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

Update: 2022.10.13

14 Oct 10:48
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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.

  • Tensorflow (🥇55 · ⭐ 170K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • folium (🥇38 · ⭐ 5.9K · 📈) - Python Data. Leaflet.js Maps. MIT
  • spark-nlp (🥇38 · ⭐ 3K · 📈) - State of the Art Natural Language Processing. Apache-2
  • DeepSpeech (🥇35 · ⭐ 20K · 💤) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • patsy (🥈31 · ⭐ 860 · 📈) - Describing statistical models in Python using symbolic formulas. BSD-2
  • ftfy (🥈29 · ⭐ 3.3K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
  • python-soundfile (🥈29 · ⭐ 480 · 📈) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
  • PyFlux (🥉25 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
  • scikit-opt (🥉24 · ⭐ 3.6K · 📈) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
  • tsflex (🥉18 · ⭐ 180 · 📈) - Flexible time series feature extraction & processing. MIT

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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.

  • pytorch-lightning (🥈39 · ⭐ 20K · 📉) - Build and train PyTorch models and connect them to.. Apache-2
  • Rasa (🥇38 · ⭐ 15K · 📉) - Open source machine learning framework to automate text- and.. Apache-2
  • yfinance (🥇36 · ⭐ 7.8K · 📉) - Download market data from Yahoo! Finances API. Apache-2
  • pyproj (🥈36 · ⭐ 800 · 📉) - Python interface to PROJ (cartographic projections and coordinate.. MIT
  • glfw (🥈35 · ⭐ 9.7K · 📉) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and.. ❗️Zlib
  • TF-Agents (🥇34 · ⭐ 2.4K · 📉) - TF-Agents: A reliable, scalable and easy to use.. Apache-2
  • Gradio (🥇33 · ⭐ 10K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
  • Pyro (🥇33 · ⭐ 7.6K · 📉) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
  • pysc2 (🥈28 · ⭐ 7.6K · 📉) - StarCraft II Learning Environment. Apache-2
  • model-card-toolkit (🥉16 · ⭐ 310 · 📉) - a tool that leverages rich metadata and lineage.. Apache-2

Update: 2022.10.06

06 Oct 16:56
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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.

  • CuPy (🥇38 · ⭐ 6.4K · 📈) - NumPy & SciPy for GPU. MIT
  • NNI (🥇36 · ⭐ 12K · 📈) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
  • Captum (🥈30 · ⭐ 3.5K · 📈) - Model interpretability and understanding for PyTorch. BSD-3
  • CleverHans (🥈29 · ⭐ 5.6K · 💀) - An adversarial example library for constructing attacks,.. MIT
  • RecBole (🥈28 · ⭐ 2.1K · 📈) - A unified, comprehensive and efficient recommendation library. MIT
  • Explainability 360 (🥈27 · ⭐ 1.2K · 📈) - Interpretability and explainability of data and.. Apache-2
  • AmpliGraph (🥈24 · ⭐ 1.8K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
  • NeuralForecast (🥉22 · ⭐ 890 · 📈) - Scalable and user friendly neural forecasting algorithms.. Apache-2
  • Dragonfly (🥉21 · ⭐ 700 · 📈) - An open source python library for scalable Bayesian optimisation. MIT
  • spacy-dbpedia-spotlight (🥉16 · ⭐ 76 · 📈) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

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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.

  • Altair (🥈37 · ⭐ 7.8K · 📉) - Declarative statistical visualization library for Python. BSD-3
  • Tensorflow (🥈35 · ⭐ 170K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • einops (🥉31 · ⭐ 5.7K · 📉) - Deep learning operations reinvented (for pytorch, tensorflow, jax and.. MIT
  • Foolbox (🥈28 · ⭐ 2.3K · 📉) - A Python toolbox to create adversarial examples that fool neural.. MIT
  • ftfy (🥈27 · ⭐ 3.3K · 💤) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
  • sahi (🥈27 · ⭐ 2K · 📉) - Platform agnostic sliced/tiled inference + interactive ui + error analysis.. MIT
  • PyTextRank (🥈27 · ⭐ 1.9K · 📉) - Python implementation of TextRank algorithms (textgraphs) for.. MIT
  • livelossplot (🥉26 · ⭐ 1.2K · 📉) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
  • PyFlux (🥉23 · ⭐ 2K · 💀) - Open source time series library for Python. BSD-3
  • TimeSide (🥉20 · ⭐ 330 · 📉) - Scalable audio processing framework written in Python with a.. ❗️AGPL-3.0

Update: 2022.09.29

29 Sep 17:12
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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.

  • scikit-learn (🥇52 · ⭐ 52K · 📈) - scikit-learn: machine learning in Python. BSD-3
  • PaddleOCR (🥇38 · ⭐ 25K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • PyFlink (🥈37 · ⭐ 20K · 📈) - Apache Flink Python API. Apache-2
  • PyQtGraph (🥈35 · ⭐ 3K · 📈) - Fast data visualization and GUI tools for scientific / engineering.. MIT
  • Pythran (🥇33 · ⭐ 1.8K · 📈) - Ahead of Time compiler for numeric kernels. BSD-3
  • cleanlab (🥈28 · ⭐ 4K · 📈) - The standard data-centric AI package for data quality and.. ❗️AGPL-3.0
  • doctr (🥉28 · ⭐ 1.3K · 📈) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2
  • english-words (🥉27 · ⭐ 8.1K · 📈) - A text file containing 479k English words for all your.. Unlicense
  • lazypredict (🥈24 · ⭐ 420 · 📈) - Lazy Predict help build a lot of basic models without much.. MIT
  • NLP Architect (🥉21 · ⭐ 2.9K · 📈) - A model library for exploring state-of-the-art deep.. Apache-2

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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.

  • Matplotlib (🥇49 · ⭐ 16K · 📉) - matplotlib: plotting with Python. Python-2.0
  • jax (🥇43 · ⭐ 20K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • NNI (🥇34 · ⭐ 12K · 📉) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
  • Kornia (🥈34 · ⭐ 7.1K · 📉) - Open Source Differentiable Computer Vision Library. Apache-2
  • Captum (🥈28 · ⭐ 3.4K · 📉) - Model interpretability and understanding for PyTorch. BSD-3
  • CleverHans (🥈27 · ⭐ 5.6K · 💤) - An adversarial example library for constructing attacks,.. MIT
  • CuPy (🥈25 · ⭐ 6.3K · 📉) - NumPy & SciPy for GPU. MIT
  • bt (🥉25 · ⭐ 1.5K · 📉) - bt - flexible backtesting for Python. MIT
  • qdrant (🥉23 · ⭐ 2.6K · 📉) - Qdrant - Vector Search Engine for the next generation of AI.. Apache-2
  • python-soundfile (🥉23 · ⭐ 480 · 📉) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3

Update: 2022.09.22

22 Sep 21:41
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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.

  • Tensorflow (🥇55 · ⭐ 170K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • Matplotlib (🥇50 · ⭐ 16K · 📈) - matplotlib: plotting with Python. Python-2.0
  • scikit-image (🥇44 · ⭐ 5K · 📈) - Image processing in Python. BSD-2
  • PaddlePaddle (🥈42 · ⭐ 19K · 📈) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
  • torchvision (🥇42 · ⭐ 12K · 📈) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
  • CuPy (🥇38 · ⭐ 6.3K · 📈) - NumPy & SciPy for GPU. MIT
  • MoviePy (🥇37 · ⭐ 9.6K · 📈) - Video editing with Python. MIT
  • Dopamine (🥇30 · ⭐ 9.9K · 📈) - Dopamine is a research framework for fast prototyping of.. Apache-2
  • pandas-ta (🥈30 · ⭐ 2.9K · 📈) - Technical Analysis Indicators - Pandas TA is an easy to use.. MIT
  • ViZDoom (🥈28 · ⭐ 1.4K · 📈) - Doom-based AI Research Platform for Reinforcement Learning from Raw.. MIT

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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.

  • dask.distributed (🥇40 · ⭐ 1.4K · 📉) - A distributed task scheduler for Dask. BSD-3
  • flair (🥇39 · ⭐ 12K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
  • PyMC3 (🥇39 · ⭐ 7K · 📉) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
  • MXNet (🥈38 · ⭐ 20K · 📉) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
  • AllenNLP (🥇37 · ⭐ 11K · 📉) - An open-source NLP research library, built on PyTorch. Apache-2
  • sentence-transformers (🥇37 · ⭐ 8.5K · 📉) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
  • wandb client (🥇37 · ⭐ 4.8K · 📉) - A tool for visualizing and tracking your machine learning.. MIT
  • MNE (🥇37 · ⭐ 2K · 📉) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3
  • PySyft (🥇35 · ⭐ 8.3K · 📉) - Data science on data without acquiring a copy. Apache-2
  • Nilearn (🥈34 · ⭐ 890 · 📉) - Machine learning for NeuroImaging in Python. BSD-3

Update: 2022.09.15

15 Sep 18:16
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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.

  • SymPy (🥇46 · ⭐ 9.6K · 📈) - A computer algebra system written in pure Python. BSD-3
  • pytorch-lightning (🥈40 · ⭐ 20K · 📈) - Build and train PyTorch models and connect them to.. Apache-2
  • PyMC3 (🥇40 · ⭐ 7K · 📈) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
  • horovod (🥇38 · ⭐ 13K · 📈) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
  • stanza (🥈35 · ⭐ 6.3K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
  • OpenNMT (🥈33 · ⭐ 5.7K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT
  • cartopy (🥈33 · ⭐ 1.1K · 📈) - Cartopy - a cartographic python library with matplotlib support. ❗️LGPL-3.0
  • DeepPavlov (🥈29 · ⭐ 5.8K · 📈) - An open source library for deep learning end-to-end.. Apache-2
  • SKLL (🥉25 · ⭐ 530 · 📈) - SciKit-Learn Laboratory (SKLL) makes it easy to run.. ❗️BSD-1-Clause
  • NGT (🥉23 · ⭐ 930 · 📈) - Nearest Neighbor Search with Neighborhood Graph and Tree for High-.. 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.

  • nltk (🥇43 · ⭐ 11K · 📉) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • scikit-image (🥇43 · ⭐ 5K · 📉) - Image processing in Python. BSD-2
  • Optuna (🥇40 · ⭐ 6.9K · 📉) - A hyperparameter optimization framework. MIT
  • shap (🥇39 · ⭐ 17K · 📉) - A game theoretic approach to explain the output of any machine learning.. MIT
  • Rasterio (🥇37 · ⭐ 1.8K · 📉) - Rasterio reads and writes geospatial raster datasets. BSD-3
  • MoviePy (🥈34 · ⭐ 9.6K · 📉) - Video editing with Python. MIT
  • Gradio (🥈32 · ⭐ 9.1K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
  • ArrayFire (🥈28 · ⭐ 3.9K · 📉) - ArrayFire: a general purpose GPU library. BSD-3
  • Feature Engine (🥉23 · ⭐ 930 · 📉) - Feature engineering package with sklearn like functionality. BSD-3
  • Collie (🥉19 · ⭐ 94 · 📉) - A library for preparing, training, and evaluating scalable deep.. BSD-3

Update: 2022.09.08

09 Sep 11:54
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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.

  • nltk (🥇44 · ⭐ 11K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • Seaborn (🥇42 · ⭐ 9.8K · 📈) - Statistical data visualization in Python. BSD-3
  • dash (🥇41 · ⭐ 17K · 📈) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT
  • VisPy (🥈35 · ⭐ 2.9K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3
  • ImageHash (🥈34 · ⭐ 2.5K · 📈) - A Python Perceptual Image Hashing Module. BSD-2
  • SciSpacy (🥈30 · ⭐ 1.2K · 📈) - A full spaCy pipeline and models for scientific/biomedical.. Apache-2
  • causalml (🥈29 · ⭐ 3.4K · 📈) - Uplift modeling and causal inference with machine learning.. Apache-2
  • AutoViz (🥉26 · ⭐ 900 · 📈) - Automatically Visualize any dataset, any size with a single line.. Apache-2
  • pyRDF2Vec (🥉20 · ⭐ 160 · 📈) - Python Implementation and Extension of RDF2Vec. MIT
  • skift (🥉17 · ⭐ 230 · 📈) - scikit-learn wrappers for Python fastText. 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.

  • pytorch-lightning (🥈39 · ⭐ 20K · 📉) - Build and train PyTorch models and connect them to.. Apache-2
  • fairseq (🥇37 · ⭐ 19K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
  • sentencepiece (🥇36 · ⭐ 6.1K · 📉) - Unsupervised text tokenizer for Neural Network-based.. Apache-2
  • Flax (🥈35 · ⭐ 3.5K · 📉) - Flax is a neural network library for JAX that is designed for.. Apache-2
  • Netron (🥇33 · ⭐ 20K · 📉) - Visualizer for neural network, deep learning, and machine.. MIT
  • Bayesian Optimization (🥇33 · ⭐ 6.3K · 📉) - A Python implementation of global optimization with.. MIT
  • PyNNDescent (🥉27 · ⭐ 660 · 📉) - A Python nearest neighbor descent for approximate nearest.. BSD-2
  • CuPy (🥈25 · ⭐ 6.3K · 📉) - NumPy & SciPy for GPU. MIT
  • FinTA (🥉21 · ⭐ 1.7K · 📉) - Common financial technical indicators implemented in Pandas. ❗️LGPL-3.0
  • PyWaffle (🥉21 · ⭐ 500 · 📉) - Make Waffle Charts in Python. MIT

Update: 2022.09.01

01 Sep 16:22
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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.

  • SymPy (🥇45 · ⭐ 9.5K · 📈) - A computer algebra system written in pure Python. BSD-3
  • pytorch-lightning (🥈40 · ⭐ 20K · 📈) - Build and train PyTorch models and connect them to.. Apache-2
  • MoviePy (🥇37 · ⭐ 9.6K · 📈) - Video editing with Python. MIT
  • PaddleDetection (🥈33 · ⭐ 8.4K · 📈) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
  • adapter-transformers (🥈32 · ⭐ 980 · 📈) - Huggingface Transformers + Adapters =. Apache-2 huggingface
  • scikit-surprise (🥇31 · ⭐ 5.5K · 📈) - A Python scikit for building and analyzing recommender.. BSD-3
  • FATE (🥈27 · ⭐ 4.5K · 📈) - An Industrial Grade Federated Learning Framework. Apache-2
  • pyRiemann (🥉25 · ⭐ 410 · 📈) - Python machine learning package based on sklearn API for.. BSD-3
  • seglearn (🥉22 · ⭐ 520 · 📈) - Python module for machine learning time series:. BSD-3
  • TorchDrift (🥉15 · ⭐ 240 · 📈) - Drift Detection for your PyTorch Models. 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.

  • Optuna (🥇40 · ⭐ 6.9K · 📉) - A hyperparameter optimization framework. MIT
  • imgaug (🥈34 · ⭐ 13K · 💀) - Image augmentation for machine learning experiments. MIT
  • Pyro (🥇34 · ⭐ 7.6K · 📉) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
  • imbalanced-learn (🥇34 · ⭐ 6K · 📉) - A Python Package to Tackle the Curse of Imbalanced.. MIT
  • GeoViews (🥉26 · ⭐ 430 · 📉) - Simple, concise geographical visualization in Python. BSD-3
  • AmpliGraph (🥉22 · ⭐ 1.8K · 💀) - Python library for Representation Learning on Knowledge.. Apache-2
  • DeepPavlov (🥉20 · ⭐ 5.8K · 📉) - An open source library for deep learning end-to-end.. Apache-2
  • What-If Tool (🥉20 · ⭐ 740 · 💤) - Source code/webpage/demos for the What-If Tool. Apache-2
  • pytorch_tabular (🥉16 · ⭐ 710 · 📉) - A standard framework for modelling Deep Learning.. MIT
  • textflint (🥉14 · ⭐ 570 · 📉) - Unified Multilingual Robustness Evaluation Toolkit for.. ❗️GPL-3.0

Update: 2022.08.25

25 Aug 16:35
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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.

  • scikit-image (🥇44 · ⭐ 5K · 📈) - Image processing in Python. BSD-2
  • PyTorch Geometric (🥇38 · ⭐ 15K · 📈) - Graph Neural Network Library for PyTorch. MIT
  • wandb client (🥇38 · ⭐ 4.6K · 📈) - A tool for visualizing and tracking your machine learning.. MIT
  • PaddleOCR (🥇37 · ⭐ 24K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • MNE (🥇37 · ⭐ 2K · 📈) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3
  • PaddleHub (🥇35 · ⭐ 8.3K · 📈) - Awesome pre-trained models toolkit based on.. Apache-2
  • bqplot (🥈31 · ⭐ 3.3K · 📈) - Plotting library for IPython/Jupyter notebooks. Apache-2
  • shapash (🥈29 · ⭐ 2K · 📈) - Shapash makes Machine Learning models transparent and.. Apache-2
  • Collie (🥉20 · ⭐ 90 · 📈) - A library for preparing, training, and evaluating scalable deep.. BSD-3
  • pymdp (🥉19 · ⭐ 210 · 📈) - A Python implementation of active inference for Markov Decision Processes. 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.

  • SymPy (🥇44 · ⭐ 9.5K · 📉) - A computer algebra system written in pure Python. BSD-3
  • Bokeh (🥇42 · ⭐ 17K · 📉) - Interactive Data Visualization in the browser, from Python. BSD-3
  • Fastai (🥈40 · ⭐ 23K · 📉) - The fastai deep learning library. Apache-2
  • Thinc (🥈36 · ⭐ 2.6K · 📉) - A refreshing functional take on deep learning, compatible with your.. MIT
  • Tensorflow (🥈35 · ⭐ 170K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • Gradio (🥇35 · ⭐ 8.4K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
  • PySyft (🥇35 · ⭐ 8.3K · 📉) - Data science on data without acquiring a copy. Apache-2
  • Flax (🥈35 · ⭐ 3.5K · 📉) - Flax is a neural network library for JAX that is designed for.. Apache-2
  • Prophet (🥇34 · ⭐ 15K · 📉) - Tool for producing high quality forecasts for time series data that.. MIT
  • tensorflow-hub (🥈34 · ⭐ 3.2K · 📉) - A library for transfer learning by reusing parts of.. Apache-2

➕ Added Projects

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

Update: 2022.08.18

18 Aug 20:43
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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.

  • Tensorflow (🥇55 · ⭐ 170K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2
  • Keras (🥇45 · ⭐ 56K · 📈) - Deep Learning for humans. Apache-2
  • flair (🥇40 · ⭐ 12K · 📈) - A very simple framework for state-of-the-art Natural Language.. MIT
  • Rasterio (🥇38 · ⭐ 1.8K · 📈) - Rasterio reads and writes geospatial raster datasets. BSD-3
  • Albumentations (🥇36 · ⭐ 11K · 📈) - Fast image augmentation library and an easy-to-use.. MIT
  • sacred (🥈32 · ⭐ 3.9K · 📈) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
  • scikit-surprise (🥈29 · ⭐ 5.5K · 📈) - A Python scikit for building and analyzing recommender.. BSD-3
  • underthesea (🥉25 · ⭐ 1K · 📈) - Underthesea - Vietnamese NLP Toolkit. ❗️GPL-3.0
  • prettymaps (🥉21 · ⭐ 8.7K · 💤) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
  • pykale (🥉21 · ⭐ 350 · 📈) - Knowledge-Aware machine LEarning (KALE): accessible machine.. 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.

  • scikit-image (🥇43 · ⭐ 5K · 📉) - Image processing in Python. BSD-2
  • pytorch-lightning (🥈39 · ⭐ 20K · 📉) - The most intuitive, flexible, way for researchers, ML.. Apache-2
  • PyMC3 (🥇39 · ⭐ 6.9K · 📉) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
  • PyTorch Image Models (🥇38 · ⭐ 20K · 📉) - PyTorch image models, scripts, pretrained weights --.. Apache-2
  • PyTorch Geometric (🥇37 · ⭐ 15K · 📉) - Graph Neural Network Library for PyTorch. MIT
  • geopy (🥈34 · ⭐ 3.7K · 📉) - Geocoding library for Python. MIT
  • Netron (🥇33 · ⭐ 20K · 📉) - Visualizer for neural network, deep learning, and machine.. MIT
  • Perspective (🥈30 · ⭐ 4.8K · 📉) - A data visualization and analytics component,.. Apache-2
  • DoWhy (🥈28 · ⭐ 5.1K · 📉) - DoWhy is a Python library for causal inference that supports explicit.. MIT
  • AdvBox (🥉17 · ⭐ 1.2K · 📉) - Advbox is a toolbox to generate adversarial examples that fool.. Apache-2

➕ Added Projects

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

  • Geomstats (🥉27 · ⭐ 800 · ➕) - Computations and statistics on manifolds with geometric structures. MIT

Update: 2022.08.11

11 Aug 16:05
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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.

  • SymPy (🥇45 · ⭐ 9.5K · 📈) - A computer algebra system written in pure Python. BSD-3
  • Bokeh (🥇44 · ⭐ 17K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3
  • PySpark (🥇43 · ⭐ 34K · 📈) - Apache Spark Python API. Apache-2
  • PyMC3 (🥇40 · ⭐ 6.9K · 📈) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
  • Streamlit (🥇39 · ⭐ 20K · 📈) - Streamlit The fastest way to build data apps in Python. Apache-2
  • Pyro (🥇35 · ⭐ 7.6K · 📈) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
  • Annoy (🥈34 · ⭐ 10K · 📈) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
  • DEAP (🥈33 · ⭐ 4.8K · 📈) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
  • qdrant (🥉26 · ⭐ 2.2K · 📈) - Qdrant - Vector Search Engine for the next generation of AI.. Apache-2
  • promptsource (🥉24 · ⭐ 740 · 📈) - Toolkit for creating, sharing and using natural language.. 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 (🥇44 · ⭐ 11K · 📉) - Network Analysis in Python. BSD-3
  • Seaborn (🥇41 · ⭐ 9.7K · 📉) - Statistical data visualization in Python. BSD-3
  • MMDetection (🥇37 · ⭐ 21K · 📉) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
  • pandas-profiling (🥈37 · ⭐ 9.4K · 📉) - Create HTML profiling reports from pandas DataFrame.. MIT
  • PaddleOCR (🥇36 · ⭐ 24K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • MoviePy (🥇36 · ⭐ 9.5K · 📉) - Video editing with Python. MIT
  • MNE (🥇36 · ⭐ 2K · 📉) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3
  • Rasterio (🥇36 · ⭐ 1.8K · 📉) - Rasterio reads and writes geospatial raster datasets. BSD-3
  • vidgear (🥈28 · ⭐ 2.4K · 📉) - A High-performance cross-platform Video Processing Python.. Apache-2
  • DeepSpeech (🥉23 · ⭐ 20K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

➕ Added Projects

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

  • small-text (🥉20 · ⭐ 310 · ➕) - Active Learning for Text Classification in Python. MIT