Update: 2021.07.01

📈 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