Β· π₯ 5.2M Β· π¦ 10 Β· π 780 - 7% open Β· β±οΈ 24.08.2023):
git clone https://github.com/rwightman/pytorch-image-models
-
PyPi (π₯ 3.7M / month Β· π¦ 280 Β· β±οΈ 03.08.2023):
pip install timm
-
Conda (π₯ 88K Β· β±οΈ 04.08.2023):
conda install -c conda-forge timm
InsightFace (π₯36 Β· β 18K Β· π) - State-of-the-art 2D and 3D Face Analysis Project. MIT
MMDetection (π₯35 Β· β 25K) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
detectron2 (π₯34 Β· β 26K) - Detectron2 is a platform for object detection, segmentation.. Apache-2
Albumentations (π₯34 Β· β 12K) - Fast image augmentation library and an easy-to-use wrapper.. MIT
PaddleSeg (π₯33 Β· β 7.5K) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
deepface (π₯32 Β· β 7.2K) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
vit-pytorch (π₯30 Β· β 15K) - Implementation of Vision Transformer, a simple way to achieve.. MIT
PaddleDetection (π₯30 Β· β 11K) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
imageai (π₯29 Β· β 8K) - A python library built to empower developers to build applications and.. MIT
Face Alignment (π₯29 Β· β 6.5K) - 2D and 3D Face alignment library build using pytorch. BSD-3
facenet-pytorch (π₯28 Β· β 3.7K) - Pretrained Pytorch face detection (MTCNN) and facial.. MIT
opencv-python (π₯28 Β· β 3.7K) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
sahi (π₯28 Β· β 2.9K) - Framework agnostic sliced/tiled inference + interactive ui + error analysis.. MIT
vidgear (π₯28 Β· β 2.9K) - A High-performance cross-platform Video Processing Python framework.. Apache-2
layout-parser (π₯27 Β· β 3.9K Β· π€) - A Unified Toolkit for Deep Learning Based Document Image.. Apache-2
CellProfiler (π₯27 Β· β 790) - An open-source application for biological image analysis. BSD-3
Image Deduplicator (π₯25 Β· β 4.7K) - Finding duplicate images made easy!. Apache-2
Norfair (π₯25 Β· β 1.9K) - Lightweight Python library for adding real-time multi-object tracking.. BSD-3
pytorchvideo (π₯24 Β· β 3K) - A deep learning library for video understanding research. Apache-2
Classy Vision (π₯24 Β· β 1.6K) - An end-to-end PyTorch framework for image and video.. MIT
-
GitHub (π¨βπ» 77 Β· π 280 Β· π 120 - 45% open Β· β±οΈ 23.03.2023):
git clone https://github.com/facebookresearch/ClassyVision
-
PyPi (π₯ 2.2K / month Β· π¦ 4 Β· β±οΈ 21.03.2023):
pip install classy_vision
-
Conda (π₯ 18K Β· β±οΈ 16.06.2023):
conda install -c conda-forge classy_vision
MMF (π₯23 Β· β 5.3K) - A modular framework for vision & language multimodal research from.. BSD-3
vissl (π₯23 Β· β 3.1K) - VISSL is FAIRs library of extensible, modular and scalable components.. MIT
kubric (π₯23 Β· β 2K) - A data generation pipeline for creating semi-realistic synthetic multi-.. Apache-2
icevision (π₯23 Β· β 830 Β· π€) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2
DEβ«ΆTR (π₯22 Β· β 12K) - End-to-End Object Detection with Transformers. Apache-2
-
GitHub (π¨βπ» 26 Β· π 2.1K Β· π¦ 10 Β· π 510 - 44% open Β· β±οΈ 07.02.2023):
git clone https://github.com/facebookresearch/detr
PySlowFast (π₯20 Β· β 5.8K) - PySlowFast: video understanding codebase from FAIR for.. Apache-2
image-match (π₯20 Β· β 2.9K Β· π€) - Quickly search over billions of images. Apache-2
tensorflow-graphics (π₯20 Β· β 2.7K) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
scenic (π₯19 Β· β 2.4K) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2
-
GitHub (π¨βπ» 67 Β· π 340 Β· π 220 - 66% open Β· β±οΈ 24.08.2023):
git clone https://github.com/google-research/scenic
Show 19 hidden projects...
- scikit-image (π₯42 Β· β 5.6K) - Image processing in Python.
βUnlicensed
- imgaug (π₯35 Β· β 14K Β· π) - Image augmentation for machine learning experiments.
MIT
- glfw (π₯32 Β· β 11K Β· π) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input.
βοΈZlib
- Face Recognition (π₯31 Β· β 49K Β· π) - The worlds simplest facial recognition api for Python..
MIT
- PyTorch3D (π₯31 Β· β 7.6K) - PyTorch3D is FAIRs library of reusable components for..
βUnlicensed
- imutils (π₯31 Β· β 4.4K Β· π) - A series of convenience functions to make basic image processing..
MIT
- mtcnn (π₯27 Β· β 2K Β· π) - MTCNN face detection implementation for TensorFlow, as a PIP package.
MIT
- chainercv (π₯27 Β· β 1.5K Β· π) - ChainerCV: a Library for Deep Learning in Computer Vision.
MIT
- Image Super-Resolution (π₯23 Β· β 4.3K Β· π) - Super-scale your images and run experiments with..
Apache-2
- Luminoth (π₯23 Β· β 2.4K Β· π) - Deep Learning toolkit for Computer Vision.
BSD-3
- deep-daze (π₯22 Β· β 4.4K Β· π) - Simple command line tool for text to image generation using..
MIT
- segmentation_models (π₯22 Β· β 4.4K Β· π) - Segmentation models with pretrained backbones. Keras..
MIT
- Pillow-SIMD (π₯21 Β· β 2K Β· π) - The friendly PIL fork.
βοΈPIL
- nude.py (π₯21 Β· β 910 Β· π) - Nudity detection with Python.
MIT
- detecto (π₯21 Β· β 600 Β· π) - Build fully-functioning computer vision models with PyTorch.
MIT
- solt (π₯19 Β· β 260 Β· π) - Streaming over lightweight data transformations.
MIT
- Caer (π₯17 Β· β 710 Β· π) - A lightweight Computer Vision library. Scale your models, not boilerplate.
MIT
- HugsVision (π₯16 Β· β 180 Β· π€) - HugsVision is a easy to use huggingface wrapper for state-of-..
MIT
huggingface
- Torch Points 3D (π₯16 Β· β 160 Β· π) - Pytorch framework for doing deep learning on point..
BSD-3
Libraries for graph processing, clustering, embedding, and machine learning tasks.
dgl (π₯38 Β· β 12K) - Python package built to ease deep learning on graph, on top of existing DL.. Apache-2
PyTorch Geometric (π₯35 Β· β 18K Β· π) - Graph Neural Network Library for PyTorch. MIT
ogb (π₯30 Β· β 1.7K) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
pygraphistry (π₯28 Β· β 1.9K) - PyGraphistry is a Python library to quickly load, shape,.. BSD-3
AmpliGraph (π₯27 Β· β 2K) - Python library for Representation Learning on Knowledge.. Apache-2
Paddle Graph Learning (π₯27 Β· β 1.5K) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
pytorch_geometric_temporal (π₯25 Β· β 2.2K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
PyKEEN (π₯25 Β· β 1.3K) - A Python library for learning and evaluating knowledge graph embeddings. MIT
graph4nlp (π₯21 Β· β 1.6K Β· π€) - Graph4nlp is the library for the easy use of Graph.. Apache-2
graph-nets (π₯20 Β· β 5.3K Β· π€) - Build Graph Nets in Tensorflow. Apache-2
torch-cluster (π₯20 Β· β 680) - PyTorch Extension Library of Optimized Graph Cluster.. MIT
GraphGym (π₯19 Β· β 1.4K) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
kglib (π₯16 Β· β 540 Β· π€) - TypeDB-ML is the Machine Learning integrations library for TypeDB. Apache-2
OpenKE (π₯15 Β· β 3.5K Β· π€) - An Open-Source Package for Knowledge Embedding (KE). MIT
-
GitHub (π¨βπ» 11 Β· π 950 Β· π 370 - 4% open Β· β±οΈ 03.11.2022):
git clone https://github.com/thunlp/OpenKE
OpenNE (π₯15 Β· β 1.6K Β· π€) - An Open-Source Package for Network Embedding (NE). MIT
-
GitHub (π¨βπ» 11 Β· π 480 Β· π 100 - 4% open Β· β±οΈ 02.11.2022):
git clone https://github.com/thunlp/OpenNE
AutoGL (π₯15 Β· β 950 Β· π€) - An autoML framework & toolkit for machine learning on graphs. Apache-2
Show 16 hidden projects...
- networkx (π₯42 Β· β 13K) - Network Analysis in Python.
βUnlicensed
- igraph (π₯33 Β· β 1.1K) - Python interface for igraph.
βοΈGPL-2.0
- StellarGraph (π₯29 Β· β 2.8K Β· π) - StellarGraph - Machine Learning on Graphs.
Apache-2
- pygal (π₯28 Β· β 2.6K) - PYthon svg GrAph plotting Library.
βοΈLGPL-3.0
- DIG (π₯24 Β· β 1.6K) - A library for graph deep learning research.
βοΈGPL-3.0
- Karate Club (π₯22 Β· β 2K) - Karate Club: An API Oriented Open-source Python Framework for..
βοΈGPL-3.0
- PyTorch-BigGraph (π₯21 Β· β 3.3K Β· π€) - Generate embeddings from large-scale graph-structured..
βUnlicensed
- DeepWalk (π₯21 Β· β 2.6K Β· π) - DeepWalk - Deep Learning for Graphs.
βοΈGPL-3.0
- pyRDF2Vec (π₯21 Β· β 220) - Python Implementation and Extension of RDF2Vec.
MIT
- Sematch (π₯19 Β· β 410 Β· π) - semantic similarity framework for knowledge graph.
Apache-2
- DeepGraph (π₯17 Β· β 280) - Analyze Data with Pandas-based Networks. Documentation:.
BSD-3
- GraphEmbedding (π₯16 Β· β 3.4K Β· π) - Implementation and experiments of graph embedding..
MIT
- Euler (π₯16 Β· β 2.9K Β· π) - A distributed graph deep learning framework.
Apache-2
- GraphVite (π₯15 Β· β 1.1K Β· π) - GraphVite: A General and High-performance Graph Embedding..
Apache-2
- GraphSAGE (π₯14 Β· β 3.1K Β· π) - Representation learning on large graphs using stochastic..
MIT
- ptgnn (π₯14 Β· β 370 Β· π) - A PyTorch Graph Neural Network Library.
MIT
Libraries for audio analysis, manipulation, transformation, and extraction, as well as speech recognition and music generation tasks.
speechbrain (π₯38 Β· β 6.5K) - A PyTorch-based Speech Toolkit. Apache-2
torchaudio (π₯35 Β· β 2.2K) - Data manipulation and transformation for audio signal.. BSD-2
Pydub (π₯34 Β· β 7.6K Β· π€) - Manipulate audio with a simple and easy high level interface. MIT
SpeechRecognition (π₯33 Β· β 7.5K) - Speech recognition module for Python, supporting several.. BSD-3
-
GitHub (π¨βπ» 49 Β· π 2.3K Β· π¦ 10 Β· π 600 - 49% open Β· β±οΈ 13.03.2023):
git clone https://github.com/Uberi/speech_recognition
-
PyPi (π₯ 450K / month Β· π¦ 790 Β· β±οΈ 04.12.2022):
pip install SpeechRecognition
-
Conda (π₯ 170K Β· β±οΈ 16.06.2023):
conda install -c conda-forge speechrecognition
spleeter (π₯31 Β· β 23K) - Deezer source separation library including pretrained models. MIT
-
GitHub (π¨βπ» 19 Β· π 2.5K Β· π₯ 2.6M Β· π¦ 560 Β· π 760 - 26% open Β· β±οΈ 13.07.2023):
git clone https://github.com/deezer/spleeter
-
PyPi (π₯ 16K / month Β· π¦ 6 Β· β±οΈ 10.06.2022):
pip install spleeter
-
Conda (π₯ 78K Β· β±οΈ 16.06.2023):
conda install -c conda-forge spleeter
audiomentations (π₯30 Β· β 1.5K) - A Python library for audio data augmentation. Inspired by.. MIT
audioread (π₯29 Β· β 440) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.. MIT
pyAudioAnalysis (π₯28 Β· β 5.4K Β· π€) - Python Audio Analysis Library: Feature Extraction,.. Apache-2
tinytag (π₯28 Β· β 610) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4, M4A,.. MIT
python-soundfile (π₯24 Β· β 580) - SoundFile is an audio library based on libsndfile, CFFI, and.. BSD-3
textlesslib (π₯12 Β· β 440) - Library for Textless Spoken Language Processing. MIT
-
GitHub (π¨βπ» 7 Β· π 43 Β· π 16 - 43% open Β· β±οΈ 23.08.2023):
git clone https://github.com/facebookresearch/textlesslib
Show 10 hidden projects...
- DeepSpeech (π₯34 Β· β 23K Β· π) - DeepSpeech is an open source embedded (offline, on-..
MPL-2.0
- aubio (π₯28 Β· β 3K Β· π) - a library for audio and music analysis.
βοΈGPL-3.0
- Essentia (π₯26 Β· β 2.5K) - C++ library for audio and music analysis, description and..
βοΈAGPL-3.0
- Madmom (π₯26 Β· β 1.1K Β· π) - Python audio and music signal processing library.
BSD-3
- python_speech_features (π₯25 Β· β 2.3K Β· π) - This library provides common speech features for ASR..
MIT
- TTS (π₯24 Β· β 7.8K Β· π) - Deep learning for Text to Speech (Discussion forum:..
MPL-2.0
- Dejavu (π₯23 Β· β 6.1K Β· π) - Audio fingerprinting and recognition in Python.
MIT
- kapre (π₯22 Β· β 900 Β· π) - kapre: Keras Audio Preprocessors.
MIT
- TimeSide (π₯21 Β· β 350) - scalable audio processing framework and server written in Python.
βοΈAGPL-3.0
- Muda (π₯17 Β· β 220 Β· π) - A library for augmenting annotated audio data.
ISC
Libraries to load, process, analyze, and write geographic data as well as libraries for spatial analysis, map visualization, and geocoding.
pydeck (π₯42 Β· β 11K) - WebGL2 powered visualization framework. MIT
-
GitHub (π¨βπ» 230 Β· π 2K Β· π¦ 6.4K Β· π 2.8K - 8% open Β· β±οΈ 23.08.2023):
git clone https://github.com/visgl/deck.gl
-
PyPi (π₯ 1.4M / month Β· π¦ 38 Β· β±οΈ 15.04.2023):
pip install pydeck
-
Conda (π₯ 430K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pydeck
-
npm (π₯ 450K / month Β· π¦ 470 Β· β±οΈ 18.08.2023):
npm install deck.gl
GeoPandas (π₯39 Β· β 3.8K) - Python tools for geographic data. BSD-3
-
GitHub (π¨βπ» 210 Β· π 850 Β· π₯ 2.2K Β· π¦ 25K Β· π 1.6K - 27% open Β· β±οΈ 21.08.2023):
git clone https://github.com/geopandas/geopandas
-
PyPi (π₯ 5.4M / month Β· π¦ 1.6K Β· β±οΈ 06.06.2023):
pip install geopandas
-
Conda (π₯ 3.1M Β· β±οΈ 06.06.2023):
conda install -c conda-forge geopandas
folium (π₯38 Β· β 6.4K) - Python Data. Leaflet.js Maps. MIT
-
GitHub (π¨βπ» 150 Β· π 2.2K Β· π¦ 28K Β· π 1K - 5% open Β· β±οΈ 15.08.2023):
git clone https://github.com/python-visualization/folium
-
PyPi (π₯ 640K / month Β· π¦ 780 Β· β±οΈ 12.12.2022):
pip install folium
-
Conda (π₯ 2.2M Β· β±οΈ 16.06.2023):
conda install -c conda-forge folium
Rasterio (π₯37 Β· β 2K) - Rasterio reads and writes geospatial raster datasets. BSD-3
-
GitHub (π¨βπ» 150 Β· π 520 Β· π₯ 850 Β· π¦ 8.6K Β· π 1.7K - 8% open Β· β±οΈ 15.08.2023):
git clone https://github.com/rasterio/rasterio
-
PyPi (π₯ 1.7M / month Β· π¦ 960 Β· β±οΈ 28.06.2023):
pip install rasterio
-
Conda (π₯ 2.5M Β· β±οΈ 29.06.2023):
conda install -c conda-forge rasterio
Shapely (π₯36 Β· β 3.4K) - Manipulation and analysis of geometric objects. BSD-3
-
GitHub (π¨βπ» 150 Β· π 540 Β· π₯ 2.4K Β· π¦ 51K Β· π 1.1K - 20% open Β· β±οΈ 19.08.2023):
git clone https://github.com/shapely/shapely
-
PyPi (π₯ 13M / month Β· π¦ 890 Β· β±οΈ 02.02.2023):
pip install shapely
-
Conda (π₯ 8.2M Β· β±οΈ 19.08.2023):
conda install -c conda-forge shapely
pyproj (π₯36 Β· β 910) - Python interface to PROJ (cartographic projections and coordinate.. MIT
ipyleaflet (π₯32 Β· β 1.4K) - A Jupyter - Leaflet.js bridge. MIT
-
GitHub (π¨βπ» 83 Β· π 350 Β· π¦ 5K Β· π 590 - 42% open Β· β±οΈ 02.06.2023):
git clone https://github.com/jupyter-widgets/ipyleaflet
-
PyPi (π₯ 160K / month Β· π¦ 160 Β· β±οΈ 02.06.2023):
pip install ipyleaflet
-
Conda (π₯ 1.1M Β· β±οΈ 05.06.2023):
conda install -c conda-forge ipyleaflet
-
npm (π₯ 45K / month Β· π¦ 5 Β· β±οΈ 02.06.2023):
npm install jupyter-leaflet
ArcGIS API (π₯31 Β· β 1.7K) - Documentation and samples for ArcGIS API for Python. Apache-2
-
GitHub (π¨βπ» 87 Β· π 1K Β· π₯ 8.9K Β· π¦ 2 Β· π 640 - 9% open Β· β±οΈ 12.08.2023):
git clone https://github.com/Esri/arcgis-python-api
-
PyPi (π₯ 79K / month Β· π¦ 31 Β· β±οΈ 27.01.2023):
pip install arcgis
-
Docker Hub (π₯ 12K Β· β 40 Β· β±οΈ 17.06.2022):
docker pull esridocker/arcgis-api-python-notebook
EarthPy (π₯27 Β· β 450) - A package built to support working with spatial data using open source.. BSD-3
pymap3d (π₯25 Β· β 320) - pure-Python (Numpy optional) 3D coordinate conversions for geospace ecef.. BSD-2
Show 7 hidden projects...
- Geocoder (π₯32 Β· β 1.5K Β· π) - Python Geocoder.
MIT
- Satpy (π₯30 Β· β 940) - Python package for earth-observing satellite data processing.
βοΈGPL-3.0
- Sentinelsat (π₯28 Β· β 910) - Search and download Copernicus Sentinel satellite images.
βοΈGPL-3.0
- prettymaps (π₯23 Β· β 10K) - A small set of Python functions to draw pretty maps from..
βοΈAGPL-3.0
- Mapbox GL (π₯23 Β· β 640 Β· π) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook.
MIT
- geoplotlib (π₯22 Β· β 1K Β· π) - python toolbox for visualizing geographical data and making maps.
MIT
- gmaps (π₯21 Β· β 750 Β· π) - Google maps for Jupyter notebooks.
BSD-3
Libraries for algorithmic stock/crypto trading, risk analytics, backtesting, technical analysis, and other tasks on financial data.
Qlib (π₯31 Β· β 12K) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT
Alpha Vantage (π₯29 Β· β 4K Β· π€) - A python wrapper for Alpha Vantage API for financial data. MIT
-
GitHub (π¨βπ» 42 Β· π 690 Β· π¦ 390 Β· π 280 - 2% open Β· β±οΈ 25.12.2022):
git clone https://github.com/RomelTorres/alpha_vantage
-
PyPi (π₯ 30K / month Β· π¦ 29 Β· β±οΈ 21.12.2020):
pip install alpha_vantage
-
Conda (π₯ 5K Β· β±οΈ 16.06.2023):
conda install -c conda-forge alpha_vantage
stockstats (π₯28 Β· β 1.2K) - Supply a wrapper ``StockDataFrame`` based on the.. BSD-3
TensorTrade (π₯26 Β· β 4.2K Β· π€) - An open source reinforcement learning framework for.. Apache-2
-
GitHub (π¨βπ» 61 Β· π 980 Β· π¦ 48 Β· π 250 - 20% open Β· β±οΈ 23.08.2022):
git clone https://github.com/tensortrade-org/tensortrade
-
PyPi (π₯ 470 / month Β· π¦ 1 Β· β±οΈ 10.05.2021):
pip install tensortrade
-
Conda (π₯ 3K Β· β±οΈ 16.06.2023):
conda install -c conda-forge tensortrade
FinQuant (π₯25 Β· β 1K) - A program for financial portfolio management, analysis and optimisation. MIT
PyAlgoTrade (π₯24 Β· β 4.1K) - Python Algorithmic Trading Library. Apache-2
Crypto Signals (π₯23 Β· β 4.5K Β· π€) - Github.com/CryptoSignal - Trading & Technical Analysis Bot -.. MIT
-
GitHub (π¨βπ» 28 Β· π 1.3K Β· π 270 - 24% open Β· β±οΈ 09.08.2022):
git clone https://github.com/CryptoSignal/crypto-signal
-
Docker Hub (π₯ 140K Β· β 8 Β· β±οΈ 03.09.2020):
docker pull shadowreaver/crypto-signal
finmarketpy (π₯22 Β· β 3.2K) - Python library for backtesting trading strategies & analyzing.. Apache-2
tf-quant-finance (π₯21 Β· β 4K) - High-performance TensorFlow library for quantitative.. Apache-2
Show 11 hidden projects...
- zipline (π₯33 Β· β 16K Β· π) - Zipline, a Pythonic Algorithmic Trading Library.
Apache-2
- pyfolio (π₯32 Β· β 5.1K Β· π) - Portfolio and risk analytics in Python.
Apache-2
- arch (π₯30 Β· β 1.1K) - ARCH models in Python.
βοΈNCSA
- backtrader (π₯29 Β· β 11K) - Python Backtesting library for trading strategies.
βοΈGPL-3.0
- empyrical (π₯28 Β· β 1.1K Β· π) - Common financial risk and performance metrics. Used by..
Apache-2
- Alphalens (π₯27 Β· β 2.8K Β· π) - Performance analysis of predictive (alpha) stock factors.
Apache-2
- Enigma Catalyst (π₯26 Β· β 2.4K Β· π) - An Algorithmic Trading Library for Crypto-Assets in..
Apache-2
- FinTA (π₯23 Β· β 1.9K Β· π) - Common financial technical indicators implemented in Pandas.
βοΈLGPL-3.0
- Backtesting.py (π₯22 Β· β 4K Β· π€) - Backtest trading strategies in Python.
βοΈAGPL-3.0
- surpriver (π₯12 Β· β 1.6K Β· π) - Find big moving stocks before they move using machine..
βοΈGPL-3.0
- pyrtfolio (π₯8 Β· β 130 Β· π) - Python package to generate stock portfolios.
βοΈGPL-3.0
Libraries for forecasting, anomaly detection, feature extraction, and machine learning on time-series and sequential data.
sktime (π₯39 Β· β 6.8K) - A unified framework for machine learning with time series. BSD-3
-
GitHub (π¨βπ» 280 Β· π 1.1K Β· π₯ 84 Β· π¦ 1.6K Β· π 1.9K - 34% open Β· β±οΈ 23.08.2023):
git clone https://github.com/alan-turing-institute/sktime
-
PyPi (π₯ 760K / month Β· π¦ 44 Β· β±οΈ 18.08.2023):
pip install sktime
-
Conda (π₯ 810K Β· β±οΈ 21.08.2023):
conda install -c conda-forge sktime-all-extras
Prophet (π₯36 Β· β 16K) - Tool for producing high quality forecasts for time series data that has.. MIT
-
GitHub (π¨βπ» 170 Β· π 4.4K Β· π₯ 1.9K Β· π¦ 10 Β· π 2K - 17% open Β· β±οΈ 21.08.2023):
git clone https://github.com/facebook/prophet
-
PyPi (π₯ 1M / month Β· π¦ 130 Β· β±οΈ 05.09.2020):
pip install fbprophet
-
Conda (π₯ 1M Β· β±οΈ 15.06.2023):
conda install -c conda-forge prophet
NeuralProphet (π₯32 Β· β 3.1K) - NeuralProphet: A simple forecasting package. MIT
STUMPY (π₯32 Β· β 2.8K) - STUMPY is a powerful and scalable Python library for modern time series.. BSD-3
pmdarima (π₯32 Β· β 1.4K) - A statistical library designed to fill the void in Pythons time series.. MIT
Darts (π₯31 Β· β 6.2K) - A python library for user-friendly forecasting and anomaly detection.. Apache-2
-
GitHub (π¨βπ» 99 Β· π 710 Β· π¦ 340 Β· π 1.2K - 20% open Β· β±οΈ 18.08.2023):
git clone https://github.com/unit8co/darts
-
PyPi (π₯ 11K / month Β· π¦ 4 Β· β±οΈ 05.08.2023):
pip install u8darts
-
Conda (π₯ 34K Β· β±οΈ 07.08.2023):
conda install -c conda-forge u8darts-all
-
Docker Hub (π₯ 390 Β· β±οΈ 04.08.2023):
docker pull unit8/darts
StatsForecast (π₯31 Β· β 2.8K) - Lightning fast forecasting with statistical and econometric.. Apache-2
-
GitHub (π¨βπ» 27 Β· π 190 Β· π¦ 420 Β· π 210 - 41% open Β· β±οΈ 23.08.2023):
git clone https://github.com/Nixtla/statsforecast
-
PyPi (π₯ 390K / month Β· π¦ 21 Β· β±οΈ 23.08.2023):
pip install statsforecast
-
Conda (π₯ 47K Β· β±οΈ 18.06.2023):
conda install -c conda-forge statsforecast
pytorch-forecasting (π₯29 Β· β 3.2K) - Time series forecasting with PyTorch. MIT
-
GitHub (π¨βπ» 35 Β· π 510 Β· π 700 - 61% open Β· β±οΈ 10.04.2023):
git clone https://github.com/jdb78/pytorch-forecasting
-
PyPi (π₯ 72K / month Β· π¦ 10 Β· β±οΈ 26.07.2020):
pip install pytorch-forecasting
-
Conda (π₯ 49K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pytorch-forecasting
NeuralForecast (π₯28 Β· β 1.7K) - Scalable and user friendly neural forecasting algorithms. Apache-2
-
GitHub (π¨βπ» 27 Β· π 180 Β· π¦ 37 Β· π 330 - 22% open Β· β±οΈ 23.08.2023):
git clone https://github.com/Nixtla/neuralforecast
-
PyPi (π₯ 7.7K / month Β· π¦ 3 Β· β±οΈ 16.08.2023):
pip install neuralforecast
-
Conda (π₯ 9.4K Β· β±οΈ 16.08.2023):
conda install -c conda-forge neuralforecast
uber/orbit (π₯24 Β· β 1.7K Β· π€) - A Python package for Bayesian forecasting with object-.. Apache-2
tick (π₯21 Β· β 430) - Module for statistical learning, with a particular emphasis on time-.. BSD-3
Auto TS (π₯18 Β· β 600) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2
Show 6 hidden projects...
- PyFlux (π₯25 Β· β 2K Β· π) - Open source time series library for Python.
BSD-3
- ADTK (π₯20 Β· β 960 Β· π) - A Python toolkit for rule-based/unsupervised anomaly detection in time..
MPL-2.0
- matrixprofile-ts (π₯19 Β· β 720 Β· π) - A Python library for detecting patterns and anomalies..
Apache-2
- atspy (π₯15 Β· β 490 Β· π) - AtsPy: Automated Time Series Models in Python (by @firmai).
MIT
- tsaug (π₯13 Β· β 310 Β· π) - A Python package for time series augmentation.
Apache-2
- tslumen (π₯8 Β· β 48 Β· π€) - A library for Time Series EDA (exploratory data analysis).
Apache-2
Libraries for processing and analyzing medical data such as MRIs, EEGs, genomic data, and other medical imaging formats.
MNE (π₯38 Β· β 2.3K) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python. BSD-3
Nilearn (π₯35 Β· β 1K) - Machine learning for NeuroImaging in Python. BSD-3
-
GitHub (π¨βπ» 220 Β· π 530 Β· π₯ 140 Β· π¦ 2.5K Β· π 1.9K - 15% open Β· β±οΈ 24.08.2023):
git clone https://github.com/nilearn/nilearn
-
PyPi (π₯ 26K / month Β· π¦ 280 Β· β±οΈ 28.04.2023):
pip install nilearn
-
Conda (π₯ 240K Β· β±οΈ 16.06.2023):
conda install -c conda-forge nilearn
Lifelines (π₯33 Β· β 2.2K) - Survival analysis in Python. MIT
-
GitHub (π¨βπ» 110 Β· π 540 Β· π¦ 1.8K Β· π 920 - 27% open Β· β±οΈ 21.07.2023):
git clone https://github.com/CamDavidsonPilon/lifelines
-
PyPi (π₯ 340K / month Β· π¦ 120 Β· β±οΈ 01.05.2023):
pip install lifelines
-
Conda (π₯ 280K Β· β±οΈ 16.06.2023):
conda install -c conda-forge lifelines
DIPY (π₯33 Β· β 610) - DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic.. BSD-3
NiBabel (π₯33 Β· β 570) - Python package to access a cacophony of neuro-imaging file formats. MIT
DeepVariant (π₯24 Β· β 2.9K) - DeepVariant is an analysis pipeline that uses a deep neural.. BSD-3
Show 9 hidden projects...
- NiftyNet (π₯24 Β· β 1.3K Β· π) - [unmaintained] An open-source convolutional neural..
Apache-2
- MedPy (π₯23 Β· β 500 Β· π€) - Medical image processing in Python.
βοΈGPL-3.0
- DLTK (π₯20 Β· β 1.4K Β· π) - Deep Learning Toolkit for Medical Image Analysis.
Apache-2
- Brainiak (π₯20 Β· β 310 Β· π) - Brain Imaging Analysis Kit.
Apache-2
- Glow (π₯20 Β· β 240 Β· π€) - An open-source toolkit for large-scale genomic analysis.
Apache-2
- Medical Detection Toolkit (π₯15 Β· β 1.2K Β· π) - The Medical Detection Toolkit contains 2D + 3D..
Apache-2
- MedicalTorch (π₯15 Β· β 820 Β· π) - A medical imaging framework for Pytorch.
Apache-2
- MedicalNet (π₯13 Β· β 1.7K Β· π) - Many studies have shown that the performance on deep learning is..
MIT
- DeepNeuro (π₯13 Β· β 120 Β· π) - A deep learning python package for neuroimaging data. Made by:.
MIT
Libraries for processing tabular and structured data.
carefree-learn (π₯21 Β· β 400) - Deep Learning PyTorch. MIT
pytorch_tabular (π₯20 Β· β 1K) - A standard framework for modelling Deep Learning Models for.. MIT
Show 3 hidden projects...
Libraries for optical character recognition (OCR) and text extraction from images or videos.
EasyOCR (π₯33 Β· β 19K) - Ready-to-use OCR with 80+ supported languages and all popular writing.. Apache-2
OCRmyPDF (π₯33 Β· β 9.6K) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them.. MPL-2.0
Tesseract (π₯32 Β· β 5K Β· π) - Python-tesseract is an optical character recognition (OCR) tool.. Apache-2
tesserocr (π₯30 Β· β 1.8K) - A Python wrapper for the tesseract-ocr API. MIT
-
GitHub (π¨βπ» 29 Β· π 250 Β· π₯ 39 Β· π¦ 870 Β· π 260 - 29% open Β· β±οΈ 19.07.2023):
git clone https://github.com/sirfz/tesserocr
-
PyPi (π₯ 59K / month Β· π¦ 72 Β· β±οΈ 19.07.2023):
pip install tesserocr
-
Conda (π₯ 120K Β· β±οΈ 16.06.2023):
conda install -c conda-forge tesserocr
MMOCR (π₯28 Β· β 3.6K) - OpenMMLab Text Detection, Recognition and Understanding Toolbox. Apache-2
keras-ocr (π₯26 Β· β 1.2K Β· π€) - A packaged and flexible version of the CRAFT text detector.. MIT
-
GitHub (π¨βπ» 17 Β· π 300 Β· π₯ 620K Β· π¦ 300 Β· π 200 - 43% open Β· β±οΈ 24.12.2022):
git clone https://github.com/faustomorales/keras-ocr
-
PyPi (π₯ 11K / month Β· π¦ 5 Β· β±οΈ 24.12.2022):
pip install keras-ocr
-
Conda (π₯ 260 Β· β±οΈ 16.06.2023):
conda install -c anaconda keras-ocr
Mozart (π₯10 Β· β 490 Β· π€) - An optical music recognition (OMR) system. Converts sheet.. Apache-2
-
GitHub (π¨βπ» 6 Β· π 70 Β· π 14 - 14% open Β· β±οΈ 24.08.2022):
git clone https://github.com/aashrafh/Mozart
Show 3 hidden projects...
- pdftabextract (π₯21 Β· β 2.1K Β· π) - A set of tools for extracting tables from PDF files..
Apache-2
- attention-ocr (π₯20 Β· β 960 Β· π) - A Tensorflow model for text recognition (CNN + seq2seq..
MIT
- doc2text (π₯18 Β· β 1.3K Β· π) - Detect text blocks and OCR poorly scanned PDFs in bulk. Python..
MIT
General-purpose data containers & structures as well as utilities & extensions for pandas.
π best-of-python - Data Containers ( β 3.1K) - Collection of data-container, dataframe, and pandas-..
Libraries for loading, collecting, and extracting data from a variety of data sources and formats.
π best-of-python - Data Extraction ( β 3.1K) - Collection of data-loading and -extraction libraries.
Libraries for web scraping, crawling, downloading, and mining as well as libraries.
π best-of-web-python - Web Scraping ( β 2K) - Collection of web-scraping and crawling libraries.
Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.
π best-of-python - Data Pipelines ( β 3.1K) - Libraries for data batch- and stream-processing,..
Libraries that provide capabilities to distribute and parallelize machine learning tasks across large-scale compute infrastructure.
Ray (π₯44 Β· β 27K) - Ray is a unified framework for scaling AI and Python applications. Ray.. Apache-2
-
GitHub (π¨βπ» 910 Β· π 4.7K Β· π₯ 86 Β· π¦ 11K Β· π 15K - 20% open Β· β±οΈ 24.08.2023):
git clone https://github.com/ray-project/ray
-
PyPi (π₯ 3.1M / month Β· π¦ 400 Β· β±οΈ 15.08.2023):
pip install ray
-
Conda (π₯ 160K Β· β±οΈ 17.08.2023):
conda install -c conda-forge ray-tune
DeepSpeed (π₯41 Β· β 28K) - DeepSpeed is a deep learning optimization library that makes.. Apache-2
-
GitHub (π¨βπ» 230 Β· π 3.4K Β· π¦ 3.4K Β· π 2.1K - 40% open Β· β±οΈ 24.08.2023):
git clone https://github.com/microsoft/DeepSpeed
-
PyPi (π₯ 520K / month Β· π¦ 62 Β· β±οΈ 18.08.2023):
pip install deepspeed
-
Docker Hub (π₯ 17K Β· β 3 Β· β±οΈ 02.09.2022):
docker pull deepspeed/deepspeed
dask.distributed (π₯38 Β· β 1.5K) - A distributed task scheduler for Dask. BSD-3
horovod (π₯37 Β· β 14K) - Distributed training framework for TensorFlow, Keras, PyTorch, and.. Apache-2
BigDL (π₯36 Β· β 4.3K) - Fast, distributed, secure AI for Big Data. Apache-2
-
GitHub (π¨βπ» 180 Β· π 1.1K Β· π¦ 45 Β· π 2K - 39% open Β· β±οΈ 24.08.2023):
git clone https://github.com/intel-analytics/BigDL
-
PyPi (π₯ 4.2K / month Β· π¦ 1 Β· β±οΈ 24.08.2023):
pip install bigdl
-
Maven (π¦ 4 Β· β±οΈ 20.04.2021):
<dependency> <groupId>com.intel.analytics.bigdl</groupId> <artifactId>bigdl-SPARK_2.4</artifactId> <version>[VERSION]</version> </dependency>
H2O-3 (π₯35 Β· β 6.5K) - H2O is an Open Source, Distributed, Fast & Scalable Machine Learning.. Apache-2
metrics (π₯35 Β· β 1.6K) - Torchmetrics - Machine learning metrics for distributed,.. Apache-2
-
GitHub (π¨βπ» 210 Β· π 320 Β· π₯ 3.4K Β· π¦ 14K Β· π 680 - 6% open Β· β±οΈ 23.08.2023):
git clone https://github.com/Lightning-AI/metrics
-
PyPi (π₯ 5.6K / month Β· π¦ 13 Β· β±οΈ 28.04.2018):
pip install metrics
-
Conda (π₯ 1M Β· β±οΈ 08.08.2023):
conda install -c conda-forge torchmetrics
ColossalAI (π₯32 Β· β 32K) - Making large AI models cheaper, faster and more accessible. Apache-2
-
GitHub (π¨βπ» 140 Β· π 3.6K Β· π¦ 260 Β· π 1.3K - 23% open Β· β±οΈ 24.08.2023):
git clone https://github.com/hpcaitech/colossalai
FairScale (π₯31 Β· β 2.5K) - PyTorch extensions for high performance and large scale training. BSD-3
-
GitHub (π¨βπ» 72 Β· π 230 Β· π¦ 2.8K Β· π 350 - 19% open Β· β±οΈ 20.04.2023):
git clone https://github.com/facebookresearch/fairscale
-
PyPi (π₯ 700K / month Β· π¦ 58 Β· β±οΈ 11.12.2022):
pip install fairscale
-
Conda (π₯ 150K Β· β±οΈ 16.06.2023):
conda install -c conda-forge fairscale
TensorFlowOnSpark (π₯27 Β· β 3.9K) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
-
GitHub (π¨βπ» 34 Β· π 960 Β· π 360 - 2% open Β· β±οΈ 27.04.2023):
git clone https://github.com/yahoo/TensorFlowOnSpark
-
PyPi (π₯ 350K / month Β· π¦ 5 Β· β±οΈ 21.04.2022):
pip install tensorflowonspark
-
Conda (π₯ 20K Β· β±οΈ 16.06.2023):
conda install -c conda-forge tensorflowonspark
petastorm (π₯26 Β· β 1.7K) - Petastorm library enables single machine or distributed training.. Apache-2
Hivemind (π₯25 Β· β 1.6K) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
Submit it (π₯25 Β· β 930) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
-
GitHub (π¨βπ» 23 Β· π 100 Β· π¦ 1.5K Β· π 100 - 31% open Β· β±οΈ 16.08.2023):
git clone https://github.com/facebookincubator/submitit
-
PyPi (π₯ 150K / month Β· π¦ 10 Β· β±οΈ 20.07.2022):
pip install submitit
-
Conda (π₯ 27K Β· β±οΈ 16.06.2023):
conda install -c conda-forge submitit
analytics-zoo (π₯24 Β· β 2.6K) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
launchpad (π₯23 Β· β 300) - Launchpad is a library that simplifies writing distributed.. Apache-2
Apache Singa (π₯21 Β· β 2.9K) - a distributed deep learning platform. Apache-2
-
GitHub (π¨βπ» 81 Β· π 1K Β· π¦ 2 Β· π 120 - 44% open Β· β±οΈ 02.04.2023):
git clone https://github.com/apache/singa
-
Conda (π₯ 660 Β· β±οΈ 16.06.2023):
conda install -c nusdbsystem singa
-
Docker Hub (π₯ 3.4K Β· β 4 Β· β±οΈ 31.05.2022):
docker pull apache/singa
mesh-transformer-jax (π₯18 Β· β 6.1K Β· π€) - Model parallel transformers in JAX and Haiku. Apache-2
-
GitHub (π¨βπ» 23 Β· π 860 Β· π¦ 10 Β· π 200 - 20% open Β· β±οΈ 12.01.2023):
git clone https://github.com/kingoflolz/mesh-transformer-jax
moolib (π₯10 Β· β 360 Β· π€) - A library for distributed ML training with PyTorch. MIT
-
GitHub (π¨βπ» 6 Β· π 20 Β· π¦ 3 Β· π 19 - 36% open Β· β±οΈ 12.12.2022):
git clone https://github.com/facebookresearch/moolib
Show 11 hidden projects...
- DEAP (π₯35 Β· β 5.2K) - Distributed Evolutionary Algorithms in Python.
βοΈLGPL-3.0
- ipyparallel (π₯30 Β· β 2.5K) - IPython Parallel: Interactive Parallel Computing in..
βUnlicensed
- somoclu (π₯21 Β· β 250 Β· π€) - Massively parallel self-organizing maps: accelerate training on..
MIT
- BytePS (π₯20 Β· β 3.5K Β· π) - A high performance and generic framework for distributed DNN..
Apache-2
- TensorFrames (π₯20 Β· β 750 Β· π) - [DEPRECATED] Tensorflow wrapper for DataFrames on..
Apache-2
- sk-dist (π₯20 Β· β 280) - Distributed scikit-learn meta-estimators in PySpark.
Apache-2
- Fiber (π₯17 Β· β 1K Β· π) - Distributed Computing for AI Made Simple.
Apache-2
- parallelformers (π₯17 Β· β 700 Β· π) - Parallelformers: An Efficient Model Parallelization..
Apache-2
- bluefog (π₯17 Β· β 290) - Distributed and decentralized training framework for PyTorch..
Apache-2
- LazyCluster (π₯13 Β· β 46 Β· π) - Distributed machine learning made simple.
Apache-2
- autodist (π₯10 Β· β 130 Β· π) - Simple Distributed Deep Learning on TensorFlow.
Apache-2
Libraries for hyperparameter optimization, automl and neural architecture search.
NNI (π₯35 Β· β 13K) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
Hyperopt (π₯34 Β· β 6.8K) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
featuretools (π₯34 Β· β 6.8K) - An open source python library for automated feature engineering. BSD-3
-
GitHub (π¨βπ» 70 Β· π 840 Β· π¦ 1.4K Β· π 960 - 17% open Β· β±οΈ 23.08.2023):
git clone https://github.com/alteryx/featuretools
-
PyPi (π₯ 84K / month Β· π¦ 74 Β· β±οΈ 24.07.2023):
pip install featuretools
-
Conda (π₯ 160K Β· β±οΈ 24.07.2023):
conda install -c conda-forge featuretools
auto-sklearn (π₯31 Β· β 7.1K) - Automated Machine Learning with scikit-learn. BSD-3
Bayesian Optimization (π₯31 Β· β 7K) - A Python implementation of global optimization with.. MIT
nevergrad (π₯31 Β· β 3.5K) - A Python toolbox for performing gradient-free optimization. MIT
-
GitHub (π¨βπ» 49 Β· π 340 Β· π¦ 520 Β· π 290 - 45% open Β· β±οΈ 27.07.2023):
git clone https://github.com/facebookresearch/nevergrad
-
PyPi (π₯ 75K / month Β· π¦ 22 Β· β±οΈ 25.07.2023):
pip install nevergrad
-
Conda (π₯ 41K Β· β±οΈ 16.06.2023):
conda install -c conda-forge nevergrad
mljar-supervised (π₯31 Β· β 2.7K) - Python package for AutoML on Tabular Data with Feature.. MIT
-
GitHub (π¨βπ» 22 Β· π 350 Β· π¦ 83 Β· π 560 - 21% open Β· β±οΈ 10.08.2023):
git clone https://github.com/mljar/mljar-supervised
-
PyPi (π₯ 11K / month Β· π¦ 2 Β· β±οΈ 02.01.2023):
pip install mljar-supervised
-
Conda (π₯ 10K Β· β±οΈ 06.07.2023):
conda install -c conda-forge mljar-supervised
Keras Tuner (π₯30 Β· β 2.8K) - A Hyperparameter Tuning Library for Keras. Apache-2
-
GitHub (π¨βπ» 56 Β· π 370 Β· π¦ 2.6K Β· π 460 - 43% open Β· β±οΈ 10.08.2023):
git clone https://github.com/keras-team/keras-tuner
-
PyPi (π₯ 180K / month Β· π¦ 56 Β· β±οΈ 13.04.2023):
pip install keras-tuner
-
Conda (π₯ 23K Β· β±οΈ 15.06.2023):
conda install -c conda-forge keras-tuner
AutoGluon (π₯29 Β· β 6.2K) - AutoGluon: AutoML for Image, Text, Time Series, and.. Apache-2
-
GitHub (π¨βπ» 110 Β· π 770 Β· π¦ 2 Β· π 1.1K - 23% open Β· β±οΈ 24.08.2023):
git clone https://github.com/autogluon/autogluon
-
PyPi (π₯ 36K / month Β· π¦ 7 Β· β±οΈ 24.08.2023):
pip install autogluon
-
Docker Hub (π₯ 3.7K Β· β 14 Β· β±οΈ 26.07.2023):
docker pull autogluon/autogluon
lazypredict (π₯26 Β· β 2.1K Β· π€) - Lazy Predict help build a lot of basic models without much.. MIT
-
GitHub (π¨βπ» 17 Β· π 240 Β· π¦ 650 Β· π 110 - 65% open Β· β±οΈ 28.09.2022):
git clone https://github.com/shankarpandala/lazypredict
-
PyPi (π₯ 29K / month Β· π¦ 1 Β· β±οΈ 28.09.2022):
pip install lazypredict
-
Conda (π₯ 2.4K Β· β±οΈ 16.06.2023):
conda install -c conda-forge lazypredict
Talos (π₯24 Β· β 1.6K Β· π€) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
featurewiz (π₯22 Β· β 460) - Use advanced feature engineering strategies and select best.. Apache-2
Neuraxle (π₯21 Β· β 580 Β· π€) - The worlds cleanest AutoML library - Do hyperparameter tuning.. Apache-2
igel (π₯20 Β· β 3.1K) - a delightful machine learning tool that allows you to train, test, and use.. MIT
Dragonfly (π₯20 Β· β 800 Β· π€) - An open source python library for scalable Bayesian optimisation. MIT
Hyperactive (π₯20 Β· β 460) - An optimization and data collection toolbox for convenient and fast.. MIT
Auto ViML (π₯20 Β· β 460) - Automatically Build Multiple ML Models with a Single Line of Code... Apache-2
AlphaPy (π₯18 Β· β 950) - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras,.. Apache-2
shap-hypetune (π₯18 Β· β 480 Β· π€) - A python package for simultaneous Hyperparameters Tuning and.. MIT
opytimizer (π₯17 Β· β 570) - Opytimizer is a Python library consisting of meta-heuristic.. Apache-2
Show 26 hidden projects...
- Optuna (π₯39 Β· β 8.5K) - A hyperparameter optimization framework.
βUnlicensed
- TPOT (π₯33 Β· β 9.2K) - A Python Automated Machine Learning tool that optimizes machine..
βοΈLGPL-3.0
- scikit-optimize (π₯33 Β· β 2.6K Β· π) - Sequential model-based optimization with a..
BSD-3
- Orion (π₯26 Β· β 260) - Asynchronous Distributed Hyperparameter Optimization.
BSD-3
- SMAC3 (π₯25 Β· β 890) - SMAC3: A Versatile Bayesian Optimization Package for..
βοΈBSD-1-Clause
- AdaNet (π₯23 Β· β 3.5K Β· π) - Fast and flexible AutoML with learning guarantees.
Apache-2
- HpBandSter (π₯23 Β· β 580 Β· π) - a distributed Hyperband implementation on Steroids.
BSD-3
- auto_ml (π₯22 Β· β 1.6K Β· π) - [UNMAINTAINED] Automated machine learning for analytics & production.
MIT
- MLBox (π₯22 Β· β 1.4K Β· π) - MLBox is a powerful Automated Machine Learning python library.
βοΈBSD-1-Clause
- Test Tube (π₯22 Β· β 740 Β· π) - Python library to easily log experiments and parallelize..
MIT
- lightwood (π₯22 Β· β 380) - Lightwood is Legos for Machine Learning.
βοΈGPL-3.0
- optunity (π₯21 Β· β 410 Β· π) - optimization routines for hyperparameter tuning.
BSD-3
- sklearn-deap (π₯20 Β· β 740 Β· π) - Use evolutionary algorithms instead of gridsearch in..
MIT
- Auto Tune Models (π₯18 Β· β 520 Β· π) - Auto Tune Models - A multi-tenant, multi-data system for..
MIT
- Sherpa (π₯18 Β· β 320 Β· π) - Hyperparameter optimization that enables researchers to..
βοΈGPL-3.0
- Advisor (π₯17 Β· β 1.5K Β· π) - Open-source implementation of Google Vizier for hyper parameters..
Apache-2
- HyperparameterHunter (π₯16 Β· β 700 Β· π) - Easy hyperparameter optimization and automatic result..
MIT
- Parfit (π₯16 Β· β 200 Β· π) - A package for parallelizing the fit and flexibly scoring of..
MIT
- automl-gs (π₯15 Β· β 1.8K Β· π) - Provide an input CSV and a target field to predict, generate a..
MIT
- Xcessiv (π₯15 Β· β 1.3K Β· π) - A web-based application for quick, scalable, and automated..
Apache-2
- ENAS (π₯14 Β· β 2.6K Β· π) - PyTorch implementation of Efficient Neural Architecture Search via..
Apache-2
- Auptimizer (π₯12 Β· β 200 Β· π) - An automatic ML model optimization tool.
βοΈGPL-3.0
- Hypermax (π₯12 Β· β 110 Β· π) - Better, faster hyper-parameter optimization.
BSD-3
- model_search (π₯11 Β· β 3.2K Β· π) - AutoML algorithms for model architecture search at scale.
Apache-2
- Devol (π₯11 Β· β 950 Β· π) - Genetic neural architecture search with Keras.
MIT
- Hypertunity (π₯9 Β· β 140 Β· π) - A toolset for black-box hyperparameter optimisation.
Apache-2
Libraries for building and evaluating reinforcement learning & agent-based systems.
OpenAI Gym (π₯40 Β· β 33K Β· π€) - A toolkit for developing and comparing reinforcement learning.. MIT
TF-Agents (π₯33 Β· β 2.6K) - TF-Agents: A reliable, scalable and easy to use TensorFlow.. Apache-2
TensorLayer (π₯27 Β· β 7.2K) - Deep Learning and Reinforcement Learning Library for.. Apache-2
PARL (π₯26 Β· β 3.1K) - A high-performance distributed training framework for Reinforcement.. Apache-2
garage (π₯25 Β· β 1.7K Β· π€) - A toolkit for reproducible reinforcement learning research. MIT
Stable Baselines (π₯24 Β· β 3.9K Β· π€) - A fork of OpenAI Baselines, implementations of.. MIT
TensorForce (π₯23 Β· β 3.2K) - Tensorforce: a TensorFlow library for applied.. Apache-2
Coach (π₯20 Β· β 2.3K Β· π€) - Reinforcement Learning Coach by Intel AI Lab enables easy.. Apache-2
rliable (π₯12 Β· β 610) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on RL.. Apache-2
Show 7 hidden projects...
- baselines (π₯28 Β· β 15K Β· π) - OpenAI Baselines: high-quality implementations of reinforcement..
MIT
- keras-rl (π₯28 Β· β 5.4K Β· π) - Deep Reinforcement Learning for Keras.
MIT
- ChainerRL (π₯24 Β· β 1.1K Β· π) - ChainerRL is a deep reinforcement learning library built on top of..
MIT
- TRFL (π₯22 Β· β 3.1K Β· π) - TensorFlow Reinforcement Learning.
Apache-2
- SerpentAI (π₯18 Β· β 6.6K Β· π) - Game Agent Framework. Helping you create AIs / Bots that learn to..
MIT
- DeepMind Lab (π₯17 Β· β 6.9K Β· π€) - A customisable 3D platform for agent-based AI research.
βUnlicensed
- Maze (π₯11 Β· β 240 Β· π€) - Maze Applied Reinforcement Learning Framework.
βοΈCustom
Libraries for building and evaluating recommendation systems.
Recommenders (π₯34 Β· β 16K) - Best Practices on Recommendation Systems. MIT
implicit (π₯32 Β· β 3.2K) - Fast Python Collaborative Filtering for Implicit Feedback Datasets. MIT
-
GitHub (π¨βπ» 34 Β· π 600 Β· π₯ 540 Β· π¦ 1.1K Β· π 460 - 17% open Β· β±οΈ 23.08.2023):
git clone https://github.com/benfred/implicit
-
PyPi (π₯ 130K / month Β· π¦ 38 Β· β±οΈ 11.12.2022):
pip install implicit
-
Conda (π₯ 520K Β· β±οΈ 25.07.2023):
conda install -c conda-forge implicit
lightfm (π₯30 Β· β 4.4K) - A Python implementation of LightFM, a hybrid recommendation algorithm. Apache-2
TF Ranking (π₯29 Β· β 2.7K) - Learning to Rank in TensorFlow. Apache-2
TF Recommenders (π₯29 Β· β 1.6K) - TensorFlow Recommenders is a library for building.. Apache-2
scikit-surprise (π₯28 Β· β 5.9K Β· π€) - A Python scikit for building and analyzing recommender.. BSD-3
-
GitHub (π¨βπ» 45 Β· π 960 Β· π¦ 10 Β· π 380 - 19% open Β· β±οΈ 27.01.2023):
git clone https://github.com/NicolasHug/Surprise
-
PyPi (π₯ 120K / month Β· π¦ 50 Β· β±οΈ 23.09.2022):
pip install scikit-surprise
-
Conda (π₯ 330K Β· β±οΈ 16.06.2023):
conda install -c conda-forge scikit-surprise
recmetrics (π₯21 Β· β 530) - A library of metrics for evaluating recommender systems. MIT
Show 7 hidden projects...
- tensorrec (π₯21 Β· β 1.2K Β· π) - A TensorFlow recommendation algorithm and framework in..
Apache-2
- fastFM (π₯21 Β· β 1K Β· π) - fastFM: A Library for Factorization Machines.
BSD-3
- lkpy (π₯21 Β· β 240) - Python recommendation toolkit.
MIT
- Spotlight (π₯19 Β· β 2.9K Β· π) - Deep recommender models using PyTorch.
MIT
- Case Recommender (π₯18 Β· β 440 Β· π) - Case Recommender: A Flexible and Extensible Python..
MIT
- Collie (π₯18 Β· β 100) - A library for preparing, training, and evaluating scalable deep..
BSD-3
- OpenRec (π₯15 Β· β 400 Β· π) - 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 (π₯36 Β· β 8.9K) - Perform data science on data that remains in someone elses server. Apache-2
TensorFlow Privacy (π₯27 Β· β 1.8K) - Library for training machine learning models with.. Apache-2
TFEncrypted (π₯24 Β· β 1.1K) - A Framework for Encrypted Machine Learning in TensorFlow. Apache-2
Show 1 hidden projects...
- PipelineDP (π₯19 Β· β 260) - PipelineDP is a Python framework for applying differentially..
Apache-2
Libraries to organize, track, and visualize machine learning experiments.
Tensorboard (π₯43 Β· β 6.3K) - TensorFlows Visualization Toolkit. Apache-2
-
GitHub (π¨βπ» 300 Β· π 1.6K Β· π¦ 180K Β· π 1.8K - 34% open Β· β±οΈ 24.08.2023):
git clone https://github.com/tensorflow/tensorboard
-
PyPi (π₯ 20M / month Β· π¦ 2.8K Β· β±οΈ 08.08.2023):
pip install tensorboard
-
Conda (π₯ 4.2M Β· β±οΈ 09.08.2023):
conda install -c conda-forge tensorboard
DVC (π₯41 Β· β 12K) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
wandb client (π₯41 Β· β 7.1K) - A tool for visualizing and tracking your machine learning.. MIT
SageMaker SDK (π₯38 Β· β 1.9K) - A library for training and deploying machine learning.. Apache-2
-
GitHub (π¨βπ» 390 Β· π 1K Β· π¦ 2.9K Β· π 1.3K - 36% open Β· β±οΈ 23.08.2023):
git clone https://github.com/aws/sagemaker-python-sdk
-
PyPi (π₯ 32M / month Β· π¦ 80 Β· β±οΈ 21.08.2023):
pip install sagemaker
-
Conda (π₯ 670K Β· β±οΈ 22.08.2023):
conda install -c conda-forge sagemaker-python-sdk
PyCaret (π₯37 Β· β 7.6K) - An open-source, low-code machine learning library in Python. MIT
-
GitHub (π¨βπ» 120 Β· π 1.6K Β· π₯ 660 Β· π¦ 4.2K Β· π 2.1K - 13% open Β· β±οΈ 07.08.2023):
git clone https://github.com/pycaret/pycaret
-
PyPi (π₯ 230K / month Β· π¦ 14 Β· β±οΈ 06.06.2022):
pip install pycaret
-
Conda (π₯ 37K Β· β±οΈ 08.08.2023):
conda install -c conda-forge pycaret
tensorboardX (π₯35 Β· β 7.7K) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
-
GitHub (π¨βπ» 81 Β· π 870 Β· π₯ 400 Β· π¦ 34K Β· π 450 - 17% open Β· β±οΈ 20.08.2023):
git clone https://github.com/lanpa/tensorboardX
-
PyPi (π₯ 2.4M / month Β· π¦ 980 Β· β±οΈ 20.08.2023):
pip install tensorboardX
-
Conda (π₯ 1.1M Β· β±οΈ 20.08.2023):
conda install -c conda-forge tensorboardx
snakemake (π₯35 Β· β 1.9K) - This is the development home of the workflow management system.. MIT
-
GitHub (π¨βπ» 310 Β· π 460 Β· π¦ 1.6K Β· π 1.4K - 60% open Β· β±οΈ 11.08.2023):
git clone https://github.com/snakemake/snakemake
-
PyPi (π₯ 85K / month Β· π¦ 240 Β· β±οΈ 09.08.2023):
pip install snakemake
-
Conda (π₯ 830K Β· β±οΈ 10.08.2023):
conda install -c bioconda snakemake
AzureML SDK (π₯34 Β· β 3.8K) - Python notebooks with ML and deep learning examples with Azure.. MIT
ClearML (π₯33 Β· β 4.7K) - ClearML - Auto-Magical CI/CD to streamline your ML workflow... Apache-2
-
GitHub (π¨βπ» 84 Β· π 600 Β· π₯ 1.5K Β· π¦ 680 Β· π 860 - 42% open Β· β±οΈ 24.08.2023):
git clone https://github.com/allegroai/clearml
-
PyPi (π₯ 220K / month):
pip install clearml
-
Docker Hub (π₯ 30K Β· β±οΈ 05.10.2020):
docker pull allegroai/trains
aim (π₯33 Β· β 4.1K) - Aim An easy-to-use & supercharged open-source AI metadata tracker.. Apache-2
Metaflow (π₯32 Β· β 6.9K) - Build and manage real-life data science projects with ease!. Apache-2
Neptune.ai (π₯30 Β· β 410) - The MLOps stack component for experiment tracking. Apache-2
-
GitHub (π¨βπ» 48 Β· π 48 Β· π 230 - 15% open Β· β±οΈ 24.08.2023):
git clone https://github.com/neptune-ai/neptune-client
-
PyPi (π₯ 570K / month Β· π¦ 44 Β· β±οΈ 23.08.2023):
pip install neptune-client
-
Conda (π₯ 210K Β· β±οΈ 23.08.2023):
conda install -c conda-forge neptune-client
sacred (π₯29 Β· β 4.1K) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
ml-metadata (π₯27 Β· β 550) - For recording and retrieving metadata associated with ML.. Apache-2
Labml (π₯25 Β· β 1.6K) - Monitor deep learning model training and hardware usage from your mobile.. MIT
Studio.ml (π₯22 Β· β 380 Β· π€) - Studio: Simplify and expedite model building process. Apache-2
TensorWatch (π₯21 Β· β 3.3K) - Debugging, monitoring and visualization for Python Machine Learning.. MIT
lore (π₯20 Β· β 1.5K Β· π€) - Lore makes machine learning approachable for Software Engineers and.. MIT
Show 14 hidden projects...
- Catalyst (π₯29 Β· β 3.2K Β· π) - Accelerated deep learning R&D.
Apache-2
- SKLL (π₯26 Β· β 540) - SciKit-Learn Laboratory (SKLL) makes it easy to run machine..
βοΈBSD-1-Clause
- knockknock (π₯25 Β· β 2.6K Β· π) - Knock Knock: Get notified when your training ends with only two..
MIT
- livelossplot (π₯25 Β· β 1.3K Β· π) - Live training loss plot in Jupyter Notebook for Keras,..
MIT
- gokart (π₯24 Β· β 290) - Gokart solves reproducibility, task dependencies, constraints of good code,..
MIT
- hiddenlayer (π₯22 Β· β 1.7K Β· π) - Neural network graphs and training metrics for..
MIT
- MXBoard (π₯20 Β· β 320 Β· π) - Logging MXNet data for visualization in TensorBoard.
Apache-2
- TensorBoard Logger (π₯19 Β· β 630 Β· π) - Log TensorBoard events without touching TensorFlow.
MIT
- keepsake (π₯18 Β· β 1.6K Β· π) - Version control for machine learning.
Apache-2
- datmo (π₯17 Β· β 340 Β· π) - Open source production model management tool for data scientists.
MIT
- chitra (π₯17 Β· β 220) - A multi-functional library for full-stack Deep Learning. Simplifies..
Apache-2
- steppy (π₯16 Β· β 140 Β· π) - Lightweight, Python library for fast and reproducible experimentation.
MIT
- ModelChimp (π₯13 Β· β 120 Β· π) - Experiment tracking for machine and deep learning projects.
BSD-2
- traintool (π₯8 Β· β 12 Β· π) - Train off-the-shelf machine learning models in one..
Apache-2
Libraries to serialize models to files, convert between a variety of model formats, and optimize models for deployment.
huggingface_hub (π₯34 Β· β 1.1K) - All the open source things related to the Hugging Face Hub. Apache-2
-
GitHub (π¨βπ» 100 Β· π 260 Β· π 560 - 23% open Β· β±οΈ 21.08.2023):
git clone https://github.com/huggingface/huggingface_hub
-
PyPi (π₯ 15M / month Β· π¦ 380 Β· β±οΈ 07.07.2023):
pip install huggingface_hub
-
Conda (π₯ 1.3M Β· β±οΈ 15.07.2023):
conda install -c conda-forge huggingface_hub
Core ML Tools (π₯33 Β· β 3.6K) - Core ML tools contain supporting tools for Core ML model.. BSD-3
-
GitHub (π¨βπ» 160 Β· π 550 Β· π₯ 7.6K Β· π¦ 3.3K Β· π 1.2K - 19% open Β· β±οΈ 18.08.2023):
git clone https://github.com/apple/coremltools
-
PyPi (π₯ 160K / month Β· π¦ 160 Β· β±οΈ 15.08.2023):
pip install coremltools
-
Conda (π₯ 51K Β· β±οΈ 16.06.2023):
conda install -c conda-forge coremltools
TorchServe (π₯32 Β· β 3.6K) - Serve, optimize and scale PyTorch models in production. Apache-2
-
GitHub (π¨βπ» 170 Β· π 760 Β· π₯ 4.9K Β· π 1.4K - 22% open Β· β±οΈ 22.08.2023):
git clone https://github.com/pytorch/serve
-
PyPi (π₯ 36K / month Β· π¦ 11 Β· β±οΈ 14.06.2023):
pip install torchserve
-
Conda (π₯ 110K Β· β±οΈ 14.06.2023):
conda install -c pytorch torchserve
-
Docker Hub (π₯ 1.2M Β· β 17 Β· β±οΈ 14.06.2023):
docker pull pytorch/torchserve
Hummingbird (π₯26 Β· β 3.2K) - Hummingbird compiles trained ML models into tensor computation for.. MIT
-
GitHub (π¨βπ» 39 Β· π 260 Β· π₯ 290 Β· π 300 - 19% open Β· β±οΈ 07.08.2023):
git clone https://github.com/microsoft/hummingbird
-
PyPi (π₯ 8.4K / month Β· π¦ 3 Β· β±οΈ 10.06.2020):
pip install hummingbird-ml
-
Conda (π₯ 33K Β· β±οΈ 12.07.2023):
conda install -c conda-forge hummingbird-ml
mmdnn (π₯25 Β· β 5.7K Β· π€) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
m2cgen (π₯24 Β· β 2.6K Β· π€) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
nebullvm (π₯23 Β· β 8.3K) - The next-generation platform to monitor and optimize your AI costs.. Apache-2
Show 8 hidden projects...
- sklearn-porter (π₯23 Β· β 1.2K Β· π) - Transpile trained scikit-learn estimators to C, Java,..
BSD-3
- Larq Compute Engine (π₯22 Β· β 230) - Highly optimized inference engine for Binarized..
Apache-2
- pytorch2keras (π₯19 Β· β 840 Β· π) - PyTorch to Keras model convertor.
MIT
- OMLT (π₯17 Β· β 210) - Represent trained machine learning models as Pyomo optimization formulations.
BSD-3
- tfdeploy (π₯16 Β· β 350 Β· π) - Deploy tensorflow graphs for fast evaluation and export to..
BSD-3
- modelkit (π₯16 Β· β 140) - Toolkit for developing and maintaining ML models.
MIT
- backprop (π₯14 Β· β 240 Β· π) - Backprop makes it simple to use, finetune, and deploy state-of-..
Apache-2
- ml-ane-transformers (π₯13 Β· β 2.3K Β· π€) - Reference implementation of the Transformer..
βUnlicensed
Libraries to visualize, explain, debug, evaluate, and interpret machine learning models.
shap (π₯41 Β· β 20K) - A game theoretic approach to explain the output of any machine learning model. MIT
arviz (π₯35 Β· β 1.4K) - Exploratory analysis of Bayesian models with Python. Apache-2
-
GitHub (π¨βπ» 150 Β· π 340 Β· π₯ 130 Β· π¦ 4.6K Β· π 820 - 20% open Β· β±οΈ 18.07.2023):
git clone https://github.com/arviz-devs/arviz
-
PyPi (π₯ 1.4M / month Β· π¦ 140 Β· β±οΈ 18.07.2023):
pip install arviz
-
Conda (π₯ 1.9M Β· β±οΈ 19.07.2023):
conda install -c conda-forge arviz
InterpretML (π₯34 Β· β 5.7K) - Fit interpretable models. Explain blackbox machine learning. MIT
pyLDAvis (π₯31 Β· β 1.7K) - Python library for interactive topic model visualization. Port of.. BSD-3
DoWhy (π₯30 Β· β 6.1K) - DoWhy is a Python library for causal inference that supports explicit.. MIT
dtreeviz (π₯30 Β· β 2.6K) - A python library for decision tree visualization and model interpretation. MIT
explainerdashboard (π₯30 Β· β 2K) - Quickly build Explainable AI dashboards that show the inner.. MIT
-
GitHub (π¨βπ» 20 Β· π 270 Β· π¦ 350 Β· π 220 - 11% open Β· β±οΈ 01.08.2023):
git clone https://github.com/oegedijk/explainerdashboard
-
PyPi (π₯ 36K / month Β· π¦ 9 Β· β±οΈ 01.08.2023):
pip install explainerdashboard
-
Conda (π₯ 39K Β· β±οΈ 16.06.2023):
conda install -c conda-forge explainerdashboard
evaluate (π₯29 Β· β 1.5K) - Evaluate: A library for easily evaluating machine learning models.. Apache-2
Model Analysis (π₯29 Β· β 1.2K) - Model analysis tools for TensorFlow. Apache-2
imodels (π₯29 Β· β 1.2K) - Interpretable ML package for concise, transparent, and accurate.. MIT
responsible-ai-widgets (π₯29 Β· β 930) - Responsible AI Toolbox is a suite of tools providing.. MIT
shapash (π₯28 Β· β 2.4K) - Shapash: User-friendly Explainability and Interpretability to.. Apache-2
Explainability 360 (π₯27 Β· β 1.4K) - Interpretability and explainability of data and.. Apache-2
Fairness 360 (π₯26 Β· β 2.1K) - A comprehensive set of fairness metrics for datasets and.. Apache-2
iNNvestigate (π₯26 Β· β 1.2K) - A toolbox to iNNvestigate neural networks predictions!. BSD-2
checklist (π₯25 Β· β 1.9K Β· π€) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
yellowbrick (π₯23 Β· β 4.1K) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
LIT (π₯23 Β· β 3.2K Β· π€) - The Learning Interpretability Tool: Interactively analyze ML models.. Apache-2
What-If Tool (π₯22 Β· β 830) - Source code/webpage/demos for the What-If Tool. Apache-2
-
GitHub (π¨βπ» 20 Β· π 150 Β· π 120 - 53% open Β· β±οΈ 27.04.2023):
git clone https://github.com/PAIR-code/what-if-tool
-
PyPi (π₯ 9.2K / month):
pip install witwidget
-
Conda (π₯ 2M Β· β±οΈ 16.06.2023):
conda install -c conda-forge tensorboard-plugin-wit
-
npm (π₯ 740 / month):
npm install wit-widget
model-card-toolkit (π₯22 Β· β 380) - A toolkit that streamlines and automates the generation.. Apache-2
ecco (π₯21 Β· β 1.8K) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
fairness-indicators (π₯19 Β· β 320) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
sklearn-evaluation (π₯18 Β· β 360 Β· π€) - Machine learning model evaluation made easy: plots,.. MIT
ExplainX.ai (π₯16 Β· β 360 Β· π€) - Explainable AI framework for data scientists. Explain & debug any.. MIT
Show 21 hidden projects...
- Lime (π₯33 Β· β 11K Β· π) - Lime: Explaining the predictions of any machine learning classifier.
BSD-2
- Deep Checks (π₯30 Β· β 3K) - Deepchecks: Tests for Continuous Validation of ML Models &..
βοΈAGPL-3.0
- eli5 (π₯28 Β· β 2.7K Β· π) - A library for debugging/inspecting machine learning classifiers and..
MIT
- scikit-plot (π₯28 Β· β 2.3K Β· π) - An intuitive library to add plotting functionality to..
MIT
- DALEX (π₯26 Β· β 1.2K) - moDel Agnostic Language for Exploration and eXplanation.
βοΈGPL-3.0
- Lucid (π₯25 Β· β 4.6K Β· π) - A collection of infrastructure and tools for research in..
Apache-2
- keras-vis (π₯24 Β· β 3K Β· π) - Neural network visualization toolkit for keras.
MIT
- TreeInterpreter (π₯23 Β· β 730 Β· π) - Package for interpreting scikit-learns decision tree..
BSD-3
- tf-explain (π₯22 Β· β 990 Β· π) - Interpretability Methods for tf.keras models with Tensorflow..
MIT
- random-forest-importances (π₯22 Β· β 570 Β· π) - Code to compute permutation and drop-column..
MIT
- Quantus (π₯22 Β· β 400) - Quantus is an eXplainable AI toolkit for responsible evaluation of..
βοΈGPL-3.0
- deeplift (π₯21 Β· β 750 Β· π) - Public facing deeplift repo.
MIT
- Skater (π₯20 Β· β 1.1K) - Python Library for Model Interpretation/Explanations.
βοΈUPL-1.0
- tcav (π₯19 Β· β 580 Β· π) - Code for the TCAV ML interpretability project.
Apache-2
- XAI (π₯17 Β· β 930 Β· π) - XAI - An eXplainability toolbox for machine learning.
MIT
- Anchor (π₯15 Β· β 760 Β· π) - Code for High-Precision Model-Agnostic Explanations paper.
BSD-2
- FlashTorch (π₯15 Β· β 710 Β· π) - Visualization toolkit for neural networks in PyTorch! Demo --.
MIT
- interpret-text (π₯13 Β· β 380 Β· π) - A library that incorporates state-of-the-art explainers..
MIT
- contextual-ai (π₯13 Β· β 83 Β· π) - Contextual AI adds explainability to different stages of..
Apache-2
- Attribution Priors (π₯11 Β· β 120 Β· π) - Tools for training explainable models using..
MIT
- bias-detector (π₯11 Β· β 43 Β· π€) - Bias Detector is a python package for detecting bias in machine..
MIT
Libraries for Approximate Nearest Neighbor Search and Vector Indexing/Similarity Search.
π ANN Benchmarks ( β 4K) - Benchmarks of approximate nearest neighbor libraries in Python.
Milvus (π₯39 Β· β 22K) - A cloud-native vector database, storage for next generation AI.. Apache-2
-
GitHub (π¨βπ» 250 Β· π 2.5K Β· π₯ 38K Β· π 8.7K - 7% open Β· β±οΈ 24.08.2023):
git clone https://github.com/milvus-io/milvus
-
PyPi (π₯ 460K / month Β· π¦ 32 Β· β±οΈ 23.08.2023):
pip install pymilvus
-
Docker Hub (π₯ 4.4M Β· β 32 Β· β±οΈ 24.08.2023):
docker pull milvusdb/milvus
Faiss (π₯38 Β· β 24K) - A library for efficient similarity search and clustering of dense vectors. MIT
-
GitHub (π¨βπ» 140 Β· π 3.1K Β· π¦ 2.5K Β· π 2.2K - 15% open Β· β±οΈ 19.08.2023):
git clone https://github.com/facebookresearch/faiss
-
PyPi (π₯ 460K / month Β· π¦ 32 Β· β±οΈ 23.08.2023):
pip install pymilvus
-
Conda (π₯ 860K Β· β±οΈ 16.06.2023):
conda install -c conda-forge faiss
Annoy (π₯36 Β· β 12K) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.. Apache-2
hnswlib (π₯31 Β· β 3.4K) - Header-only C++/python library for fast approximate nearest neighbors. Apache-2
PyNNDescent (π₯30 Β· β 780) - A Python nearest neighbor descent for approximate nearest neighbors. BSD-2
-
GitHub (π¨βπ» 26 Β· π 98 Β· π¦ 4.2K Β· π 120 - 52% open Β· β±οΈ 21.08.2023):
git clone https://github.com/lmcinnes/pynndescent
-
PyPi (π₯ 800K / month Β· π¦ 55 Β· β±οΈ 31.10.2022):
pip install pynndescent
-
Conda (π₯ 1.6M Β· β±οΈ 16.06.2023):
conda install -c conda-forge pynndescent
USearch (π₯24 Β· β 660 Β· π£) - Fastest Similarity Search engine for Vectors and Strings in C++.. Apache-2
-
GitHub (π¨βπ» 16 Β· π 31 Β· π₯ 65 Β· π¦ 8 Β· π 48 - 45% open Β· β±οΈ 24.08.2023):
git clone https://github.com/unum-cloud/usearch
-
PyPi (π₯ 4.7K / month Β· π¦ 1 Β· β±οΈ 24.08.2023):
pip install usearch
-
npm (π₯ 1.6K / month Β· π¦ 2 Β· β±οΈ 24.08.2023):
npm install usearch
-
Docker Hub (π₯ 19 Β· β 1 Β· β±οΈ 24.08.2023):
docker pull unum/usearch
NGT (π₯23 Β· β 1.1K) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. Apache-2
NearPy (π₯20 Β· β 740 Β· π€) - Python framework for fast (approximated) nearest neighbour search in.. MIT
N2 (π₯19 Β· β 550) - TOROS N2 - lightweight approximate Nearest Neighbor library which runs fast.. Apache-2
Show 3 hidden projects...
- NMSLIB (π₯31 Β· β 3.1K Β· π) - Non-Metric Space Library (NMSLIB): An efficient similarity search..
Apache-2
- Magnitude (π₯24 Β· β 1.6K Β· π) - A fast, efficient universal vector embedding utility package.
MIT
- PySparNN (π₯11 Β· β 910 Β· π) - Approximate Nearest Neighbor Search for Sparse Data in Python!.
BSD-3
Libraries providing capabilities for probabilistic programming/reasoning, bayesian inference, gaussian processes, or statistics.
PyMC3 (π₯39 Β· β 7.7K) - Bayesian Modeling in Python. Apache-2
-
GitHub (π¨βπ» 460 Β· π 1.8K Β· π₯ 1.9K Β· π¦ 1.9K Β· π 3.1K - 6% open Β· β±οΈ 24.08.2023):
git clone https://github.com/pymc-devs/pymc
-
PyPi (π₯ 420K / month Β· π¦ 250 Β· β±οΈ 15.03.2022):
pip install pymc3
-
Conda (π₯ 530K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pymc3
tensorflow-probability (π₯37 Β· β 4K) - Probabilistic reasoning and statistical analysis in.. Apache-2
-
GitHub (π¨βπ» 480 Β· π 1.1K Β· π 1.4K - 47% open Β· β±οΈ 23.08.2023):
git clone https://github.com/tensorflow/probability
-
PyPi (π₯ 1.2M / month Β· π¦ 420 Β· β±οΈ 04.08.2023):
pip install tensorflow-probability
-
Conda (π₯ 110K Β· β±οΈ 23.07.2023):
conda install -c conda-forge tensorflow-probability
Pyro (π₯35 Β· β 8.1K) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
GPyTorch (π₯32 Β· β 3.2K) - A highly efficient implementation of Gaussian Processes in PyTorch. MIT
-
GitHub (π¨βπ» 120 Β· π 500 Β· π¦ 1.5K Β· π 1.3K - 25% open Β· β±οΈ 11.08.2023):
git clone https://github.com/cornellius-gp/gpytorch
-
PyPi (π₯ 230K / month Β· π¦ 67 Β· β±οΈ 02.06.2023):
pip install gpytorch
-
Conda (π₯ 120K Β· β±οΈ 11.08.2023):
conda install -c conda-forge gpytorch
filterpy (π₯32 Β· β 2.8K Β· π€) - Python Kalman filtering and optimal estimation library. Implements.. MIT
patsy (π₯31 Β· β 900 Β· π€) - Describing statistical models in Python using symbolic formulas. BSD-2
SALib (π₯31 Β· β 740) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and.. MIT
pandas-ta (π₯30 Β· β 4K Β· π€) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
pomegranate (π₯30 Β· β 3.2K) - Fast, flexible and easy to use probabilistic modelling in Python. MIT
-
GitHub (π¨βπ» 69 Β· π 570 Β· π¦ 980 Β· π 730 - 3% open Β· β±οΈ 15.08.2023):
git clone https://github.com/jmschrei/pomegranate
-
PyPi (π₯ 19K / month Β· π¦ 57 Β· β±οΈ 15.08.2023):
pip install pomegranate
-
Conda (π₯ 130K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pomegranate
Baal (π₯24 Β· β 770) - Library to enable Bayesian active learning in your research or labeling.. Apache-2
Orbit (π₯23 Β· β 1.7K Β· π€) - A Python package for Bayesian forecasting with object-oriented.. Apache-2
Show 7 hidden projects...
- pingouin (π₯28 Β· β 1.4K) - Statistical package in Python based on Pandas.
βοΈGPL-3.0
- Edward (π₯27 Β· β 4.8K Β· π) - A probabilistic programming language in TensorFlow. Deep..
Apache-2
- PyStan (π₯26 Β· β 270) - PyStan, a Python interface to Stan, a platform for statistical modeling...
ISC
- scikit-posthocs (π₯21 Β· β 300) - Multiple Pairwise Comparisons (Post Hoc) Tests in Python.
MIT
- pyhsmm (π₯20 Β· β 530 Β· π) - Bayesian inference in HSMMs and HMMs.
MIT
- Funsor (π₯20 Β· β 220) - Functional tensors for probabilistic programming.
Apache-2
- ZhuSuan (π₯15 Β· β 2.2K Β· π) - 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 (π₯33 Β· β 3.9K) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
-
GitHub (π¨βπ» 130 Β· π 1K Β· π¦ 410 Β· π 840 - 14% open Β· β±οΈ 20.08.2023):
git clone https://github.com/Trusted-AI/adversarial-robustness-toolbox
-
PyPi (π₯ 42K / month Β· π¦ 8 Β· β±οΈ 20.08.2023):
pip install adversarial-robustness-toolbox
-
Conda (π₯ 31K Β· β±οΈ 21.08.2023):
conda install -c conda-forge adversarial-robustness-toolbox
CleverHans (π₯30 Β· β 5.9K Β· π€) - An adversarial example library for constructing attacks,.. MIT
-
GitHub (π¨βπ» 130 Β· π 1.4K Β· π¦ 510 Β· π 460 - 8% open Β· β±οΈ 31.01.2023):
git clone https://github.com/cleverhans-lab/cleverhans
-
PyPi (π₯ 1.1K / month Β· π¦ 12 Β· β±οΈ 24.07.2021):
pip install cleverhans
-
Conda (π₯ 6.9K Β· β±οΈ 16.06.2023):
conda install -c conda-forge cleverhans
TextAttack (π₯28 Β· β 2.5K) - TextAttack is a Python framework for adversarial attacks, data.. MIT
AdvBox (π₯18 Β· β 1.3K Β· π€) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2
Show 5 hidden projects...
- Foolbox (π₯28 Β· β 2.5K Β· π) - A Python toolbox to create adversarial examples that fool neural..
MIT
- advertorch (π₯22 Β· β 1.2K Β· π) - A Toolbox for Adversarial Robustness Research.
βοΈGPL-3.0
- robustness (π₯19 Β· β 820 Β· π) - A library for experimenting with, training and evaluating neural..
MIT
- textflint (π₯16 Β· β 610 Β· π) - Unified Multilingual Robustness Evaluation Toolkit for..
βοΈGPL-3.0
- Adversary (π₯15 Β· β 380 Β· π) - Tool to generate adversarial text examples and test machine..
MIT
Libraries that require and make use of CUDA/GPU or other accelerator hardware capabilities to optimize machine learning tasks.
optimum (π₯32 Β· β 1.5K) - Accelerate training and inference of Transformers and Diffusers with.. Apache-2
gpustat (π₯31 Β· β 3.5K) - A simple command-line utility for querying and monitoring GPU status. MIT
Apex (π₯30 Β· β 7.5K) - A PyTorch Extension: Tools for easy mixed precision and distributed.. BSD-3
CuPy (π₯26 Β· β 7.1K Β· π) - NumPy & SciPy for GPU. MIT
-
GitHub (π¨βπ» 260 Β· π 700):
git clone https://github.com/cupy/cupy
-
PyPi (π₯ 20K / month Β· π¦ 190 Β· β±οΈ 08.08.2023):
pip install cupy
-
Conda (π₯ 3M Β· β±οΈ 22.08.2023):
conda install -c conda-forge cupy
-
Docker Hub (π₯ 58K Β· β 11 Β· β±οΈ 15.08.2023):
docker pull cupy/cupy
DALI (π₯25 Β· β 4.6K) - A GPU-accelerated library containing highly optimized building blocks.. Apache-2
-
GitHub (π¨βπ» 85 Β· π 590 Β· π 1.5K - 17% open Β· β±οΈ 24.08.2023):
git clone https://github.com/NVIDIA/DALI
Merlin (π₯23 Β· β 580) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2
Vulkan Kompute (π₯21 Β· β 1.2K) - General purpose GPU compute framework built on Vulkan to.. Apache-2
cuSignal (π₯19 Β· β 700) - GPU accelerated signal processing. Apache-2
-
GitHub (π¨βπ» 46 Β· π 120 Β· π 160 - 16% open Β· β±οΈ 22.08.2023):
git clone https://github.com/rapidsai/cusignal
Show 7 hidden projects...
- scikit-cuda (π₯24 Β· β 940 Β· π) - Python interface to GPU-powered libraries.
BSD-3
- GPUtil (π₯23 Β· β 990 Β· π) - A Python module for getting the GPU status from NVIDA GPUs using..
MIT
- py3nvml (π₯23 Β· β 220 Β· π) - Python 3 Bindings for NVML library. Get NVIDIA GPU status inside..
BSD-3
- BlazingSQL (π₯22 Β· β 1.8K Β· π) - BlazingSQL is a lightweight, GPU accelerated, SQL engine for..
Apache-2
- nvidia-ml-py3 (π₯19 Β· β 110 Β· π) - Python 3 Bindings for the NVIDIA Management Library.
BSD-3
- ipyexperiments (π₯16 Β· β 160 Β· π) - jupyter/ipython experiment containers for GPU and..
Apache-2
- SpeedTorch (π₯15 Β· β 660 Β· π) - Library for faster pinned CPU - GPU transfer in Pytorch.
MIT
Libraries that extend TensorFlow with additional capabilities.
TensorFlow Datasets (π₯36 Β· β 4K) - TFDS is a collection of datasets ready to use with.. Apache-2
-
GitHub (π¨βπ» 290 Β· π 1.5K Β· π 1.3K - 48% open Β· β±οΈ 24.08.2023):
git clone https://github.com/tensorflow/datasets
-
PyPi (π₯ 1.8M / month Β· π¦ 200 Β· β±οΈ 13.04.2023):
pip install tensorflow-datasets
-
Conda (π₯ 22K Β· β±οΈ 16.06.2023):
conda install -c conda-forge tensorflow-datasets
tensorflow-hub (π₯35 Β· β 3.4K Β· π) - A library for transfer learning by reusing parts of.. Apache-2
TF Addons (π₯35 Β· β 1.7K) - Useful extra functionality for TensorFlow 2.x maintained by.. Apache-2
tensor2tensor (π₯33 Β· β 14K) - Library of deep learning models and datasets designed to.. Apache-2
TensorFlow Transform (π₯32 Β· β 970) - Input pipeline framework. Apache-2
TFX (π₯31 Β· β 2K) - TFX is an end-to-end platform for deploying production ML pipelines. Apache-2
TF Model Optimization (π₯31 Β· β 1.4K) - A toolkit to optimize ML models for deployment for.. Apache-2
TensorFlow I/O (π₯30 Β· β 660) - Dataset, streaming, and file system extensions.. Apache-2
Neural Structured Learning (π₯26 Β· β 970) - Training neural models with structured signals. Apache-2
TensorFlow Cloud (π₯25 Β· β 360 Β· π€) - The TensorFlow Cloud repository provides APIs that.. Apache-2
TF Compression (π₯22 Β· β 770) - Data compression in TensorFlow. Apache-2
Show 5 hidden projects...
- Keras-Preprocessing (π₯30 Β· β 1K Β· π) - Utilities for working with image data, text data, and..
MIT
- efficientnet (π₯26 Β· β 2K Β· π) - Implementation of EfficientNet model. Keras and..
Apache-2
- TensorNets (π₯20 Β· β 1K Β· π) - High level network definitions with pre-trained weights in..
MIT
- Saliency (π₯20 Β· β 900 Β· π) - Framework-agnostic implementation for state-of-the-art..
Apache-2
- tffm (π₯18 Β· β 780 Β· π) - TensorFlow implementation of an arbitrary order Factorization Machine.
MIT
Libraries that extend Jax with additional capabilities.
Show 1 hidden projects...
- jaxdf (π₯14 Β· β 97) - A JAX-based research framework for writing differentiable..
βοΈLGPL-3.0
Libraries that extend scikit-learn with additional capabilities.
imbalanced-learn (π₯37 Β· β 6.5K) - A Python Package to Tackle the Curse of Imbalanced.. MIT
-
GitHub (π¨βπ» 78 Β· π 1.2K Β· π¦ 19K Β· π 550 - 4% open Β· β±οΈ 09.08.2023):
git clone https://github.com/scikit-learn-contrib/imbalanced-learn
-
PyPi (π₯ 4.1M / month):
pip install imbalanced-learn
-
Conda (π₯ 460K Β· β±οΈ 08.07.2023):
conda install -c conda-forge imbalanced-learn
scikit-learn-intelex (π₯34 Β· β 1K) - Intel(R) Extension for Scikit-learn is a seamless way.. Apache-2
-
GitHub (π¨βπ» 76 Β· π 160 Β· π¦ 7.5K Β· π 210 - 24% open Β· β±οΈ 24.08.2023):
git clone https://github.com/intel/scikit-learn-intelex
-
PyPi (π₯ 170K / month Β· π¦ 17 Β· β±οΈ 21.07.2023):
pip install scikit-learn-intelex
-
Conda (π₯ 200K Β· β±οΈ 25.07.2023):
conda install -c conda-forge scikit-learn-intelex
category_encoders (π₯32 Β· β 2.3K) - A library of sklearn compatible categorical variable.. BSD-3
-
GitHub (π¨βπ» 61 Β· π 380 Β· π¦ 990 Β· π 270 - 15% open Β· β±οΈ 15.08.2023):
git clone https://github.com/scikit-learn-contrib/category_encoders
-
PyPi (π₯ 1.2M / month):
pip install category_encoders
-
Conda (π₯ 230K Β· β±οΈ 15.08.2023):
conda install -c conda-forge category_encoders
scikit-multilearn (π₯28 Β· β 860) - A scikit-learn based module for multi-label et. al... BSD-2
scikit-lego (π₯25 Β· β 1.1K) - Extra blocks for scikit-learn pipelines. MIT
-
GitHub (π¨βπ» 58 Β· π 99 Β· π¦ 110 Β· π 270 - 10% open Β· β±οΈ 18.07.2023):
git clone https://github.com/koaning/scikit-lego
-
PyPi (π₯ 38K / month Β· π¦ 7 Β· β±οΈ 18.07.2023):
pip install scikit-lego
-
Conda (π₯ 42K Β· β±οΈ 19.07.2023):
conda install -c conda-forge scikit-lego
scikit-opt (π₯24 Β· β 4.3K) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
combo (π₯22 Β· β 620 Β· π€) - (AAAI 20) A Python Toolbox for Machine Learning Model.. BSD-2
xgboost
Show 10 hidden projects...
- scikit-survival (π₯29 Β· β 970) - Survival analysis built on top of scikit-learn.
βοΈGPL-3.0
- sklearn-crfsuite (π₯27 Β· β 420 Β· π) - scikit-learn inspired API for CRFsuite.
MIT
- fancyimpute (π₯26 Β· β 1.2K Β· π) - Multivariate imputation and matrix completion..
Apache-2
- sklearn-contrib-lightning (π₯23 Β· β 1.7K Β· π) - Large-scale linear classification, regression and..
BSD-3
- iterative-stratification (π₯22 Β· β 790 Β· π) - scikit-learn cross validators for iterative..
BSD-3
- skope-rules (π₯21 Β· β 560) - machine learning with logical rules in Python.
βοΈBSD-1-Clause
- celer (π₯20 Β· β 180) - Fast solver for L1-type problems: Lasso, sparse Logisitic regression,..
BSD-3
- scikit-tda (π₯18 Β· β 440 Β· π) - Topological Data Analysis for Python.
MIT
- skggm (π₯17 Β· β 220) - Scikit-learn compatible estimation of general graphical models.
MIT
- dabl (π₯13 Β· β 120) - Data Analysis Baseline Library.
BSD-3
Libraries that extend Pytorch with additional capabilities.
accelerate (π₯38 Β· β 5.5K) - A simple way to train and use PyTorch models with multi-.. Apache-2
-
GitHub (π¨βπ» 170 Β· π 590 Β· π¦ 12K Β· π 920 - 9% open Β· β±οΈ 24.08.2023):
git clone https://github.com/huggingface/accelerate
-
PyPi (π₯ 5.2M / month Β· π¦ 290 Β· β±οΈ 23.08.2023):
pip install accelerate
-
Conda (π₯ 57K Β· β±οΈ 23.08.2023):
conda install -c conda-forge accelerate
PML (π₯34 Β· β 5.4K) - The easiest way to use deep metric learning in your application. Modular,.. MIT
-
GitHub (π¨βπ» 38 Β· π 630 Β· π¦ 860 Β· π 470 - 10% open Β· β±οΈ 25.07.2023):
git clone https://github.com/KevinMusgrave/pytorch-metric-learning
-
PyPi (π₯ 240K / month Β· π¦ 19 Β· β±οΈ 25.07.2023):
pip install pytorch-metric-learning
-
Conda (π₯ 11K Β· β±οΈ 16.06.2023):
conda install -c metric-learning pytorch-metric-learning
tinygrad (π₯31 Β· β 19K) - You like pytorch? You like micrograd? You love tinygrad!. MIT
-
GitHub (π¨βπ» 200 Β· π 2K Β· π¦ 26 Β· π 340 - 14% open Β· β±οΈ 23.08.2023):
git clone https://github.com/geohot/tinygrad
lightning-flash (π₯31 Β· β 1.7K) - Your PyTorch AI Factory - Flash enables you to easily.. Apache-2
-
GitHub (π¨βπ» 87 Β· π 210 Β· π¦ 240 Β· π 520 - 4% open Β· β±οΈ 14.08.2023):
git clone https://github.com/Lightning-AI/lightning-flash
-
PyPi (π₯ 2.1K / month Β· π¦ 3 Β· β±οΈ 11.05.2022):
pip install lightning-flash
-
Conda (π₯ 15K Β· β±οΈ 04.07.2023):
conda install -c conda-forge lightning-flash
torchdiffeq (π₯29 Β· β 4.8K) - Differentiable ODE solvers with full GPU support and.. MIT
pytorch-optimizer (π₯29 Β· β 2.8K) - torch-optimizer -- collection of optimizers for.. Apache-2
-
GitHub (π¨βπ» 26 Β· π 270 Β· π¦ 980 Β· π 60 - 50% open Β· β±οΈ 20.06.2023):
git clone https://github.com/jettify/pytorch-optimizer
-
PyPi (π₯ 84K / month Β· π¦ 42 Β· β±οΈ 31.10.2021):
pip install torch_optimizer
-
Conda (π₯ 8.6K Β· β±οΈ 16.06.2023):
conda install -c conda-forge torch-optimizer
torchsde (π₯28 Β· β 1.3K) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
torch-scatter (π₯27 Β· β 1.3K) - PyTorch Extension Library of Optimized Scatter Operations. MIT
-
GitHub (π¨βπ» 27 Β· π 160 Β· π 330 - 6% open Β· β±οΈ 04.06.2023):
git clone https://github.com/rusty1s/pytorch_scatter
-
PyPi (π₯ 41K / month Β· π¦ 67 Β· β±οΈ 24.11.2022):
pip install torch-scatter
-
Conda (π₯ 220K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pytorch_scatter
Pytorch Toolbelt (π₯26 Β· β 1.4K) - PyTorch extensions for fast R&D prototyping and Kaggle.. MIT
PyTorch Sparse (π₯25 Β· β 860) - PyTorch Extension Library of Optimized Autograd Sparse.. MIT
reformer-pytorch (π₯20 Β· β 1.9K) - Reformer, the efficient Transformer, in Pytorch. MIT
Tez (π₯17 Β· β 1.1K Β· π€) - Tez is a super-simple and lightweight Trainer for PyTorch. It.. Apache-2
Show 18 hidden projects...
- pretrainedmodels (π₯30 Β· β 8.8K Β· π) - Pretrained ConvNets for pytorch: NASNet, ResNeXt,..
BSD-3
- pytorch-summary (π₯28 Β· β 3.9K Β· π) - Model summary in PyTorch similar to
model.summary()
..MIT
- Torchmeta (π₯24 Β· β 1.8K Β· π) - A collection of extensions and data-loaders for few-shot..
MIT
- SRU (π₯23 Β· β 2.1K Β· π) - Training RNNs as Fast as CNNs (https://arxiv.org/abs/1709.02755).
MIT
- Higher (π₯23 Β· β 1.5K Β· π) - higher is a pytorch library allowing users to obtain higher..
Apache-2
- EfficientNet-PyTorch (π₯22 Β· β 7.5K Β· π) - A PyTorch implementation of EfficientNet and..
Apache-2
- AdaBound (π₯21 Β· β 2.9K Β· π) - An optimizer that trains as fast as Adam and as good as SGD.
Apache-2
- Antialiased CNNs (π₯21 Β· β 1.6K Β· π) - pip install antialiased-cnns to improve stability and..
βοΈCC BY-NC-SA 4.0
- Poutyne (π₯21 Β· β 550) - A simplified framework and utilities for PyTorch.
βοΈLGPL-3.0
- EfficientNets (π₯20 Β· β 1.5K Β· π) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,..
Apache-2
- Performer Pytorch (π₯20 Β· β 980 Β· π) - An implementation of Performer, a linear attention-..
MIT
- pytorchviz (π₯19 Β· β 2.7K Β· π) - A small package to create visualizations of PyTorch execution..
MIT
- Lambda Networks (π₯19 Β· β 1.5K Β· π) - Implementation of LambdaNetworks, a new approach to..
MIT
- micrograd (π₯18 Β· β 6K Β· π) - A tiny scalar-valued autograd engine and a neural net library..
MIT
- Tensor Sensor (π₯18 Β· β 730 Β· π) - The goal of this library is to generate more helpful..
MIT
- Torch-Struct (π₯17 Β· β 1.1K Β· π) - Fast, general, and tested differentiable structured..
MIT
- Pywick (π₯15 Β· β 390 Β· π) - High-level batteries-included neural network training library for..
MIT
- TorchDrift (π₯14 Β· β 300 Β· π€) - Drift Detection for your PyTorch Models.
Apache-2
Libraries for connecting to, operating, and querying databases.
π best-of-python - DB Clients ( β 3.1K) - Collection of database clients for python.
SymPy (π₯48 Β· β 11K) - A computer algebra system written in pure Python. BSD-3
-
GitHub (π¨βπ» 1.2K Β· π 4K Β· π₯ 510K Β· π¦ 78K Β· π 13K - 36% open Β· β±οΈ 24.08.2023):
git clone https://github.com/sympy/sympy
-
PyPi (π₯ 9.9M / month Β· π¦ 4.6K Β· β±οΈ 10.05.2023):
pip install sympy
-
Conda (π₯ 4.1M Β· β±οΈ 16.06.2023):
conda install -c conda-forge sympy
scipy (π₯47 Β· β 12K) - Ecosystem of open-source software for mathematics, science, and engineering. BSD-3
DeepChem (π₯36 Β· β 4.5K) - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry,.. MIT
Datasette (π₯34 Β· β 8.1K) - An open source multi-tool for exploring and publishing data. Apache-2
-
GitHub (π¨βπ» 74 Β· π 560 Β· π₯ 55 Β· π¦ 1K Β· π 1.7K - 32% open Β· β±οΈ 23.08.2023):
git clone https://github.com/simonw/datasette
-
PyPi (π₯ 28K / month Β· π¦ 190 Β· β±οΈ 22.08.2023):
pip install datasette
-
Conda (π₯ 25K Β· β±οΈ 16.06.2023):
conda install -c conda-forge datasette
PyOD (π₯33 Β· β 7.3K) - A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly.. BSD-2
hdbscan (π₯33 Β· β 2.5K) - A high performance implementation of HDBSCAN clustering. BSD-3
-
GitHub (π¨βπ» 84 Β· π 460 Β· π¦ 2.5K Β· π 490 - 66% open Β· β±οΈ 21.08.2023):
git clone https://github.com/scikit-learn-contrib/hdbscan
-
PyPi (π₯ 530K / month Β· π¦ 200 Β· β±οΈ 18.07.2023):
pip install hdbscan
-
Conda (π₯ 1.7M Β· β±οΈ 24.08.2023):
conda install -c conda-forge hdbscan
Pythran (π₯33 Β· β 1.9K) - Ahead of Time compiler for numeric kernels. BSD-3
-
GitHub (π¨βπ» 72 Β· π 190 Β· π¦ 1.1K Β· π 820 - 15% open Β· β±οΈ 19.08.2023):
git clone https://github.com/serge-sans-paille/pythran
-
PyPi (π₯ 150K / month Β· π¦ 22 Β· β±οΈ 02.05.2023):
pip install pythran
-
Conda (π₯ 400K Β· β±οΈ 25.06.2023):
conda install -c conda-forge pythran
PennyLane (π₯33 Β· β 1.9K) - PennyLane is a cross-platform Python library for differentiable.. Apache-2
-
GitHub (π¨βπ» 140 Β· π 480 Β· π₯ 70 Β· π¦ 600 Β· π 1.1K - 28% open Β· β±οΈ 23.08.2023):
git clone https://github.com/PennyLaneAI/PennyLane
-
PyPi (π₯ 38K / month Β· π¦ 56 Β· β±οΈ 02.08.2023):
pip install pennylane
-
Conda (π₯ 21K Β· β±οΈ 30.06.2023):
conda install -c conda-forge pennylane
PaddleHub (π₯32 Β· β 12K) - Awesome pre-trained models toolkit based on PaddlePaddle... Apache-2
adapter-transformers (π₯32 Β· β 1.8K) - Huggingface Transformers + Adapters =. Apache-2
huggingface
causalml (π₯31 Β· β 4.2K) - Uplift modeling and causal inference with machine learning.. Apache-2
agate (π₯31 Β· β 1.1K) - A Python data analysis library that is optimized for humans instead of.. MIT
pyjanitor (π₯30 Β· β 1.2K) - Clean APIs for data cleaning. Python implementation of R package.. MIT
-
GitHub (π¨βπ» 110 Β· π 160 Β· π¦ 440 Β· π 540 - 20% open Β· β±οΈ 03.08.2023):
git clone https://github.com/pyjanitor-devs/pyjanitor
-
PyPi (π₯ 32K / month Β· π¦ 18 Β· β±οΈ 27.07.2023):
pip install pyjanitor
-
Conda (π₯ 180K Β· β±οΈ 16.06.2023):
conda install -c conda-forge pyjanitor
pandas-ai (π₯29 Β· β 8.3K Β· π£) - PandasAI is a Python library that integrates generative artificial.. MIT
alibi-detect (π₯29 Β· β 1.9K) - Algorithms for outlier, adversarial and drift detection. Apache-2
avalanche (π₯29 Β· β 1.4K) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT
kmodes (π₯29 Β· β 1.2K) - Python implementations of the k-modes and k-prototypes clustering.. MIT
anomalib (π₯28 Β· β 2.2K) - An anomaly detection library comprising state-of-the-art algorithms.. Apache-2
TabPy (π₯28 Β· β 1.4K) - Execute Python code on the fly and display results in Tableau visualizations:. MIT
Mars (π₯25 Β· β 2.6K) - Mars is a tensor-based unified framework for large-scale data.. Apache-2
Feature Engine (π₯25 Β· β 1.4K Β· π€) - Feature engineering package with sklearn like functionality. BSD-3
gplearn (π₯25 Β· β 1.4K) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
Prince (π₯25 Β· β 1.1K) - Multivariate exploratory data analysis in Python PCA, CA, MCA, MFA,.. MIT
dstack (π₯25 Β· β 780) - Train and deploy LLM models in multiple clouds (AWS, GCP, Azure,.. MPL-2.0
MONAILabel (π₯24 Β· β 450) - MONAI Label is an intelligent open source image labeling and.. Apache-2
SUOD (π₯24 Β· β 350) - (MLSys 21) An Acceleration System for Large-scare Unsupervised Heterogeneous.. BSD-2
AstroML (π₯23 Β· β 940 Β· π€) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
benchmark_VAE (π₯20 Β· β 1.4K) - Unifying Variational Autoencoder (VAE) implementations.. Apache-2
rrcf (π₯20 Β· β 450) - Implementation of the Robust Random Cut Forest algorithm for anomaly detection.. MIT
pykale (π₯20 Β· β 400) - Knowledge-Aware machine LEarning (KALE): accessible machine learning.. MIT
NeuralCompression (π₯17 Β· β 360) - A collection of tools for neural compression enthusiasts. MIT
Show 20 hidden projects...
- cleanlab (π₯30 Β· β 6.4K) - The standard data-centric AI package for data quality and machine..
βοΈAGPL-3.0
- pyopencl (π₯30 Β· β 990) - OpenCL integration for Python, plus shiny features.
βUnlicensed
- pyclustering (π₯28 Β· β 1.1K Β· π) - pyclustering is a Python, C++ data mining library.
BSD-3
- Cython BLIS (π₯28 Β· β 200) - Fast matrix-multiplication as a self-contained Python..
βUnlicensed
- metric-learn (π₯27 Β· β 1.3K Β· π) - Metric learning algorithms in Python.
MIT
- minisom (π₯26 Β· β 1.3K) - MiniSom is a minimalistic implementation of the Self Organizing..
βοΈCC-BY-3.0
- findspark (π₯25 Β· β 490 Β· π) - Find pyspark to make it importable.
BSD-3
- metricflow (π₯24 Β· β 950) - MetricFlow allows you to define, build, and maintain metrics..
βUnlicensed
- vecstack (π₯23 Β· β 680 Β· π) - Python package for stacking (machine learning technique).
MIT
- mlens (π₯22 Β· β 800 Β· π) - ML-Ensemble high performance ensemble learning.
MIT
- opyrator (π₯21 Β· β 2.9K Β· π) - Turns your machine learning code into microservices with web API,..
MIT
- scikit-rebate (π₯21 Β· β 390 Β· π) - A scikit-learn-compatible Python implementation of..
MIT
- impyute (π₯21 Β· β 340 Β· π) - Data imputations library to preprocess datasets with missing data.
MIT
- StreamAlert (π₯20 Β· β 2.8K Β· π) - StreamAlert is a serverless, realtime data analysis..
Apache-2
- apricot (π₯20 Β· β 480 Β· π) - apricot implements submodular optimization for the purpose of..
MIT
- pymdp (π₯20 Β· β 290) - A Python implementation of active inference for Markov Decision Processes.
MIT
- pandas-ml (π₯18 Β· β 310 Β· π) - pandas, scikit-learn, xgboost and seaborn integration.
BSD-3
- baikal (π₯17 Β· β 590 Β· π) - A graph-based functional API for building complex scikit-learn..
BSD-3
- traingenerator (π₯14 Β· β 1.3K Β· π) - A web app to generate template code for machine learning.
MIT
- nylon (π₯12 Β· β 82 Β· π) - An intelligent, flexible grammar of machine learning.
MIT
- Papers With Code: Discover ML papers, code, and evaluation tables.
- Sotabench: Discover & compare open-source ML models.
- Google Dataset Search: Dataset search engine by Google.
- Dataset List: List of the biggest ML datasets from across the web.
- Awesome Public Datasets: A topic-centric list of open datasets.
- Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
- best-of-python-dev: A ranked list of awesome python developer tools and libraries.
- best-of-web-python: A ranked list of awesome python libraries for web development.
Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:
- Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
- Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.
For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.