best-of-ml-python

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

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best-of-ml-python - Update: 2021.12.02

Published by github-actions[bot] almost 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • numexpr (🥈32 · ⭐ 1.7K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT
  • Graphviz (🥈32 · ⭐ 1.1K · 📈) - Simple Python interface for Graphviz. MIT
  • ta (🥇29 · ⭐ 2.6K · 📈) - Technical Analysis Library using Pandas and Numpy. MIT
  • pygal (🥇28 · ⭐ 2.4K · 📈) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
  • PML (🥇27 · ⭐ 3.9K · 📈) - The easiest way to use deep metric learning in your application... MIT
  • aim (🥉22 · ⭐ 1.8K · 📈) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2
  • Pywick (🥉20 · ⭐ 360 · 📈) - High-level batteries-included neural network training library for.. MIT
  • River (🥉19 · ⭐ 2.9K · 📈) - Online machine learning in Python. BSD-3
  • Case Recommender (🥉19 · ⭐ 370 · 📈) - Case Recommender: A Flexible and Extensible Python.. MIT
  • featurewiz (🥉19 · ⭐ 90 · 📈) - Use advanced feature engineering strategies and select best.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • Tensorflow (🥇37 · ⭐ 160K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • tesserocr (🥈26 · ⭐ 1.6K · 📉) - A Python wrapper for the tesseract-ocr API. MIT
  • HyperTools (🥉23 · ⭐ 1.7K · 📉) - A Python toolbox for gaining geometric insights into high-.. MIT
  • torchdiffeq (🥈22 · ⭐ 3.8K · 📉) - Differentiable ODE solvers with full GPU support and.. MIT
  • scikit-opt (🥈22 · ⭐ 2.7K · 📉) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
  • tinytag (🥉22 · ⭐ 490 · 📉) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA.. MIT
  • AmpliGraph (🥉20 · ⭐ 1.6K · 💤) - Python library for Representation Learning on Knowledge.. Apache-2
  • keract (🥉20 · ⭐ 940 · 📉) - Layers Outputs and Gradients in Keras. Made easy. MIT
  • NearPy (🥉19 · ⭐ 690 · 💀) - Python framework for fast (approximated) nearest neighbour search in.. MIT
  • Submit it (🥉17 · ⭐ 510 · 📉) - Python 3.6+ toolbox for submitting jobs to Slurm. MIT
best-of-ml-python - Update: 2021.11.17

Published by github-actions[bot] almost 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • PyOD (🥇31 · ⭐ 5K · 📈) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2
  • einops (🥈30 · ⭐ 3.9K · 📈) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
  • category_encoders (🥈30 · ⭐ 1.8K · 📈) - A library of sklearn compatible categorical variable.. BSD-3
  • Milvus (🥇29 · ⭐ 8.8K · 📈) - An open-source vector database for embedding similarity search.. Apache-2
  • Cython BLIS (🥇29 · ⭐ 180 · 📈) - Fast matrix-multiplication as a self-contained Python library.. BSD-3
  • Core ML Tools (🥇27 · ⭐ 2.4K · 📈) - Core ML tools contain supporting tools for Core ML model.. BSD-3
  • accelerate (🥇25 · ⭐ 2K · 📈) - A simple way to train and use PyTorch models with multi-.. Apache-2
  • CausalNex (🥈24 · ⭐ 1.4K · 📈) - A Python library that helps data scientists to infer.. Apache-2
  • iterative-stratification (🥉22 · ⭐ 610 · 📈) - scikit-learn cross validators for iterative.. BSD-3
  • aim (🥉20 · ⭐ 1.7K · 📈) - Aim an easy-to-use and performant open-source experiment tracker. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • Matplotlib (🥇38 · ⭐ 15K · 📉) - matplotlib: plotting with Python. Python-2.0
  • Pillow (🥇35 · ⭐ 9.1K · 📉) - The friendly PIL fork (Python Imaging Library). ❗️PIL
  • DVC (🥇30 · ⭐ 8.9K · 📉) - Data Version Control | Git for Data & Models | ML Experiments.. Apache-2
  • folium (🥈29 · ⭐ 5.5K · 📉) - Python Data. Leaflet.js Maps. MIT
  • wandb client (🥈29 · ⭐ 3.5K · 📉) - A tool for visualizing and tracking your machine learning.. MIT
  • fairseq (🥈27 · ⭐ 15K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
  • Sonnet (🥉27 · ⭐ 9.1K · 📉) - TensorFlow-based neural network library. Apache-2
  • detectron2 (🥈26 · ⭐ 19K · 📉) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
  • neon (🥉19 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
  • Feature Engine (🥉16 · ⭐ 5 · 📉) - Feature engineering package with sklearn like functionality. BSD-3

➕ Added Projects

Projects that were recently added to this best-of list.

  • TSFEL (🥉20 · ⭐ 310 · ➕) - An intuitive library to extract features from time series. BSD-3
  • whylogs (🥉18 · ⭐ 610 · ➕) - Open standard for end-to-end data and ML monitoring for any scale.. Apache-2
best-of-ml-python - Update: 2021.08.26

Published by github-actions[bot] about 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • scikit-image (🥇34 · ⭐ 4.5K · 📈) - Image processing in Python. BSD-2
  • Airflow (🥈33 · ⭐ 23K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • jieba (🥇32 · ⭐ 27K · 💀) - Chinese Words Segmentation Utilities. MIT
  • SageMaker SDK (🥇32 · ⭐ 1.5K · 📈) - A library for training and deploying machine learning.. Apache-2
  • Lime (🥇30 · ⭐ 9K · 📈) - Lime: Explaining the predictions of any machine learning classifier. BSD-2
  • faust (🥈30 · ⭐ 5.7K · 💤) - Python Stream Processing. BSD-3
  • Jina (🥈29 · ⭐ 8.2K · 📈) - Cloud-native neural search framework for kind of data. Apache-2
  • datashader (🥈29 · ⭐ 2.6K · 📈) - Quickly and accurately render even the largest data. BSD-3
  • mleap (🥈29 · ⭐ 1.3K · 📈) - MLeap: Deploy ML Pipelines to Production. Apache-2
  • Streamlit (🥇28 · ⭐ 16K · 📈) - Streamlit The fastest way to build data apps in Python. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • SymPy (🥇36 · ⭐ 8.3K · 📉) - A computer algebra system written in pure Python. BSD-3
  • ChatterBot (🥇31 · ⭐ 11K · 📉) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
  • DeepSpeech (🥈25 · ⭐ 18K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • Sumy (🥈25 · ⭐ 2.6K · 📉) - Module for automatic summarization of text documents and HTML pages. Apache-2
  • fancyimpute (🥈25 · ⭐ 990 · 📉) - Multivariate imputation and matrix completion.. Apache-2
  • tensorrec (🥉21 · ⭐ 1.2K · 💀) - A TensorFlow recommendation algorithm and framework in.. Apache-2
  • Labml (🥉21 · ⭐ 700 · 📉) - Monitor deep learning model training and hardware usage from your mobile.. MIT
  • Studio.ml (🥉21 · ⭐ 370 · 📉) - Studio: Simplify and expedite model building process. Apache-2
  • finmarketpy (🥉20 · ⭐ 2.7K · 📉) - Python library for backtesting trading strategies &.. Apache-2
  • finetune (🥉19 · ⭐ 650 · 📉) - Scikit-learn style model finetuning for NLP. MPL-2.0
best-of-ml-python - Update: 2021.08.19

Published by github-actions[bot] about 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • Beam (🥇34 · ⭐ 5K · 📈) - Unified programming model to define and execute data processing.. Apache-2
  • zarr (🥈28 · ⭐ 740 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
  • carla (🥈27 · ⭐ 6.4K · 📈) - Open-source simulator for autonomous driving research. MIT
  • jellyfish (🥈27 · ⭐ 1.5K · 📈) - a python library for doing approximate and phonetic matching of.. BSD-2
  • dtreeviz (🥈26 · ⭐ 1.6K · 📈) - A python library for decision tree visualization and model.. MIT
  • SALib (🥉26 · ⭐ 510 · 📈) - Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST,.. MIT
  • pandas-ta (🥉25 · ⭐ 1.5K · 📈) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
  • sklearn-deap (🥉21 · ⭐ 650 · 📈) - Use evolutionary algorithms instead of gridsearch in.. MIT
  • scikit-tda (🥉20 · ⭐ 300 · 📈) - Topological Data Analysis for Python. MIT
  • Maze (🥉14 · ⭐ 160 · 🐣) - Maze Applied Reinforcement Learning Framework. ❗️Custom

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • PyTorch (🥇39 · ⭐ 50K · 📉) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
  • Ray (🥇32 · ⭐ 17K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2
  • PyFlink (🥈30 · ⭐ 17K · 📉) - Apache Flink Python API. Apache-2
  • TensorFlow Datasets (🥈30 · ⭐ 2.9K · 📉) - TFDS is a collection of datasets ready to use with.. Apache-2
  • torchaudio (🥈26 · ⭐ 1.4K · 📉) - Data manipulation and transformation for audio signal.. BSD-2
  • TorchServe (🥈24 · ⭐ 2K · 📉) - Model Serving on PyTorch. Apache-2
  • PyTorch3D (🥉22 · ⭐ 5.1K · 📉) - PyTorch3D is FAIR's library of reusable components.. ❗Unlicensed
  • dbnd (🥉21 · ⭐ 200 · 📉) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
  • Optimus (🥉18 · ⭐ 1K · 📉) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2
  • dstack (🥉13 · ⭐ 180 · 📉) - An open-source tool to rapidly develop data applications with.. Apache-2
best-of-ml-python - Update: 2021.07.15

Published by github-actions[bot] over 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • onnx (🥇35 · ⭐ 11K · 📈) - Open standard for machine learning interoperability. Apache-2
  • Airflow (🥇33 · ⭐ 23K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • tensor2tensor (🥇33 · ⭐ 11K · 📈) - Library of deep learning models and datasets designed.. Apache-2
  • geopy (🥇33 · ⭐ 3.4K · 📈) - Geocoding library for Python. MIT
  • tensorflow-hub (🥇33 · ⭐ 2.9K · 📈) - A library for transfer learning by reusing parts of.. Apache-2
  • DeepSpeech (🥇30 · ⭐ 18K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • mtcnn (🥈26 · ⭐ 1.6K · 📈) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
  • MONAI (🥈24 · ⭐ 2.1K · 📈) - AI Toolkit for Healthcare Imaging. Apache-2
  • EfficientNets (🥈23 · ⭐ 1.4K · 📈) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
  • AugLy (🥉19 · ⭐ 3.6K · 🐣) - A data augmentations library for audio, image, text, and video. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • Face Recognition (🥈29 · ⭐ 41K · 📉) - The world's simplest facial recognition api for.. MIT
  • Datasette (🥇28 · ⭐ 5.2K · 📉) - An open source multi-tool for exploring and publishing data. Apache-2
  • Flax (🥉27 · ⭐ 1.9K · 📉) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax
  • snakemake (🥈26 · ⭐ 1K · 📉) - This is the development home of the workflow management system.. MIT
  • Great Expectations (🥉24 · ⭐ 4.7K · 📉) - Always know what to expect from your data. Apache-2
  • yellowbrick (🥈24 · ⭐ 3.3K · 📉) - Visual analysis and diagnostic tools to facilitate.. Apache-2
  • TensorTrade (🥉23 · ⭐ 3.3K · 📉) - An open source reinforcement learning framework for.. Apache-2
  • jiant (🥉21 · ⭐ 1.3K · 📉) - jiant is an nlp toolkit. MIT
  • advertorch (🥉19 · ⭐ 890 · 💀) - A Toolbox for Adversarial Robustness Research. ❗️GPL-3.0
  • Caer (🥉19 · ⭐ 520 · 📉) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
best-of-ml-python - Update: 2021.07.08

Published by github-actions[bot] over 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • Arrow (🥇37 · ⭐ 8.1K · 📈) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2
  • TF Addons (🥇33 · ⭐ 1.3K · 📈) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2
  • Airflow (🥇32 · ⭐ 23K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • jax (🥈31 · ⭐ 13K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • numexpr (🥈31 · ⭐ 1.6K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT
  • TPOT (🥇29 · ⭐ 8.1K · 📈) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
  • missingno (🥈29 · ⭐ 2.8K · 📈) - Missing data visualization module for Python. MIT
  • Texthero (🥉21 · ⭐ 2.2K · 📈) - Text preprocessing, representation and visualization from zero to.. MIT
  • Kashgari (🥉20 · ⭐ 2.1K · 📈) - Kashgari is a production-level NLP Transfer learning.. Apache-2
  • GraphEmbedding (🥉16 · ⭐ 2.1K · 💤) - Implementation and experiments of graph embedding.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • dash (🥇33 · ⭐ 15K · 📉) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT
  • jieba (🥇31 · ⭐ 27K · 💀) - Chinese Words Segmentation Utilities. MIT
  • pyecharts (🥈30 · ⭐ 11K · 📉) - Python Echarts Plotting Library. MIT
  • Tokenizers (🥈28 · ⭐ 4.7K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
  • Activeloop (🥉25 · ⭐ 3.3K · 📉) - Fastest dataset optimization and management for machine and.. MPL-2.0
  • Core ML Tools (🥈24 · ⭐ 2.3K · 📉) - Core ML tools contain supporting tools for Core ML model.. BSD-3
  • ArcGIS API (🥉24 · ⭐ 1.1K · 📉) - Documentation and samples for ArcGIS API for Python. Apache-2
  • pandas-ta (🥉23 · ⭐ 1.4K · 📉) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
  • Recommenders (🥈21 · ⭐ 11K · 📉) - Best Practices on Recommendation Systems. MIT
  • explainerdashboard (🥉21 · ⭐ 570 · 📉) - Quickly build Explainable AI dashboards that show the.. MIT
best-of-ml-python - Update: 2021.07.01

Published by github-actions[bot] over 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • Ray (🥇35 · ⭐ 16K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2
  • Chainer (🥈32 · ⭐ 5.6K · 📈) - A flexible framework of neural networks for deep learning. MIT
  • Datasette (🥇29 · ⭐ 5.2K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2
  • Keras Tuner (🥇29 · ⭐ 2.3K · 📈) - Hyperparameter tuning for humans. Apache-2
  • Jina (🥉28 · ⭐ 7.1K · 📈) - Cloud-native neural search framework for kind of data. Apache-2
  • tesserocr (🥈28 · ⭐ 1.5K · 📈) - A Python wrapper for the tesseract-ocr API. MIT
  • TF Model Optimization (🥈28 · ⭐ 1.1K · 📈) - A toolkit to optimize ML models for deployment for.. Apache-2
  • PaddleOCR (🥈27 · ⭐ 13K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • Sumy (🥈27 · ⭐ 2.6K · 📈) - Module for automatic summarization of text documents and HTML pages. Apache-2
  • bodywork-core (🥉17 · ⭐ 250 · 📈) - MLOps tool for deploying machine learning projects to.. ❗️AGPL-3.0

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • jax (🥈30 · ⭐ 13K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • tensorflow-probability (🥇30 · ⭐ 3.4K · 📉) - Probabilistic reasoning and statistical analysis in.. Apache-2
  • xarray (🥈30 · ⭐ 2.1K · 📉) - N-D labeled arrays and datasets in Python. Apache-2
  • PyMC3 (🥇29 · ⭐ 5.9K · 📉) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
  • Magenta (🥈26 · ⭐ 17K · 📉) - Magenta: Music and Art Generation with Machine Intelligence. Apache-2
  • Nilearn (🥈26 · ⭐ 750 · 📉) - Machine learning for NeuroImaging in Python. BSD-3
  • T5 (🥉22 · ⭐ 3.5K · 📉) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2
  • Neural Tangents (🥉19 · ⭐ 1.5K · 📉) - Fast and Easy Infinite Neural Networks in Python. Apache-2
  • iNNvestigate (🥉18 · ⭐ 840 · 📉) - A toolbox to iNNvestigate neural networks' predictions!. BSD-2
  • BioPandas (🥉17 · ⭐ 360 · 📉) - Working with molecular structures in pandas DataFrames. BSD-3

➕ Added Projects

Projects that were recently added to this best-of list.

  • huey (🥈28 · ⭐ 3.6K · ➕) - a little task queue for python. MIT
  • mleap (🥈28 · ⭐ 1.3K · ➕) - MLeap: Deploy ML Pipelines to Production. Apache-2
  • BentoML (🥇27 · ⭐ 2.6K · ➕) - Model Serving Made Easy. Apache-2
  • cartopy (🥈27 · ⭐ 880 · ➕) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
  • nlpaug (🥈25 · ⭐ 2.2K · ➕) - Data augmentation for NLP. MIT
  • deepface (🥈25 · ⭐ 1.8K · ➕) - A Lightweight Deep Face Recognition and Facial Attribute Analysis.. MIT
  • shapash (🥈25 · ⭐ 1.1K · ➕) - Shapash makes Machine Learning models transparent and.. Apache-2
  • pandas-ta (🥉24 · ⭐ 1.4K · ➕) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
  • metrics (🥉24 · ⭐ 360 · ➕) - Machine learning metrics for distributed, scalable PyTorch.. Apache-2
  • dbnd (🥉24 · ⭐ 190 · ➕) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
  • polars (🥉23 · ⭐ 1.9K · ➕) - Fast multi-threaded DataFrame library in Rust and Python. MIT
  • arq (🥉23 · ⭐ 840 · ➕) - Fast job queuing and RPC in python with asyncio and redis. MIT
  • speechbrain (🥉22 · ⭐ 2.5K · ➕) - A PyTorch-based Speech Toolkit. Apache-2
  • FinRL (🥉22 · ⭐ 2.2K · ➕) - A Deep Reinforcement Learning Library for Automated Trading in.. MIT
  • accelerate (🥈22 · ⭐ 1.6K · ➕) - A simple way to train and use PyTorch models with.. Apache-2
  • PaddleSeg (🥉22 · ⭐ 1.5K · ➕) - End-to-end image segmentation kit based on PaddlePaddle. Apache-2
  • pygraphistry (🥈22 · ⭐ 1.4K · ➕) - PyGraphistry is a Python library to quickly load,.. BSD-3
  • jiant (🥉22 · ⭐ 1.3K · ➕) - jiant is an nlp toolkit. MIT
  • lightning-flash (🥈22 · ⭐ 790 · 🐣) - Collection of tasks for fast prototyping, baselining,.. Apache-2
  • audiomentations (🥉22 · ⭐ 610 · ➕) - A Python library for audio data augmentation. Inspired by.. MIT
  • english-words (🥉21 · ⭐ 5.3K · 💤) - A text file containing 479k English words for all your.. Unlicense
  • deep-daze (🥉21 · ⭐ 3.5K · 🐣) - Simple command line tool for text to image generation using.. MIT
  • layout-parser (🥉21 · ⭐ 2.2K · ➕) - A unified toolkit for Deep Learning Based Document Image.. Apache-2
  • vissl (🥉21 · ⭐ 1.8K · ➕) - VISSL is FAIR's library of extensible, modular and scalable.. MIT
  • Hyperactive (🥉21 · ⭐ 240 · ➕) - A hyperparameter optimization and data collection toolbox for.. MIT
  • kale (🥉20 · ⭐ 400 · ➕) - Kubeflows superfood for Data Scientists. Apache-2
  • huggingface_hub (🥉20 · ⭐ 150 · ➕) - Client library to download and publish models and.. Apache-2
  • graph4nlp (🥉19 · ⭐ 810 · ➕) - Graph4nlp is the library for the easy use of Graph Neural.. Apache-2
  • chefboost (🥉19 · ⭐ 260 · ➕) - A Lightweight Decision Tree Framework supporting regular.. MIT
  • Coqui TTS (🥉18 · ⭐ 1.8K · ➕) - - a deep learning toolkit for Text-to-Speech, battle-.. MPL-2.0
  • pytorchvideo (🥉18 · ⭐ 1.5K · 🐣) - A deep learning library for video understanding.. Apache-2
  • keepsake (🥉18 · ⭐ 1.5K · ➕) - Version control for machine learning. Apache-2
  • lightseq (🥉18 · ⭐ 1.1K · ➕) - LightSeq: A High Performance Library for Sequence Processing.. Apache-2
  • greykite (🥉18 · ⭐ 1.1K · 🐣) - A flexible, intuitive and fast forecasting library. BSD-2
  • responsible-ai-widgets (🥉18 · ⭐ 210 · ➕) - This project provides responsible AI user interfaces.. MIT
  • AugLy (🥉17 · ⭐ 3.4K · 🐣) - A data augmentations library for audio, image, text, and video. MIT
  • DIG (🥉17 · ⭐ 770 · ➕) - A library for graph deep learning research. ❗️GPL-3.0
  • nboost (🥉17 · ⭐ 580 · 💤) - NBoost is a scalable, search-api-boosting platform for deploying.. Apache-2
  • avalanche (🥉17 · ⭐ 510 · ➕) - Avalanche: an End-to-End Library for Continual Learning. MIT
  • carefree-learn (🥇17 · ⭐ 340 · ➕) - Tabular Datasets PyTorch. MIT
  • solt (🥉17 · ⭐ 250 · 💀) - Streaming over lightweight data transformations. MIT
  • lkpy (🥉17 · ⭐ 170 · ➕) - Python recommendation toolkit. MIT
  • textaugment (🥉17 · ⭐ 150 · ➕) - TextAugment: Text Augmentation Library. MIT
  • pytorch_tabular (🥉16 · ⭐ 350 · ➕) - A standard framework for modelling Deep Learning.. MIT
  • TextBox (🥉16 · ⭐ 280 · ➕) - TextBox is an open-source library for building text generation system. MIT
  • dstack (🥉16 · ⭐ 180 · ➕) - An open-source tool to rapidly develop data applications with.. Apache-2
  • ecco (🥉15 · ⭐ 810 · ➕) - Visualize and explore NLP language models. Ecco creates interactive.. BSD-3
  • madgrad (🥉15 · ⭐ 690 · 🐣) - MADGRAD Optimization Method. MIT
  • interpret-text (🥉15 · ⭐ 260 · ➕) - A library that incorporates state-of-the-art explainers.. MIT
  • launchpad (🥉15 · ⭐ 190 · 🐣) - Launchpad is a library that simplifies writing.. Apache-2
  • backprop (🥉15 · ⭐ 190 · ➕) - Backprop makes it simple to use, finetune, and deploy state-of-.. Apache-2
  • TorchDrift (🥉15 · ⭐ 150 · 🐣) - Drift Detection for your PyTorch Models. Apache-2
  • textflint (🥉14 · ⭐ 470 · 🐣) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0
  • pykale (🥉14 · ⭐ 210 · ➕) - Knowledge-Aware machine LEarning (KALE) from multiple sources in.. MIT
  • tsaug (🥉14 · ⭐ 200 · 💀) - A Python package for time series augmentation. Apache-2
  • deltapy (🥉13 · ⭐ 360 · ➕) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT
  • numerizer (🥉13 · ⭐ 110 · ➕) - A Python module to convert natural language numerics into ints and.. MIT
  • nylon (🥉13 · ⭐ 59 · 🐣) - An intelligent, flexible grammar of machine learning. MIT
  • BLINK (🥉12 · ⭐ 660 · ➕) - Entity Linker solution. MIT
  • fastT5 (🥉12 · ⭐ 170 · 🐣) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2
  • autodist (🥉12 · ⭐ 99 · ➕) - Simple Distributed Deep Learning on TensorFlow. Apache-2
  • spacy-dbpedia-spotlight (🥉12 · ⭐ 34 · ➕) - A spaCy wrapper for DBpedia Spotlight. MIT spacy
  • model_search (🥉11 · ⭐ 3.1K · 🐣) - AutoML algorithms for model architecture search at scale. Apache-2
  • Maze (🥉11 · ⭐ 140 · 🐣) - Maze Applied Reinforcement Learning Framework. ❗️Custom
  • Lea (🥉10 · 💤) - Discrete probability distributions in Python. ❗️GPL-3.0
best-of-ml-python - Update: 2021.06.24

Published by github-actions[bot] over 3 years ago

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  • DALI (🥉17 · ⭐ 3.3K · 📉) - A GPU-accelerated library containing highly optimized building.. Apache-2
best-of-ml-python - Update: 2021.06.03

Published by github-actions[bot] over 3 years ago

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  • DALI (🥉17 · ⭐ 3.3K · 📉) - A GPU-accelerated library containing highly optimized building.. Apache-2
best-of-ml-python - Update: 2021.05.13

Published by github-actions[bot] over 3 years ago

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  • Core ML Tools (🥈24 · ⭐ 2.2K · 📉) - Core ML tools contain supporting tools for Core ML model.. BSD-3
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best-of-ml-python - Update: 2021.04.29

Published by github-actions[bot] over 3 years ago

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  • PyFlink (🥈33 · ⭐ 16K · 📉) - Apache Flink Python API. Apache-2
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best-of-ml-python - Update: 2021.04.22

Published by github-actions[bot] over 3 years ago

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  • SciSpacy (🥉22 · ⭐ 890 · 📉) - A full spaCy pipeline and models for scientific/biomedical.. Apache-2
best-of-ml-python - Update: 2021.04.15

Published by github-actions[bot] over 3 years ago

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  • imgaug (🥇32 · ⭐ 11K · 💤) - Image augmentation for machine learning experiments. MIT
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  • TF Compression (🥉18 · ⭐ 460 · 📉) - Data compression in TensorFlow. Apache-2
best-of-ml-python - Update: 2021.04.08

Published by github-actions[bot] over 3 years ago

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  • T5 (🥉23 · ⭐ 3.3K · 📉) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2
best-of-ml-python - Update: 2021.04.01

Published by github-actions[bot] over 3 years ago

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  • yfinance (🥇28 · ⭐ 4.7K · 📉) - Yahoo! Finance market data downloader (+faster Pandas.. Apache-2
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  • SUOD (🥉20 · ⭐ 250 · 📉) - (MLSys' 21) An Acceleration System for Large-scare Unsupervised.. BSD-2
  • NiftyNet (🥉19 · ⭐ 1.3K · 💤) - [unmaintained] An open-source convolutional neural.. Apache-2
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  • bodywork-core (🥉9 · ⭐ 150 · 🐣) - Deploy machine learning projects developed in Python, to.. ❗️AGPL-3.0
best-of-ml-python - Update: 2021.03.11

Published by github-actions[bot] over 3 years ago

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  • Celery (🥇39 · ⭐ 17K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
  • Airflow (🥇36 · ⭐ 21K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
  • pyproj (🥈31 · ⭐ 580 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT
  • Pydub (🥇30 · ⭐ 5.2K · 📈) - Manipulate audio with a simple and easy high level interface. MIT
  • PyTorch Geometric (🥇29 · ⭐ 10K · 📈) - Geometric Deep Learning Extension Library for PyTorch. MIT
  • torchaudio (🥈29 · ⭐ 1.3K · 📈) - Data manipulation and transformation for audio signal.. BSD-2
  • PyTorch Image Models (🥈28 · ⭐ 7.9K · 📈) - PyTorch image models, scripts, pretrained weights --.. Apache-2
  • snorkel (🥉28 · ⭐ 4.5K · 📈) - A system for quickly generating training data with weak.. Apache-2
  • ipyleaflet (🥉28 · ⭐ 1.1K · 📈) - A Jupyter - Leaflet.js bridge. MIT
  • scattertext (🥉24 · ⭐ 1.5K · 📈) - Beautiful visualizations of how language differs among.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • networkx (🥇33 · ⭐ 8.8K · 📉) - Network Analysis in Python. BSD-3
  • dask (🥇32 · ⭐ 8K · 📉) - Parallel computing with task scheduling. BSD-3
  • dask.distributed (🥇31 · ⭐ 1.2K · 📉) - A distributed task scheduler for Dask. BSD-3
  • torchtext (🥈29 · ⭐ 2.7K · 📉) - Data loaders and abstractions for text and NLP. BSD-3
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  • tensorpack (🥉27 · ⭐ 6K · 📉) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
  • stanza (🥈25 · ⭐ 5.3K · 📉) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
  • PyCUDA (🥈25 · ⭐ 1.1K · 📉) - CUDA integration for Python, plus shiny features. MIT
  • pyopencl (🥈24 · ⭐ 790 · 📉) - OpenCL integration for Python, plus shiny features. MIT
  • PyTextRank (🥉22 · ⭐ 1.5K · 📉) - Python implementation of TextRank for phrase extraction and.. MIT
best-of-ml-python - Update: 2021.03.04

Published by github-actions[bot] over 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • MXNet (🥈34 · ⭐ 19K · 📈) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
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  • bt (🥈24 · ⭐ 980 · 📈) - bt - flexible backtesting for Python. MIT
  • DALEX (🥉20 · ⭐ 780 · 📈) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
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Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • numpy (🥇38 · ⭐ 16K · 📉) - The fundamental package for scientific computing with Python. BSD-3
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best-of-ml-python - Update: 2021.02.25

Published by github-actions[bot] over 3 years ago

📈 Trending Up

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  • arch (🥉23 · ⭐ 650 · 📉) - ARCH models in Python. ❗️NCSA
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  • AstroML (🥉22 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
best-of-ml-python - Update: 2021.02.18

Published by github-actions[bot] over 3 years ago

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  • Seaborn (🥇37 · ⭐ 8.1K · 📈) - Statistical data visualization using matplotlib. BSD-3
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  • PyNNDescent (🥈25 · ⭐ 370 · 📈) - A Python nearest neighbor descent for approximate nearest.. BSD-2
  • AstroML (🥈24 · ⭐ 730 · 📈) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
  • Caer (🥉23 · ⭐ 430 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
  • NIPY (🥈22 · ⭐ 290 · 📈) - Neuroimaging in Python FMRI analysis package. BSD-3
  • lazypredict (🥉21 · ⭐ 380 · 📈) - Lazy Predict help build a lot of basic models without much.. MIT
  • quinn (🥉21 · ⭐ 210 · 📈) - pyspark methods to enhance developer productivity. Apache-2
  • DESlib (🥉20 · ⭐ 310 · 📈) - A Python library for dynamic classifier and ensemble selection. BSD-3

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • pandas (🥇40 · ⭐ 29K · 📉) - Flexible and powerful data analysis / manipulation library for.. BSD-3
  • Ray (🥇32 · ⭐ 15K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2
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  • Nilearn (🥇29 · ⭐ 700 · 📉) - Machine learning for NeuroImaging in Python. BSD-3
  • Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense vectors. MIT
  • DeepSpeech (🥉24 · ⭐ 16K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • PyStan (🥉21 · ⭐ 35 · 📉) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
  • pymap3d (🥉19 · ⭐ 180 · 📉) - pure-Python (Numpy optional) 3D coordinate conversions for geospace.. BSD-2

➕ Added Projects

Projects that were recently added to this best-of list.

  • data-describe (🥉14 · ⭐ 250 · ➕) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
  • bias-detector (🥉10 · ⭐ 15 · ➕) - Bias Detector is a python package for detecting bias in machine.. MIT
best-of-ml-python - Update: 2021.02.04

Published by github-actions[bot] over 3 years ago

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • DeepSpeech (🥇31 · ⭐ 16K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • PaddlePaddle (🥈30 · ⭐ 14K · 📈) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
  • UMAP (🥈30 · ⭐ 4.5K · 📈) - Uniform Manifold Approximation and Projection. BSD-3
  • hdbscan (🥇28 · ⭐ 1.8K · 📈) - A high performance implementation of HDBSCAN clustering. BSD-3
  • Datasette (🥈27 · ⭐ 4.6K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2
  • hnswlib (🥈26 · ⭐ 1.3K · 📈) - Header-only C++/python library for fast approximate nearest.. Apache-2
  • PyNNDescent (🥉23 · ⭐ 370 · 📈) - A Python nearest neighbor descent for approximate nearest.. BSD-2
  • TTS (🥉20 · ⭐ 3.2K · 📈) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
  • Objax (🥉19 · ⭐ 560 · 🐣) - Objax is a machine learning framework that provides an Object.. Apache-2 jax
  • ONNX-T5 (🥉15 · ⭐ 140 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • xmltodict (🥈30 · ⭐ 4.3K · 💤) - Python module that makes working with XML feel like you are.. MIT
  • PyStan (🥉24 · ⭐ 910 · 📉) - Temporary home for PyStan version 3. Documentation: https://pystan-.. ISC
  • dask-ml (🥈24 · ⭐ 680 · 📉) - Scalable Machine Learning with Dask. BSD-3
  • EfficientNets (🥈20 · ⭐ 1.2K · 📉) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
  • MLBox (🥉20 · ⭐ 1.2K · 📉) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
  • EarthPy (🥉20 · ⭐ 220 · 📉) - A package built to support working with spatial data using open.. BSD-3
  • Caer (🥉19 · ⭐ 420 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
  • Paddle Graph Learning (🥉17 · ⭐ 890 · 📉) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
  • Lambda Networks (🥉15 · ⭐ 1.3K · 🐣) - Implementation of LambdaNetworks, a new approach to.. MIT
  • PandaPy (🥉13 · ⭐ 470 · 📉) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
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