Update: 2021.12.09

📈 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 (🥇33 · ⭐ 18K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2
• rq (🥇33 · ⭐ 8K · 📈) - Simple job queues for Python. BSD-3
• Graphviz (🥇33 · ⭐ 1.1K · 📈) - Simple Python interface for Graphviz. MIT
• datasketch (🥉27 · ⭐ 1.6K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
• ogb (🥈25 · ⭐ 1.2K · 📈) - Benchmark datasets, data loaders, and evaluators for graph machine learning. MIT
• TF Recommenders (🥈25 · ⭐ 1.1K · 📈) - TensorFlow Recommenders is a library for building.. Apache-2
• pythreejs (🥉25 · ⭐ 770 · 📈) - A Jupyter - Three.js bridge. BSD-3
• Auto ViML (🥉20 · ⭐ 310 · 📈) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2
• ipyexperiments (🥉16 · ⭐ 140 · 📈) - jupyter/ipython experiment containers for GPU and.. Apache-2
• Lea (🥉12 · 📈) - Discrete probability distributions in Python. ❗️GPL-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.

• scipy (🥇41 · ⭐ 8.9K · 📉) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
• Celery (🥇39 · ⭐ 18K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• Arrow (🥇36 · ⭐ 8.8K · 📉) - Apache Arrow is a multi-language toolbox for accelerated data.. Apache-2
• shap (🥇35 · ⭐ 15K · 📉) - A game theoretic approach to explain the output of any machine learning.. MIT
• Pillow (🥇34 · ⭐ 9.2K · 📉) - The friendly PIL fork (Python Imaging Library). ❗️PIL
• luigi (🥇33 · ⭐ 15K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• MXNet (🥈32 · ⭐ 20K · 📉) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• dash (🥈32 · ⭐ 16K · 📉) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT
• pyproj (🥈28 · ⭐ 690 · 📉) - Python interface to PROJ (cartographic projections and coordinate.. MIT
• Kedro (🥈26 · ⭐ 4.7K · 📉) - A Python framework for creating reproducible, maintainable and.. Apache-2

Update: 2021.12.02

📈 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

Update: 2021.11.17

📈 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

Update: 2021.08.26

📈 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

Update: 2021.08.19

📈 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

Update: 2021.07.15

📈 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

Update: 2021.07.08

📈 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

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
• <a href...

Update: 2021.06.24

📈 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.

• Celery (🥇40 · ⭐ 17K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• SymPy (🥇36 · ⭐ 8.1K · 📈) - A computer algebra system written in pure Python. BSD-3
• Albumentations (🥈30 · ⭐ 8.1K · 📈) - Fast image augmentation library and an easy-to-use.. MIT
• AutoKeras (🥇29 · ⭐ 8K · 📈) - AutoML library for deep learning. Apache-2
• pycm (🥈24 · ⭐ 1.1K · 📈) - Multi-class confusion matrix library in Python. MIT
• TensorFlow Privacy (🥈23 · ⭐ 1.4K · 📈) - Library for training machine learning models with.. Apache-2
• Sentinelsat (🥉23 · ⭐ 610 · 📈) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
• checklist (🥈22 · ⭐ 1.4K · 📈) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
• lets-plot (🥉22 · ⭐ 620 · 📈) - An open-source plotting library for statistical data. MIT
• pycls (🥉17 · ⭐ 1.6K · 📈) - Codebase for Image Classification Research, written in PyTorch. 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.

• Airflow (🥈32 · ⭐ 22K · 📉) - Platform to programmatically author, schedule, and monitor.. Apache-2
• Tablib (🥈30 · ⭐ 4K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
• Cython BLIS (🥈26 · ⭐ 170 · 📉) - Fast matrix-multiplication as a self-contained Python library.. BSD-3
• textacy (🥉25 · ⭐ 1.7K · 📉) - NLP, before and after spaCy. Apache-2
• tesserocr (🥈25 · ⭐ 1.5K · 📉) - A Python wrapper for the tesseract-ocr API. MIT
• DeepSpeech (🥉24 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• tabulator-py (🥉24 · ⭐ 210 · 📉) - Python library for reading and writing tabular data via streams. MIT
• pyvips (🥉22 · ⭐ 320 · 📉) - python binding for libvips using cffi. MIT
• combo (🥉21 · ⭐ 500 · 📉) - (AAAI' 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
• DALI (🥉17 · ⭐ 3.3K · 📉) - A GPU-accelerated library containing highly optimized building.. Apache-2

Update: 2021.06.03

📈 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.

• Celery (🥇40 · ⭐ 17K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• SymPy (🥇36 · ⭐ 8.1K · 📈) - A computer algebra system written in pure Python. BSD-3
• Albumentations (🥈30 · ⭐ 8.1K · 📈) - Fast image augmentation library and an easy-to-use.. MIT
• AutoKeras (🥇29 · ⭐ 8K · 📈) - AutoML library for deep learning. Apache-2
• pycm (🥈24 · ⭐ 1.1K · 📈) - Multi-class confusion matrix library in Python. MIT
• TensorFlow Privacy (🥈23 · ⭐ 1.4K · 📈) - Library for training machine learning models with.. Apache-2
• Sentinelsat (🥉23 · ⭐ 610 · 📈) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
• checklist (🥈22 · ⭐ 1.4K · 📈) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
• lets-plot (🥉22 · ⭐ 620 · 📈) - An open-source plotting library for statistical data. MIT
• pycls (🥉17 · ⭐ 1.6K · 📈) - Codebase for Image Classification Research, written in PyTorch. 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.

• Airflow (🥈32 · ⭐ 22K · 📉) - Platform to programmatically author, schedule, and monitor.. Apache-2
• Tablib (🥈30 · ⭐ 4K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
• Cython BLIS (🥈26 · ⭐ 170 · 📉) - Fast matrix-multiplication as a self-contained Python library.. BSD-3
• textacy (🥉25 · ⭐ 1.7K · 📉) - NLP, before and after spaCy. Apache-2
• tesserocr (🥈25 · ⭐ 1.5K · 📉) - A Python wrapper for the tesseract-ocr API. MIT
• DeepSpeech (🥉24 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• tabulator-py (🥉24 · ⭐ 210 · 📉) - Python library for reading and writing tabular data via streams. MIT
• pyvips (🥉22 · ⭐ 320 · 📉) - python binding for libvips using cffi. MIT
• combo (🥉21 · ⭐ 500 · 📉) - (AAAI' 20) A Python Toolbox for Machine Learning Model.. BSD-2 xgboost
• DALI (🥉17 · ⭐ 3.3K · 📉) - A GPU-accelerated library containing highly optimized building.. Apache-2