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Releases: ml-tooling/best-of-ml-python

Update: 2021.04.08

08 Apr 18:44
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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.

  • pandas (🥇43 · ⭐ 29K · 📈) - Flexible and powerful data analysis / manipulation library for.. BSD-3
  • networkx (🥇35 · ⭐ 8.9K · 📈) - Network Analysis in Python. BSD-3
  • Shapely (🥇34 · ⭐ 2.2K · 📈) - Manipulation and analysis of geometric objects. BSD-3
  • Rasterio (🥈32 · ⭐ 1.5K · 📈) - Rasterio reads and writes geospatial raster datasets. BSD-3
  • opencv-python (🥇31 · ⭐ 1.9K · 📈) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
  • Stable Baselines (🥈26 · ⭐ 3.1K · 📈) - A fork of OpenAI Baselines, implementations of.. MIT
  • fancyimpute (🥈26 · ⭐ 950 · 📈) - Multivariate imputation and matrix completion.. Apache-2
  • swifter (🥉25 · ⭐ 1.6K · 📈) - A package which efficiently applies any function to a pandas.. MIT
  • pyvips (🥉24 · ⭐ 310 · 📈) - python binding for libvips using cffi. MIT
  • Orion (🥈24 · ⭐ 190 · 📈) - Asynchronous Distributed Hyperparameter Optimization. BSD-3

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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.

  • Tokenizers (🥈27 · ⭐ 4.4K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
  • DeepSpeech (🥈26 · ⭐ 17K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • T5 (🥉23 · ⭐ 3.3K · 📉) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2

Update: 2021.04.01

04 Apr 19:13
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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.

  • gensim (🥇36 · ⭐ 12K · 📈) - Topic Modelling for Humans. ❗️LGPL-2.1
  • luigi (🥇33 · ⭐ 14K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
  • detectron2 (🥈28 · ⭐ 16K · 📈) - Detectron2 is FAIR's next-generation platform for object.. Apache-2
  • ClearML (🥈26 · ⭐ 2.3K · 📈) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
  • garage (🥈24 · ⭐ 1.1K · 📈) - A toolkit for reproducible reinforcement learning research. MIT
  • fancyimpute (🥈24 · ⭐ 950 · 📈) - Multivariate imputation and matrix completion.. Apache-2
  • vit-pytorch (🥉20 · ⭐ 3.2K · 🐣) - Implementation of Vision Transformer, a simple way to.. MIT
  • ivis (🥉20 · ⭐ 220 · 📈) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
  • lightly (🥉19 · ⭐ 690 · 🐣) - A python library for self-supervised learning on images. MIT
  • Lambda Networks (🥉17 · ⭐ 1.4K · 🐣) - Implementation of LambdaNetworks, a new approach to.. 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.

  • Seaborn (🥇36 · ⭐ 8.3K · 📉) - Statistical data visualization using matplotlib. BSD-3
  • StatsModels (🥈32 · ⭐ 6.2K · 📉) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
  • xlrd (🥇32 · ⭐ 1.9K · 📉) - Please use openpyxl where you can... BSD-3
  • yfinance (🥇28 · ⭐ 4.7K · 📉) - Yahoo! Finance market data downloader (+faster Pandas.. Apache-2
  • sktime (🥈24 · ⭐ 3.8K · 📉) - A unified framework for machine learning with time series. BSD-3
  • HyperTools (🥉23 · ⭐ 1.6K · 📉) - A Python toolbox for gaining geometric insights into high-.. MIT
  • 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
  • HpBandSter (🥉19 · ⭐ 460 · 💀) - a distributed Hyperband implementation on Steroids. BSD-3
  • DeepGraph (🥉16 · ⭐ 230 · 📉) - Analyze Data with Pandas-based Networks. Documentation:. BSD-3

➕ Added Projects

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

Update: 2021.03.11

13 Mar 18:20
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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 (🥇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
  • baselines (🥇27 · ⭐ 11K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
  • 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

Update: 2021.03.04

07 Mar 12:29
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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
  • scikit-image (🥇33 · ⭐ 4.2K · 📈) - Image processing in Python. BSD-2
  • xmltodict (🥇32 · ⭐ 4.3K · 💤) - Python module that makes working with XML feel like you are.. MIT
  • fastText (🥇30 · ⭐ 22K · 💤) - Library for fast text representation and classification. MIT
  • VisPy (🥈29 · ⭐ 2.6K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3
  • metric-learn (🥈24 · ⭐ 1.1K · 💤) - Metric learning algorithms in Python. MIT
  • bt (🥈24 · ⭐ 980 · 📈) - bt - flexible backtesting for Python. MIT
  • DALEX (🥉20 · ⭐ 780 · 📈) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
  • SKLL (🥉18 · ⭐ 520 · 📈) - SciKit-Learn Laboratory (SKLL) makes it easy to run.. ❗️BSD-1-Clause
  • Hivemind (🥉17 · ⭐ 650 · 📈) - Decentralized deep learning in PyTorch. Built to train models on.. 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.

  • numpy (🥇38 · ⭐ 16K · 📉) - The fundamental package for scientific computing with Python. BSD-3
  • luigi (🥈32 · ⭐ 14K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
  • jieba (🥇30 · ⭐ 26K · 💀) - Chinese Words Segmentation Utilities. MIT
  • Annoy (🥇29 · ⭐ 8.2K · 📉) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
  • scikit-optimize (🥇29 · ⭐ 2.1K · 📉) - Sequential model-based optimization with a.. BSD-3
  • mrjob (🥈27 · ⭐ 2.5K · 📉) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
  • efficientnet (🥉23 · ⭐ 1.7K · 📉) - Implementation of EfficientNet model. Keras and.. Apache-2
  • AstroML (🥉20 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
  • Caer (🥉20 · ⭐ 440 · 📉) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
  • scikit-lego (🥉20 · ⭐ 430 · 📉) - Extra blocks for scikit-learn pipelines. MIT

Update: 2021.02.25

25 Feb 19:23
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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.

  • torchvision (🥇36 · ⭐ 8.4K · 📈) - Datasets, Transforms and Models specific to Computer.. BSD-3
  • TensorFlow Datasets (🥇32 · ⭐ 2.7K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2
  • DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • fairseq (🥇31 · ⭐ 11K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
  • Autograd (🥇30 · ⭐ 5.1K · 💀) - Efficiently computes derivatives of numpy code. MIT
  • pythreejs (🥉26 · ⭐ 700 · 📈) - A Jupyter - Three.js bridge. BSD-3
  • PyFlux (🥈23 · ⭐ 1.8K · 💀) - Open source time series library for Python. BSD-3
  • Torchbearer (🥉20 · ⭐ 580 · 📈) - torchbearer: A model fitting library for PyTorch. MIT
  • pandas-ml (🥉19 · ⭐ 270 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
  • Orbit (🥉18 · ⭐ 330 · 📈) - Bayesian forecasting with object-oriented design and probabilistic.. 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.

  • scikit-image (🥇32 · ⭐ 4.2K · 📉) - Image processing in Python. BSD-2
  • mrjob (🥈29 · ⭐ 2.5K · 📉) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
  • fastText (🥈27 · ⭐ 22K · 💤) - Library for fast text representation and classification. MIT
  • Datasette (🥈26 · ⭐ 4.7K · 📉) - An open source multi-tool for exploring and publishing data. Apache-2
  • inflect (🥈26 · ⭐ 480 · 📉) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
  • featuretools (🥈25 · ⭐ 5.4K · 📉) - An open source python library for automated feature.. BSD-3
  • tabulator-py (🥉25 · ⭐ 200 · 📉) - Python library for reading and writing tabular data via streams. MIT
  • arch (🥉23 · ⭐ 650 · 📉) - ARCH models in Python. ❗️NCSA
  • TensorWatch (🥉22 · ⭐ 3K · 📉) - Debugging, monitoring and visualization for Python Machine.. MIT
  • AstroML (🥉22 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

Update: 2021.02.18

18 Feb 16:40
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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.

  • Seaborn (🥇37 · ⭐ 8.1K · 📈) - Statistical data visualization using matplotlib. BSD-3
  • imbalanced-learn (🥇31 · ⭐ 5K · 📈) - A Python Package to Tackle the Curse of Imbalanced.. MIT
  • arch (🥈25 · ⭐ 640 · 📈) - ARCH models in Python. ❗️NCSA
  • 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
  • mlflow (🥇32 · ⭐ 8.4K · 📉) - Open source platform for the machine learning lifecycle. Apache-2
  • tensor2tensor (🥇31 · ⭐ 11K · 📉) - Library of deep learning models and datasets designed.. Apache-2
  • horovod (🥈29 · ⭐ 11K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
  • 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

Update: 2021.02.04

05 Feb 15:42
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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

Update: 2021.01.28

28 Jan 16:44
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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.

  • AllenNLP (🥇32 · ⭐ 9.6K · 📈) - An open-source NLP research library, built on PyTorch. Apache-2
  • GeoPandas (🥈31 · ⭐ 2.4K · 📈) - Python tools for geographic data. BSD-3
  • snowballstemmer (🥇30 · ⭐ 470 · 📈) - Snowball compiler and stemming algorithms. BSD-3
  • dbt (🥈29 · ⭐ 2.4K · 📈) - dbt (data build tool) enables data analysts and engineers to.. Apache-2
  • Pyro (🥈28 · ⭐ 6.7K · 📈) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
  • faust (🥈28 · ⭐ 5.2K · 📈) - Python Stream Processing. BSD-3
  • stanza (🥈28 · ⭐ 5.1K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
  • CleverHans (🥇27 · ⭐ 4.9K · 📈) - An adversarial example library for constructing attacks,.. MIT
  • contextual-ai (🥉15 · ⭐ 66 · 📈) - Contextual AI adds explainability to different stages of.. Apache-2
  • ONNX-T5 (🥉13 · ⭐ 140 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

➕ Added Projects

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

  • D-Tale (🥉21 · ⭐ 2K · ➕) - Visualizer for pandas data structures. ❗️LGPL-2.1
  • CausalNex (🥉19 · ⭐ 950 · ➕) - A Python library that helps data scientists to infer.. Apache-2
  • Mozart (🥉10 · ⭐ 220 · 🐣) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

Update: 2021.01.21

21 Jan 18:23
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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.

  • Tesseract (🥇30 · ⭐ 3.4K · 📈) - Python-tesseract is an optical character recognition (OCR).. Apache-2
  • SageMaker SDK (🥇30 · ⭐ 1.3K · 📈) - A library for training and deploying machine learning.. Apache-2
  • Bottleneck (🥈29 · ⭐ 570 · 📈) - Fast NumPy array functions written in C. BSD-2
  • OpenNMT (🥈28 · ⭐ 4.8K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT
  • dyNET (🥉28 · ⭐ 3.2K · 📈) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
  • tslearn (🥇28 · ⭐ 1.4K · 📈) - A machine learning toolkit dedicated to time-series data. BSD-2
  • PDFMiner (🥉27 · ⭐ 4.5K · 💤) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
  • ftfy (🥈26 · ⭐ 2.9K · 📈) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
  • Pythran (🥈26 · ⭐ 1.5K · 📈) - Ahead of Time compiler for numeric kernels. BSD-3
  • Larq Compute Engine (🥉17 · ⭐ 120 · 📈) - Highly optimized inference engine for Binarized.. 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.

  • scikit-optimize (🥇30 · ⭐ 2K · 📉) - Sequential model-based optimization with a.. BSD-3
  • TPOT (🥇29 · ⭐ 7.8K · 📉) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
  • featuretools (🥈27 · ⭐ 5.3K · 📉) - An open source python library for automated feature.. BSD-3
  • pyLDAvis (🥇27 · ⭐ 1.4K · 📉) - Python library for interactive topic model visualization... BSD-3
  • espnet (🥉24 · ⭐ 3.3K · 📉) - End-to-End Speech Processing Toolkit. Apache-2
  • Essentia (🥉22 · ⭐ 1.7K · 📉) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
  • GPUtil (🥈22 · ⭐ 660 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
  • hiddenlayer (🥉19 · ⭐ 1.4K · 💤) - Neural network graphs and training metrics for.. MIT
  • finetune (🥉19 · ⭐ 630 · 📉) - Scikit-learn style model finetuning for NLP. MPL-2.0
  • scikit-rebate (🥉19 · ⭐ 300 · 📉) - A scikit-learn-compatible Python implementation of.. MIT

➕ Added Projects

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

  • PyFlink (🥈33 · ⭐ 15K · ➕) - Apache Flink Python API. Apache-2
  • pydeck (🥇33 · ⭐ 8.3K · ➕) - WebGL2 powered geospatial visualization layers. MIT
  • openpyxl (🥉22 · ⭐ 17 · ➕) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
  • Objax (🥉18 · ⭐ 550 · 🐣) - Objax is a machine learning framework that provides an Object.. Apache-2 jax
  • Vulkan Kompute (🥉16 · ⭐ 290 · 🐣) - General purpose GPU compute framework for cross vendor.. Apache-2
  • pyRDF2Vec (🥉15 · ⭐ 79 · ➕) - Python Implementation and Extension of RDF2Vec. MIT

Update: 2021.01.17

17 Jan 15:22
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📈 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.

  • Pillow (🥇39 · ⭐ 8.1K · 📈) - The friendly PIL fork (Python Imaging Library). ❗️PIL
  • python-magic (🥈31 · ⭐ 1.8K · 📈) - A python wrapper for libmagic. MIT
  • fastText (🥇30 · ⭐ 22K · 📈) - Library for fast text representation and classification. MIT
  • PyOD (🥇29 · ⭐ 4K · 📈) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2
  • Tokenizers (🥈28 · ⭐ 4.2K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
  • imutils (🥈28 · ⭐ 3.5K · 📈) - A series of convenience functions to make basic image processing.. MIT
  • arviz (🥇28 · ⭐ 930 · 📈) - Exploratory analysis of Bayesian models with Python. Apache-2
  • Dagster (🥈27 · ⭐ 2.8K · 📈) - A data orchestrator for machine learning, analytics, and ETL. Apache-2
  • Jina (🥈27 · ⭐ 1.9K · 📈) - An easier way to build neural search in the cloud. Apache-2
  • zarr (🥉27 · ⭐ 620 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. 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.

  • Tesseract (🥇29 · ⭐ 3.4K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2
  • SageMaker SDK (🥈29 · ⭐ 1.3K · 📉) - A library for training and deploying machine learning.. Apache-2
  • Flax (🥉27 · ⭐ 1.4K · 📉) - Flax is a neural network ecosystem for JAX that is designed for.. Apache-2 jax
  • Dopamine (🥈26 · ⭐ 9.3K · 📉) - Dopamine is a research framework for fast prototyping of.. Apache-2
  • Ludwig (🥉25 · ⭐ 7.4K · 📉) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2
  • Captum (🥈25 · ⭐ 2.1K · 📉) - Model interpretability and understanding for PyTorch. BSD-3
  • Stable Baselines (🥈24 · ⭐ 2.8K · 📉) - A fork of OpenAI Baselines, implementations of.. MIT
  • Singer (🥉23 · ⭐ 670 · 📉) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
  • neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2

➕ Added Projects

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

  • sentence-transformers (🥈28 · ⭐ 3.9K · ➕) - Multilingual Sentence Embeddings using BERT / RoBERTa.. Apache-2 bert xlnet
  • Gradio (🥉23 · ⭐ 1.9K · ➕) - Wrap UIs around any model, share with anyone. Apache-2
  • Cornac (🥈22 · ⭐ 300 · ➕) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
  • Caer (🥉21 · ⭐ 310 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
  • FiftyOne (🥉18 · ⭐ 180 · ➕) - Visualize, create, and debug image and video datasets.. Apache-2
  • celer (🥉17 · ⭐ 100 · ➕) - Fast sklearn solvers for sparse problems (group Lasso, adaptive.. BSD-3
  • imodels (🥉16 · ⭐ 140 · ➕) - Interpretable ML package for concise, transparent, and accurate.. MIT