Update: 2022.04.14

📈 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.

• Recommenders (🥇35 · ⭐ 13K · 📈) - Best Practices on Recommendation Systems. MIT
• Bottleneck (🥈34 · ⭐ 730 · 📈) - Fast NumPy array functions written in C. BSD-2
• accelerate (🥇32 · ⭐ 2.3K · 📈) - A simple way to train and use PyTorch models with.. Apache-2
• SciSpacy (🥈30 · ⭐ 1.1K · 📈) - A full spaCy pipeline and models for scientific/biomedical.. Apache-2
• kmodes (🥈30 · ⭐ 1K · 📈) - Python implementations of the k-modes and k-prototypes clustering.. MIT
• minisom (🥉27 · ⭐ 1K · 📈) - MiniSom is a minimalistic implementation of the Self Organizing.. ❗️CC-BY-3.0
• BioPandas (🥉23 · ⭐ 440 · 📈) - Working with molecular structures in pandas DataFrames. BSD-3
• equinox (🥇23 · ⭐ 360 · 📈) - Callable PyTrees and filtered JIT/grad transformations =.. Apache-2
• featurewiz (🥉23 · ⭐ 210 · 📈) - Use advanced feature engineering strategies and select best.. Apache-2
• textflint (🥉18 · ⭐ 550 · 📈) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️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.

• Graphviz (🥈35 · ⭐ 1.2K · 📉) - Simple Python interface for Graphviz. MIT
• Albumentations (🥈33 · ⭐ 10K · 📉) - Fast image augmentation library and an easy-to-use.. MIT
• featuretools (🥈32 · ⭐ 6.1K · 📉) - An open source python library for automated feature.. BSD-3
• textacy (🥈28 · ⭐ 1.9K · 📉) - NLP, before and after spaCy. Apache-2
• Pillow-SIMD (🥉27 · ⭐ 1.8K · 📉) - The friendly PIL fork. ❗️PIL
• MMLSpark (🥉23 · ⭐ 3.3K · 📉) - Simple and Distributed Machine Learning. MIT
• SKLL (🥉22 · ⭐ 530 · 📉) - SciKit-Learn Laboratory (SKLL) makes it easy to run.. ❗️BSD-1-Clause
• Node2Vec (🥉20 · ⭐ 890 · 📉) - Implementation of the node2vec algorithm. MIT
• ecco (🥉19 · ⭐ 1.4K · 📉) - Explain, analyze, and visualize NLP language models. Ecco creates.. BSD-3
• Maze (🥉13 · ⭐ 200 · 📉) - Maze Applied Reinforcement Learning Framework. ❗️Custom

Update: 2022.02.17

📈 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.

• SymPy (🥇45 · ⭐ 8.9K · 📈) - A computer algebra system written in pure Python. BSD-3
• Bokeh (🥇44 · ⭐ 16K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3
• jax (🥈41 · ⭐ 16K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• rq (🥇39 · ⭐ 8.1K · 📈) - Simple job queues for Python. BSD-3
• PyFlink (🥈37 · ⭐ 18K · 📈) - Apache Flink Python API. Apache-2
• tensorflow-hub (🥈35 · ⭐ 3K · 📈) - A library for transfer learning by reusing parts of.. Apache-2
• DeepSpeech (🥇34 · ⭐ 19K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• HyperTools (🥉28 · ⭐ 1.7K · 📈) - A Python toolbox for gaining geometric insights into high-.. MIT
• gokart (🥉23 · ⭐ 240 · 📈) - Gokart solves reproducibility, task dependencies, constraints of good.. MIT
• Norfair (🥉22 · ⭐ 1.3K · 📈) - Lightweight Python library for adding real-time object tracking to.. 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.

• Matplotlib (🥇48 · ⭐ 15K · 📉) - matplotlib: plotting with Python. Python-2.0
• h5py (🥇39 · ⭐ 1.7K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• dlib (🥈38 · ⭐ 11K · 📉) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
• joblib (🥇38 · ⭐ 2.7K · 📉) - Computing with Python functions. BSD-3
• PyCaret (🥇36 · ⭐ 5.1K · 📉) - An open-source, low-code machine learning library in Python. MIT
• TF Addons (🥇36 · ⭐ 1.4K · 📉) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2
• horovod (🥇35 · ⭐ 12K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
• stanza (🥈31 · ⭐ 6K · 📉) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
• Perspective (🥈31 · ⭐ 4.2K · 📉) - A data visualization and analytics component,.. Apache-2
• cartopy (🥈31 · ⭐ 990 · 📉) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0

➕ Added Projects

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

• Towhee (🥉22 · ⭐ 230 · ➕) - An easy-to-use platform for running machine learning pipelines in.. Apache-2

Update: 2022.02.10

📈 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.

• MMDetection (🥇37 · ⭐ 18K · 📈) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
• DeepSpeech (🥇33 · ⭐ 19K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• Recommenders (🥇32 · ⭐ 12K · 📈) - Best Practices on Recommendation Systems. MIT
• Ludwig (🥉32 · ⭐ 8.1K · 📈) - Data-centric declarative deep learning framework. Apache-2
• River (🥈30 · ⭐ 3.2K · 📈) - Online machine learning in Python. BSD-3
• Haiku (🥉29 · ⭐ 1.7K · 📈) - JAX-based neural network library. Apache-2
• Talos (🥈26 · ⭐ 1.5K · 📈) - Hyperparameter Optimization for TensorFlow, Keras and PyTorch. MIT
• torchsde (🥉21 · ⭐ 910 · 💤) - Differentiable SDE solvers with GPU support and efficient.. Apache-2
• TF Compression (🥉21 · ⭐ 580 · 📈) - Data compression in TensorFlow. Apache-2
• Torch-Struct (🥉18 · ⭐ 1K · 📈) - Fast, general, and tested differentiable structured.. 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.

• tensor2tensor (🥈33 · ⭐ 12K · 📉) - Library of deep learning models and datasets designed.. Apache-2
• carla (🥈31 · ⭐ 7.2K · 📉) - Open-source simulator for autonomous driving research. MIT
• category_encoders (🥈31 · ⭐ 1.8K · 📉) - A library of sklearn compatible categorical variable.. BSD-3
• snowballstemmer (🥈30 · ⭐ 540 · 📉) - Snowball compiler and stemming algorithms. BSD-3
• BentoML (🥈27 · ⭐ 3.2K · 📉) - The Unified Model Serving Framework. Apache-2
• TensorForce (🥉27 · ⭐ 3.1K · 📉) - Tensorforce: a TensorFlow library for applied.. Apache-2
• FATE (🥉25 · ⭐ 3.9K · 📉) - An Industrial Grade Federated Learning Framework. Apache-2
• fastNLP (🥉25 · ⭐ 2.5K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
• Elephas (🥉25 · ⭐ 1.5K · 📉) - Distributed Deep learning with Keras & Spark. MIT keras
• openTSNE (🥉24 · ⭐ 940 · 📉) - Extensible, parallel implementations of t-SNE. BSD-3

➕ Added Projects

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

• triton (🥈28 · ⭐ 3.5K · ➕) - Development repository for the Triton language and compiler. MIT
• adapter-transformers (🥈28 · ⭐ 660 · ➕) - Huggingface Transformers + Adapters =. Apache-2 huggingface
• pandera (🥉27 · ⭐ 1K · ➕) - A light-weight, flexible, and expressive data validation library.. MIT
• SynapseML (🥉26 · ⭐ 3.1K · ➕) - Simple and Distributed Machine Learning. MIT
• icevision (🥉25 · ⭐ 580 · ➕) - An Agnostic Computer Vision Framework - Pluggable to any.. Apache-2
• sahi (🥉24 · ⭐ 540 · ➕) - A lightweight vision library for performing large scale object detection/.. MIT
• rubrix (🥉23 · ⭐ 840 · ➕) - Python framework for data-centric NLP. Apache-2
• docarray (🥉23 · ⭐ 520 · 🐣) - The data structure for unstructured data. Apache-2
• MONAILabel (🥉23 · ⭐ 200 · ➕) - MONAI Label is an intelligent open source image labeling and.. Apache-2
• whoosh (🥉23 · ⭐ 190 · ➕) - Pure-Python full-text search library. ❗️BSD-1-Clause
• happy-transformer (🥉22 · ⭐ 260 · ➕) - A package built on top of Hugging Faces transformers.. Apache-2 huggingface
• OpenPrompt (🥉21 · ⭐ 1.1K · 🐣) - An Open-Source Framework for Prompt-Learning. Apache-2
• detoxify (🥉21 · ⭐ 380 · ➕) - Trained models & code to predict toxic comments on all 3 Jigsaw.. Apache-2
• TimeSide (🥉21 · ⭐ 310 · 💤) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0
• qdrant (🥉20 · ⭐ 1.1K · ➕) - Qdrant - vector similarity search engine with extended filtering.. Apache-2
• jraph (🥉20 · ⭐ 820 · ➕) - A Graph Neural Network Library in Jax. Apache-2
• kompute (🥉20 · ⭐ 750 · ➕) - General purpose GPU compute framework built on Vulkan to support.. Apache-2
• deepsnap (🥉20 · ⭐ 390 · ➕) - Python library assists deep learning on graphs. MIT
• SerpentAI (🥉19 · ⭐ 6.2K · 💀) - Game Agent Framework. Helping you create AIs / Bots that learn to.. MIT
• chitra (🥉19 · ⭐ 180 · ➕) - A multi-functional library for full-stack Deep Learning... Apache-2
• prettymaps (🥉18 · ...

Update: 2022.01.13

📈 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.

• joblib (🥇37 · ⭐ 2.6K · 📈) - Computing with Python functions. BSD-3
• imageio (🥇37 · ⭐ 980 · 📈) - Python library for reading and writing image data. BSD-2
• PyCaret (🥇36 · ⭐ 4.8K · 📈) - An open-source, low-code machine learning library in Python. MIT
• Great Expectations (🥈35 · ⭐ 5.9K · 📈) - Always know what to expect from your data. Apache-2
• Faiss (🥇34 · ⭐ 16K · 📈) - A library for efficient similarity search and clustering of dense vectors. MIT
• EasyOCR (🥇33 · ⭐ 14K · 📈) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
• auto-sklearn (🥇33 · ⭐ 6K · 📈) - Automated Machine Learning with scikit-learn. BSD-3
• sentencepiece (🥈33 · ⭐ 5.6K · 📈) - Unsupervised text tokenizer for Neural Network-based.. Apache-2
• OpenNMT (🥈33 · ⭐ 5.4K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT
• Objax (🥉22 · ⭐ 670 · 📈) - Objax is a machine learning framework that provides an Object.. Apache-2 jax

📉 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 (🥇44 · ⭐ 25K · 📉) - Platform to programmatically author, schedule, and monitor.. Apache-2
• Rasa (🥇39 · ⭐ 13K · 📉) - Open source machine learning framework to automate text- and.. Apache-2
• dbt (🥈36 · ⭐ 4K · 📉) - dbt enables data analysts and engineers to transform their data using.. Apache-2
• tensorflow-hub (🥈34 · ⭐ 3K · 📉) - A library for transfer learning by reusing parts of.. Apache-2
• category_encoders (🥈33 · ⭐ 1.8K · 📉) - A library of sklearn compatible categorical variable.. BSD-3
• torchaudio (🥇32 · ⭐ 1.5K · 📉) - Data manipulation and transformation for audio signal.. BSD-2
• snowballstemmer (🥈32 · ⭐ 540 · 📉) - Snowball compiler and stemming algorithms. BSD-3
• Bottleneck (🥈31 · ⭐ 690 · 💤) - Fast NumPy array functions written in C. BSD-2
• flupy (🥉17 · ⭐ 170 · 📉) - Fluent data pipelines for python and your shell. MIT
• Torch Points 3D (🥉13 · ⭐ 1 · 📉) - Pytorch framework for doing deep learning on point.. BSD-3

Update: 2022.01.09

📈 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.

• Tensorflow (🥇55 · ⭐ 160K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2
• numpy (🥇50 · ⭐ 19K · 📈) - The fundamental package for scientific computing with Python. BSD-3
• scikit-learn (🥇49 · ⭐ 48K · 📈) - scikit-learn: machine learning in Python. BSD-3
• Matplotlib (🥇49 · ⭐ 15K · 📈) - matplotlib: plotting with Python. Python-2.0
• scipy (🥇49 · ⭐ 9.1K · 📈) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
• Airflow (🥇45 · ⭐ 25K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
• Keras (🥇44 · ⭐ 54K · 📈) - Deep Learning for humans. Apache-2
• StatsModels (🥇44 · ⭐ 7K · 📈) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
• jax (🥈41 · ⭐ 16K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• Rasa (🥇40 · ⭐ 13K · 📈) - Open source machine learning framework to automate text- 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.

• Mesh (🥉26 · ⭐ 1.2K · 📉) - Mesh TensorFlow: Model Parallelism Made Easier. Apache-2
• iterative-stratification (🥉21 · ⭐ 620 · 📉) - scikit-learn cross validators for iterative.. BSD-3
• skift (🥉17 · ⭐ 220 · 📉) - scikit-learn wrappers for Python fastText. MIT
• interpret-text (🥉15 · ⭐ 290 · 📉) - A library that incorporates state-of-the-art explainers.. MIT
• atspy (🥉14 · ⭐ 400 · 📉) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
• Hypermax (🥉12 · ⭐ 99 · 💀) - Better, faster hyper-parameter optimization. BSD-3
• deltapy (🥉11 · ⭐ 400 · 📉) - DeltaPy - Tabular Data Augmentation (by @firmai). MIT
• autodist (🥉11 · ⭐ 110 · 💤) - Simple Distributed Deep Learning on TensorFlow. Apache-2
• PandaPy (🥉10 · ⭐ 490 · 📉) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
• spacy-dbpedia-spotlight (🥉10 · ⭐ 48 · 💤) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

Update: 2022.01.06

📈 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.

• Chainer (🥈32 · ⭐ 5.7K · 📈) - A flexible framework of neural networks for deep learning. MIT
• OpenNMT (🥈29 · ⭐ 5.4K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT
• plotnine (🥈28 · ⭐ 2.9K · 📈) - A grammar of graphics for Python. ❗️GPL-2.0
• keras-rl (🥈26 · ⭐ 5.2K · 💀) - Deep Reinforcement Learning for Keras. MIT
• vaderSentiment (🥈26 · ⭐ 3.3K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
• pgmpy (🥈26 · ⭐ 2K · 📈) - Python Library for learning (Structure and Parameter), inference.. MIT
• efficientnet (🥉25 · ⭐ 1.9K · 📈) - Implementation of EfficientNet model. Keras and.. Apache-2
• checklist (🥈24 · ⭐ 1.6K · 📈) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
• streamparse (🥉24 · ⭐ 1.4K · 💀) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
• Node2Vec (🥈24 · ⭐ 830 · 📈) - Implementation of the node2vec algorithm. 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.

• scipy (🥇38 · ⭐ 9K · 📉) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
• Matplotlib (🥇37 · ⭐ 15K · 📉) - matplotlib: plotting with Python. Python-2.0
• rq (🥇33 · ⭐ 8.1K · 📉) - Simple job queues for Python. BSD-3
• geopy (🥇31 · ⭐ 3.5K · 📉) - Geocoding library for Python. MIT
• CleverHans (🥇26 · ⭐ 5.4K · 📉) - An adversarial example library for constructing attacks,.. MIT
• sklearn-pandas (🥉26 · ⭐ 2.5K · 💤) - Pandas integration with sklearn. ❗️Zlib
• hmmlearn (🥈26 · ⭐ 2.4K · 📉) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
• BigDL (🥉24 · ⭐ 3.8K · 📉) - Building Large-Scale AI Applications for Distributed Big Data. Apache-2
• DeepSpeech (🥉23 · ⭐ 18K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• Sweetviz (🥉19 · ⭐ 1.9K · 📉) - Visualize and compare datasets, target values and associations, with.. MIT

Update: 2021.12.30

📈 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
• joblib (🥇36 · ⭐ 2.6K · 📈) - Computing with Python functions. BSD-3
• Altair (🥇34 · ⭐ 7.2K · 📈) - Declarative statistical visualization library for Python. BSD-3
• PyQtGraph (🥈31 · ⭐ 2.7K · 📈) - Fast data visualization and GUI tools for scientific / engineering.. MIT
• DeepSpeech (🥇30 · ⭐ 19K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• tinytag (🥈25 · ⭐ 500 · 📈) - Read audio and music meta data and duration of MP3, OGG, OPUS, MP4,.. MIT
• dbnd (🥉24 · ⭐ 210 · 📈) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
• Labml (🥉23 · ⭐ 920 · 📈) - Monitor deep learning model training and hardware usage from your mobile.. MIT
• fast-bert (🥉20 · ⭐ 1.7K · 📈) - Super easy library for BERT based NLP models. Apache-2
• riko (🥉20 · ⭐ 1.6K · 📈) - A Python stream processing engine modeled after Yahoo! Pipes. 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.

• GeoPandas (🥈30 · ⭐ 2.9K · 📉) - Python tools for geographic data. BSD-3
• DVC (🥈27 · ⭐ 9K · 📉) - Data Version Control | Git for Data & Models | ML Experiments Management. Apache-2
• ParlAI (🥈26 · ⭐ 8.5K · 📉) - A framework for training and evaluating AI models on a variety of.. MIT
• Flax (🥉26 · ⭐ 2.5K · 📉) - Flax is a neural network library for JAX that is designed for.. Apache-2 jax
• cartopy (🥉25 · ⭐ 980 · 📉) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
• polars (🥉24 · ⭐ 4K · 📉) - Fast multi-threaded DataFrame library in Rust and Python. MIT
• BentoML (🥈24 · ⭐ 3.1K · 📉) - Model Serving Made Easy. Apache-2
• mljar-supervised (🥈24 · ⭐ 1.7K · 📉) - Python package for AutoML on Tabular Data with Feature.. MIT
• fastFM (🥉21 · ⭐ 960 · 💤) - fastFM: A Library for Factorization Machines. BSD-3
• MXBoard (🥉20 · ⭐ 330 · 💀) - Logging MXNet data for visualization in TensorBoard. Apache-2

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