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
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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

Update: 2021.05.13

📈 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.

• jax (🥈34 · ⭐ 13K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• tensor2tensor (🥇33 · ⭐ 11K · 📈) - Library of deep learning models and datasets designed.. Apache-2
• fastText (🥇31 · ⭐ 23K · 💤) - Library for fast text representation and classification. MIT
• DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• flair (🥇31 · ⭐ 10K · 📈) - A very simple framework for state-of-the-art Natural Language.. MIT
• Dopamine (🥇30 · ⭐ 9.4K · 📈) - Dopamine is a research framework for fast prototyping of.. Apache-2
• TextDistance (🥉25 · ⭐ 2K · 📈) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
• TensorTrade (🥈24 · ⭐ 3.2K · 📈) - An open source reinforcement learning framework for.. Apache-2
• NiftyNet (🥉22 · ⭐ 1.3K · 💀) - [unmaintained] An open-source convolutional neural.. Apache-2
• Explainability 360 (🥈22 · ⭐ 830 · 📈) - Interpretability and explainability of data and.. 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.

• Core ML Tools (🥈24 · ⭐ 2.2K · 📉) - Core ML tools contain supporting tools for Core ML model.. BSD-3
• pyclustering (🥈24 · ⭐ 830 · 📉) - pyclustring is a Python, C++ data mining library. BSD-3
• fastNLP (🥉23 · ⭐ 2.1K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
• TabPy (🥉23 · ⭐ 1.1K · 📉) - Execute Python code on the fly and display results in Tableau.. MIT
• Satpy (🥉21 · ⭐ 700 · 📉) - Python package for earth-observing satellite data processing. ❗️GPL-3.0
• lore (🥉20 · ⭐ 1.5K · 💤) - Lore makes machine learning approachable for Software Engineers and.. MIT
• fairlearn (🥉20 · ⭐ 790 · 📉) - A Python package to assess and improve fairness of machine.. MIT
• fletcher (🥉19 · ⭐ 210 · 📉) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
• sklearn-porter (🥉16 · ⭐ 1K · 💀) - Transpile trained scikit-learn estimators to C, Java,.. MIT
• AlphaPy (🥉15 · ⭐ 590 · 📉) - Automated Machine Learning [AutoML] with Python, scikit-learn,.. Apache-2

➕ Added Projects

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

• nnAudio (🥉20 · ⭐ 460 · ➕) - Audio processing by using pytorch 1D convolution network. MIT
• opyrator (🥉17 · ⭐ 2.1K · 🐣) - Turns your machine learning code into microservices with web API,.. MIT

Update: 2021.04.29

📈 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.

• Tensorflow (🥇44 · ⭐ 160K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2
• OpenAI Gym (🥇36 · ⭐ 24K · 📈) - A toolkit for developing and comparing reinforcement learning.. MIT
• Arrow (🥇36 · ⭐ 7.8K · 📈) - Apache Arrow is a cross-language development platform for in-.. Apache-2
• pydeck (🥇34 · ⭐ 8.6K · 📈) - WebGL2 powered geospatial visualization layers. MIT
• Optuna (🥇32 · ⭐ 4.5K · 📈) - A hyperparameter optimization framework. MIT
• dask.distributed (🥇32 · ⭐ 1.2K · 📈) - A distributed task scheduler for Dask. BSD-3
• fastText (🥈30 · ⭐ 23K · 💤) - Library for fast text representation and classification. MIT
• tensorboardX (🥈30 · ⭐ 6.9K · 📈) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
• EasyOCR (🥇29 · ⭐ 11K · 📈) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
• XAI (🥉19 · ⭐ 620 · 📈) - XAI - An eXplainability toolbox for machine learning. 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.

• PyFlink (🥈33 · ⭐ 16K · 📉) - Apache Flink Python API. Apache-2
• flair (🥈30 · ⭐ 10K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
• bqplot (🥈28 · ⭐ 3.1K · 📉) - Plotting library for IPython/Jupyter notebooks. Apache-2
• DeepSpeech (🥈26 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• VisPy (🥉26 · ⭐ 2.6K · 📉) - High-performance interactive 2D/3D data visualization library. BSD-3
• Turi Create (🥉25 · ⭐ 10K · 📉) - Turi Create simplifies the development of custom machine.. BSD-3
• TensorFlow I/O (🥉24 · ⭐ 450 · 📉) - Dataset, streaming, and file system extensions.. Apache-2
• TextDistance (🥉22 · ⭐ 2K · 📉) - Compute distance between sequences. 30+ algorithms, pure python.. MIT
• MONAI (🥉20 · ⭐ 1.9K · 📉) - AI Toolkit for Healthcare Imaging. Apache-2
• fast-bert (🥉20 · ⭐ 1.6K · 📉) - Super easy library for BERT based NLP models. Apache-2

Update: 2021.04.22

📈 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.

• dash (🥇35 · ⭐ 14K · 📈) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT
• nltk (🥇35 · ⭐ 9.8K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
• DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• UMAP (🥈31 · ⭐ 4.7K · 📈) - Uniform Manifold Approximation and Projection. BSD-3
• MoviePy (🥈30 · ⭐ 7.5K · 📈) - Video editing with Python. MIT
• pandas-profiling (🥈30 · ⭐ 7.2K · 📈) - Create HTML profiling reports from pandas DataFrame.. MIT
• Sonnet (🥈29 · ⭐ 8.8K · 📈) - TensorFlow-based neural network library. Apache-2
• ftfy (🥈29 · ⭐ 2.9K · 📈) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
• Hyperas (🥈25 · ⭐ 2.1K · 📈) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT
• PaddleDetection (🥉20 · ⭐ 2.5K · 📈) - Object detection and instance segmentation toolkit.. 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
• Arrow (🥈35 · ⭐ 7.8K · 📉) - Apache Arrow is a cross-language development platform for in-.. Apache-2
• Ray (🥇32 · ⭐ 16K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2
• Keras (🥈29 · ⭐ 51K · 📉) - Deep Learning for humans. MIT
• PyText (🥉25 · ⭐ 6.2K · 📉) - A natural language modeling framework based on PyTorch. BSD-3
• Hail (🥈24 · ⭐ 720 · 📉) - Scalable genomic data analysis. MIT
• mmdnn (🥈23 · ⭐ 5.3K · 💤) - MMdnn is a set of tools to help users inter-operate among different deep.. MIT
• metric-learn (🥉23 · ⭐ 1.1K · 📉) - Metric learning algorithms in Python. MIT
• messytables (🥉23 · ⭐ 360 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
• SciSpacy (🥉22 · ⭐ 890 · 📉) - A full spaCy pipeline and models for scientific/biomedical.. Apache-2

Update: 2021.04.15

📈 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.

• scipy (🥇42 · ⭐ 8.1K · 📈) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
• PyTorch (🥇41 · ⭐ 48K · 📈) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
• XGBoost (🥇37 · ⭐ 21K · 📈) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT.. Apache-2
• LightGBM (🥇36 · ⭐ 12K · 📈) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT
• PyFlink (🥈34 · ⭐ 16K · 📈) - Apache Flink Python API. Apache-2
• scikit-image (🥇34 · ⭐ 4.3K · 📈) - Image processing in Python. BSD-2
• TensorFlow Datasets (🥇34 · ⭐ 2.8K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2
• imgaug (🥇32 · ⭐ 11K · 💤) - Image augmentation for machine learning experiments. MIT
• EfficientNet-PyTorch (🥇27 · ⭐ 5.8K · 📈) - A PyTorch implementation of EfficientNet and.. Apache-2
• T5 (🥉25 · ⭐ 3.3K · 📈) - Code for the paper Exploring the Limits of Transfer Learning with.. 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 (🥇35 · ⭐ 8K · 📉) - A computer algebra system written in pure Python. BSD-3
• ipyparallel (🥈26 · ⭐ 1.9K · 📉) - Interactive Parallel Computing in Python. BSD-3
• MMLSpark (🥉22 · ⭐ 2.3K · 📉) - Microsoft Machine Learning for Apache Spark. MIT
• FinTA (🥉22 · ⭐ 970 · 📉) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
• Darts (🥉21 · ⭐ 800 · 📉) - A python library for easy manipulation and forecasting of time series. Apache-2
• Prince (🥉21 · ⭐ 620 · 📉) - Python factor analysis library (PCA, CA, MCA, MFA, FAMD). MIT
• Sentinelsat (🥉21 · ⭐ 580 · 📉) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
• pivottablejs (🥉19 · ⭐ 430 · 💀) - Dragndrop Pivot Tables and Charts for Jupyter/IPython.. MIT
• TF Compression (🥉18 · ⭐ 460 · 📉) - Data compression in TensorFlow. Apache-2