best-of-ml-python

📈 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 (🥇44 · ⭐ 19K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• Optuna (🥇42 · ⭐ 6.6K · 📈) - A hyperparameter optimization framework. MIT
• MNE (🥇37 · ⭐ 2K · 📈) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3
• Wand (🥈33 · ⭐ 1.2K · 📈) - The ctypes-based simple ImageMagick binding for Python. MIT
• mahotas (🥉28 · ⭐ 760 · 📈) - Computer Vision in Python. MIT
• Explainability 360 (🥈26 · ⭐ 1.1K · 📈) - Interpretability and explainability of data and.. Apache-2
• DIG (🥈24 · ⭐ 1.2K · 📈) - A library for graph deep learning research. ❗️GPL-3.0
• metricflow (🥉19 · ⭐ 610 · 🐣) - MetricFlow allows you to define, build, and maintain.. ❗️AGPL-3.0
• dstack (🥉16 · ⭐ 50 · 🐣) - dstack: Your new home for building AI apps. Apache-2
• jaxdf (🥉10 · ⭐ 50 · 📈) - A JAX-based research framework for writing differentiable.. ❗️LGPL-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.

• pytorch-lightning (🥈40 · ⭐ 19K · 📉) - Build high-performance AI models with PyTorch.. Apache-2
• PyMC3 (🥇39 · ⭐ 6.7K · 📉) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
• Altair (🥈36 · ⭐ 7.6K · 📉) - Declarative statistical visualization library for Python. BSD-3
• Tensorflow (🥈35 · ⭐ 170K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2
• Chainer (🥈34 · ⭐ 5.7K · 📉) - A flexible framework of neural networks for deep learning. MIT
• sktime (🥇34 · ⭐ 5.5K · 📉) - A unified framework for machine learning with time series. BSD-3
• InsightFace (🥈33 · ⭐ 12K · 📉) - State-of-the-art 2D and 3D Face Analysis Project. MIT
• Bayesian Optimization (🥈32 · ⭐ 6.1K · 📉) - A Python implementation of global optimization with.. MIT
• GluonCV (🥈32 · ⭐ 5.2K · 📉) - Gluon CV Toolkit. Apache-2
• tffm (🥉19 · ⭐ 780 · 📉) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT

➕ Added Projects

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

• Plotly-Resampler (🥉21 · ⭐ 440 · ➕) - Visualize large time series data with plotly.py. MIT
• tsflex (🥉16 · ⭐ 160 · ➕) - Flexible time series feature extraction & processing. MIT

📈 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 (🥇44 · ⭐ 21K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2
• PyMC3 (🥇40 · ⭐ 6.7K · 📈) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
• Rasterio (🥇38 · ⭐ 1.7K · 📈) - Rasterio reads and writes geospatial raster datasets. BSD-3
• MoviePy (🥇37 · ⭐ 9.3K · 📈) - Video editing with Python. MIT
• PySyft (🥇36 · ⭐ 8.2K · 📈) - A library for answering questions using data you cannot see. Apache-2
• GeoPandas (🥈36 · ⭐ 3.2K · 📈) - Python tools for geographic data. BSD-3
• Flax (🥈36 · ⭐ 3.2K · 📈) - Flax is a neural network library for JAX that is designed for.. Apache-2
• VisPy (🥈35 · ⭐ 2.9K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3
• pingouin (🥉30 · ⭐ 1.1K · 📈) - Statistical package in Python based on Pandas. ❗️GPL-3.0
• rliable (🥉14 · ⭐ 430 · 📈) - [NeurIPS21 Outstanding Paper] Library for reliable evaluation on.. 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.

• jax (🥇43 · ⭐ 19K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• shap (🥇41 · ⭐ 17K · 📉) - A game theoretic approach to explain the output of any machine learning.. MIT
• Altair (🥈37 · ⭐ 7.6K · 📉) - Declarative statistical visualization library for Python. BSD-3
• PyOD (🥇35 · ⭐ 5.8K · 📉) - A Comprehensive and Scalable Python Library for Outlier Detection.. BSD-2
• Kornia (🥈34 · ⭐ 6.7K · 📉) - Open Source Differentiable Computer Vision Library. Apache-2
• tensor2tensor (🥈33 · ⭐ 12K · 📉) - Library of deep learning models and datasets designed.. Apache-2
• Annoy (🥈32 · ⭐ 10K · 📉) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
• SMAC3 (🥈26 · ⭐ 700 · 📉) - Sequential Model-based Algorithm Configuration. ❗️BSD-1-Clause
• PipelineDP (🥉19 · ⭐ 220 · 📉) - PipelineDP is a Python framework for applying differentially.. Apache-2
• steppy (🥉14 · ⭐ 130 · 💀) - Lightweight, Python library for fast and reproducible experimentation. MIT

📈 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.

• networkx (🥇45 · ⭐ 11K · 📈) - Network Analysis in Python. BSD-3
• folium (🥇36 · ⭐ 5.8K · 📈) - Python Data. Leaflet.js Maps. MIT
• yfinance (🥇35 · ⭐ 7.2K · 📈) - Download market data from Yahoo! Finances API. Apache-2
• Netron (🥇34 · ⭐ 19K · 📈) - Visualizer for neural network, deep learning, and machine.. MIT
• Autograd (🥇34 · ⭐ 5.8K · 📈) - Efficiently computes derivatives of numpy code. MIT
• Annoy (🥈33 · ⭐ 10K · 📈) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
• datashader (🥈33 · ⭐ 2.8K · 📈) - Quickly and accurately render even the largest data. BSD-3
• PaddleHub (🥈32 · ⭐ 8.1K · 📈) - Awesome pre-trained models toolkit based on.. Apache-2
• agate (🥈31 · ⭐ 1.1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT
• yellowbrick (🥈30 · ⭐ 3.6K · 📈) - Visual analysis and diagnostic tools to facilitate.. 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.

• PyMC3 (🥇39 · ⭐ 6.7K · 📉) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
• PaddleOCR (🥇37 · ⭐ 23K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
• PyTorch Image Models (🥇37 · ⭐ 19K · 📉) - PyTorch image models, scripts, pretrained weights --.. Apache-2
• Milvus (🥇37 · ⭐ 11K · 📉) - Vector database for scalable similarity search and AI applications. Apache-2
• stanza (🥈35 · ⭐ 6.2K · 📉) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
• wandb client (🥈35 · ⭐ 4K · 📉) - A tool for visualizing and tracking your machine learning.. MIT
• tensorboardX (🥈34 · ⭐ 7.4K · 📉) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
• Face Recognition (🥈33 · ⭐ 45K · 📉) - The worlds simplest facial recognition api for Python.. MIT
• category_encoders (🥈33 · ⭐ 2K · 📉) - A library of sklearn compatible categorical variable.. BSD-3
• TensorForce (🥉24 · ⭐ 3.1K · 📉) - Tensorforce: a TensorFlow library for applied.. Apache-2

➕ Added Projects

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

• ivy (🥉31 · ⭐ 2.6K · ➕) - The Unified Machine Learning Framework. Apache-2
• mpld3 (🥉29 · ⭐ 2.2K · ➕) - D3 Renderings of Matplotlib Graphics. BSD-3
• ColossalAI (🥉26 · ⭐ 4K · ➕) - Colossal-AI: A Unified Deep Learning System for Big Model Era. Apache-2
• uber/orbit (🥈26 · ⭐ 1.4K · ➕) - A Python package for Bayesian forecasting with object-.. Apache-2
• DeepKE (🥉25 · ⭐ 1.2K · ➕) - An Open Toolkit for Knowledge Graph Extraction and Construction. MIT
• doctr (🥉25 · ⭐ 1.1K · ➕) - docTR (Document Text Recognition) - a seamless, high-.. Apache-2
• hls4ml (🥉25 · ⭐ 660 · ➕) - Machine learning on FPGAs using HLS. Apache-2
• torchrec (🥉24 · ⭐ 1K · ➕) - Pytorch domain library for recommendation systems. BSD-3
• evaluate (🥉24 · ⭐ 760 · 🐣) - A library for easily evaluating machine learning models and.. Apache-2
• optimum (🥈24 · ⭐ 560 · ➕) - Accelerate training and inference of Transformers with easy to.. Apache-2
• kubric (🥉23 · ⭐ 1.5K · ➕) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2
• Merlin (🥉22 · ⭐ 260 · ➕) - NVIDIA Merlin is an open source library providing end-to-end GPU-.. Apache-2
• promptsource (🥉21 · ⭐ 670 · ➕) - Toolkit for creating, sharing and using natural language.. Apache-2
• PipelineDP (🥉21 · ⭐ 220 · ➕) - PipelineDP is a Python framework for applying differentially.. Apache-2
• ffcv (🥉19 · ⭐ 2.1K · ➕) - FFCV: Fast Forward Computer Vision (and other ML workloads!). Apache-2
• anomalib (🥉19 · ⭐ 900 · ➕) - An anomaly detection library comprising state-of-the-art.. Apache-2
• evojax (🥉19 · ⭐ 490 · 🐣) - EvoJAX: Hardware-accelerated Neuroevolution. Apache-2
• Quantus (🥉18 · ⭐ 200 · ➕) - Quantus is an eXplainable AI toolkit for responsible.. ❗️CC-BY-NC-SA-3.0
• OMLT (🥉18 · ⭐ 130 · ➕) - Represent trained machine learning models as Pyomo optimization.. BSD-3
• metricflow (🥉17 · ⭐ 610 · 🐣) - MetricFlow allows you to define, build, and maintain.. ❗️AGPL-3.0
• bluefog (🥉17 · ⭐ 260 · ➕) - Distributed and decentralized training framework for PyTorch.. Apache-2
• pymdp (🥉17 · ⭐ 180 · ➕) - A Python implementation of active inference for Markov Decision Processes. MIT
• modelkit (🥉17 · ⭐ 120 · ➕) - Toolkit for developing and maintaining ML models. MIT
• vegafusion (🥉17 · ⭐ 76 · ➕) - Serverside acceleration for the Vega visualization grammar. ❗️AGPL-3.0
• shap-hypetune (🥉16 · ⭐ 320 · ➕) - A python package for simultaneous Hyperparameters Tuning and.. MIT
• benchmark_VAE (🥉15 · ⭐ 340 · ➕) - Unifying Generative Autoencoder implementations in.. Apache-2
• moolib (🥉11 · ⭐ 330 · ➕) - A library for distributed ML training with PyTorch. MIT
• ml-ane-transformers (🥉9 · ⭐ 420 · ➕) - Reference implementation of the Transformer.. ❗Unlicensed
• textlesslib (🥉8 · ⭐ 350 · 🐣) - Library for Textless Spoken Language Processing. MIT

📈 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 · ⭐ 170K · 📈) - An Open Source Machine Learning Framework for Everyone. Apache-2
• nltk (🥇44 · ⭐ 11K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
• shap (🥇42 · ⭐ 17K · 📈) - A game theoretic approach to explain the output of any machine learning.. MIT
• Albumentations (🥈35 · ⭐ 10K · 📈) - Fast image augmentation library and an easy-to-use.. MIT
• DeepSpeech (🥇34 · ⭐ 20K · 💤) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• NiBabel (🥈34 · ⭐ 480 · 📈) - Python package to access a cacophony of neuro-imaging file formats. MIT
• spleeter (🥈29 · ⭐ 20K · 📈) - Deezer source separation library including pretrained models. MIT
• SMAC3 (🥈28 · ⭐ 700 · 📈) - Sequential Model-based Algorithm Configuration. ❗️BSD-1-Clause
• avalanche (🥉27 · ⭐ 960 · 📈) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT
• Labml (🥉26 · ⭐ 1.1K · 📈) - Monitor deep learning model training and hardware usage from your mobile.. 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.

• Rasa (🥇38 · ⭐ 14K · 📉) - Open source machine learning framework to automate text- and.. Apache-2
• luigi (🥈36 · ⭐ 16K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• dbt (🥈35 · ⭐ 5K · 📉) - dbt enables data analysts and engineers to transform their data using.. Apache-2
• Recommenders (🥇34 · ⭐ 13K · 📉) - Best Practices on Recommendation Systems. MIT
• ART (🥇32 · ⭐ 3K · 📉) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
• Lifelines (🥈32 · ⭐ 1.9K · 📉) - Survival analysis in Python. MIT
• PaddleHub (🥈31 · ⭐ 8.1K · 📉) - Awesome pre-trained models toolkit based on.. Apache-2
• Wand (🥈31 · ⭐ 1.2K · 📉) - The ctypes-based simple ImageMagick binding for Python. MIT
• ipyparallel (🥈30 · ⭐ 2.2K · 📉) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
• PFRL (🥉20 · ⭐ 860 · 📉) - PFRL: a PyTorch-based deep reinforcement learning library. MIT

📈 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 (🥇41 · ⭐ 5.6K · 📈) - Unified programming model to define and execute data processing.. Apache-2
• fairseq (🥇38 · ⭐ 17K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• PyCaret (🥇37 · ⭐ 5.8K · 📈) - An open-source, low-code machine learning library in Python. MIT
• stanza (🥇36 · ⭐ 6.1K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
• TextAttack (🥈31 · ⭐ 2K · 📈) - TextAttack is a Python framework for adversarial attacks, data.. MIT
• DeepVariant (🥉27 · ⭐ 2.5K · 📈) - DeepVariant is an analysis pipeline that uses a deep.. BSD-3
• Hivemind (🥉23 · ⭐ 1K · 📈) - Decentralized deep learning in PyTorch. Built to train models on.. MIT
• PyWaffle (🥉23 · ⭐ 490 · 📈) - Make Waffle Charts in Python. MIT
• BatchFlow (🥉21 · ⭐ 180 · 📈) - BatchFlow helps you conveniently work with random or.. Apache-2
• tinygrad (🥉19 · ⭐ 6K · 📈) - You like pytorch? You like micrograd? You love tinygrad!. 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.

• MXNet (🥈38 · ⭐ 20K · 📉) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• PyTorch Geometric (🥇37 · ⭐ 15K · 📉) - Graph Neural Network Library for PyTorch. MIT
• MoviePy (🥇36 · ⭐ 9.3K · 📉) - Video editing with Python. MIT
• Tensorflow (🥈35 · ⭐ 170K · 📉) - An Open Source Machine Learning Framework for Everyone. Apache-2
• Flax (🥈35 · ⭐ 3.1K · 📉) - Flax is a neural network library for JAX that is designed for.. Apache-2
• PyQtGraph (🥈33 · ⭐ 2.8K · 📉) - Fast data visualization and GUI tools for scientific / engineering.. MIT
• Geocoder (🥉32 · ⭐ 1.4K · 💀) - Python Geocoder. MIT
• FiftyOne (🥈32 · ⭐ 1.3K · 📉) - Visualize, create, and debug image and video datasets.. Apache-2
• NiBabel (🥈32 · ⭐ 480 · 📉) - Python package to access a cacophony of neuro-imaging file formats. MIT
• DeepSpeech (🥉21 · ⭐ 19K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

📈 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 (🥇47 · ⭐ 9.8K · 📈) - The friendly PIL fork (Python Imaging Library). ❗️PIL
• Fastai (🥈41 · ⭐ 22K · 📈) - The fastai deep learning library. Apache-2
• Prefect (🥇38 · ⭐ 9.2K · 📈) - The easiest way to automate your data. Apache-2
• MLxtend (🥇36 · ⭐ 4K · 📈) - A library of extension and helper modules for Pythons data.. BSD-3
• tensorboardX (🥈34 · ⭐ 7.3K · 📈) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
• NeMo (🥈31 · ⭐ 4.3K · 📈) - NeMo: a toolkit for conversational AI. Apache-2
• STUMPY (🥈31 · ⭐ 2.3K · 📈) - STUMPY is a powerful and scalable Python library for modern time.. BSD-3
• DoWhy (🥈30 · ⭐ 4.1K · 📈) - DoWhy is a Python library for causal inference that supports explicit.. MIT
• Karate Club (🥈25 · ⭐ 1.6K · 📈) - Karate Club: An API Oriented Open-source Python Framework.. ❗️GPL-3.0
• pytorch_tabular (🥈19 · ⭐ 600 · 📈) - A standard framework for modelling Deep 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.

• nltk (🥇43 · ⭐ 11K · 📉) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
• MXNet (🥈39 · ⭐ 20K · 📉) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• rq (🥇38 · ⭐ 8.3K · 📉) - Simple job queues for Python. BSD-3
• Altair (🥇38 · ⭐ 7.5K · 📉) - Declarative statistical visualization library for Python. BSD-3
• Gradio (🥇32 · ⭐ 7.2K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
• lightfm (🥈26 · ⭐ 4K · 📉) - A Python implementation of LightFM, a hybrid recommendation.. Apache-2
• textacy (🥉26 · ⭐ 1.9K · 📉) - NLP, before and after spaCy. Apache-2
• mljar-supervised (🥈26 · ⭐ 1.9K · 📉) - Python package for AutoML on Tabular Data with Feature.. MIT
• DeepVariant (🥉23 · ⭐ 2.5K · 📉) - DeepVariant is an analysis pipeline that uses a deep.. BSD-3
• nptsne (🥉12 · ⭐ 28 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

📈 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.

• nltk (🥇45 · ⭐ 11K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
• rq (🥇39 · ⭐ 8.3K · 📈) - Simple job queues for Python. BSD-3
• Optuna (🥇39 · ⭐ 6.4K · 📈) - A hyperparameter optimization framework. MIT
• PaddleOCR (🥇38 · ⭐ 22K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
• Prophet (🥇34 · ⭐ 14K · 📈) - Tool for producing high quality forecasts for time series data that.. MIT
• ffn (🥈27 · ⭐ 1.1K · 📈) - ffn - a financial function library for Python. MIT
• sklearn-porter (🥉25 · ⭐ 1.2K · 📈) - Transpile trained scikit-learn estimators to C, Java,.. BSD-3
• gpt-2-simple (🥉23 · ⭐ 2.9K · 📈) - Python package to easily retrain OpenAIs GPT-2 text-.. MIT
• chefboost (🥉20 · ⭐ 330 · 📈) - A Lightweight Decision Tree Framework supporting regular.. MIT
• dstack (🥉13 · ⭐ 44 · 🐣) - dstack: continuous training in the cloud. ❗️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.

• Bokeh (🥇43 · ⭐ 16K · 📉) - Interactive Data Visualization in the browser, from Python. BSD-3
• joblib (🥇37 · ⭐ 2.8K · 📉) - Computing with Python functions. BSD-3
• NIPYPE (🥈34 · ⭐ 630 · 📉) - Workflows and interfaces for neuroimaging packages. Apache-2
• ART (🥇33 · ⭐ 3K · 📉) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
• snakemake (🥈33 · ⭐ 1.4K · 📉) - This is the development home of the workflow management system.. MIT
• tensorflow-upstream (🥈33 · ⭐ 590 · 📉) - TensorFlow ROCm port. Apache-2
• tensorboardX (🥈32 · ⭐ 7.3K · 📉) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
• Ignite (🥉32 · ⭐ 4K · 📉) - High-level library to help with training and evaluating neural.. BSD-3
• Darts (🥈29 · ⭐ 4.1K · 📉) - A python library for easy manipulation and forecasting of time.. Apache-2
• ArrayFire (🥈29 · ⭐ 3.8K · 📉) - ArrayFire: a general purpose GPU library. BSD-3

📈 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 (🥇44 · ⭐ 18K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• Bokeh (🥇44 · ⭐ 16K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3
• networkx (🥇44 · ⭐ 11K · 📈) - Network Analysis in Python. BSD-3
• pytorch-lightning (🥈43 · ⭐ 18K · 📈) - The lightweight PyTorch wrapper for high-performance.. Apache-2
• Seaborn (🥇43 · ⭐ 9.4K · 📈) - Statistical data visualization in Python. BSD-3
• PyTorch Geometric (🥇38 · ⭐ 15K · 📈) - Graph Neural Network Library for PyTorch. MIT
• DeepSpeech (🥇34 · ⭐ 20K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• sklearn-porter (🥉23 · ⭐ 1.1K · 📈) - Transpile trained scikit-learn estimators to C, Java,.. MIT
• keras-ocr (🥉23 · ⭐ 1K · 📈) - A packaged and flexible version of the CRAFT text detector and.. MIT
• flupy (🥉17 · ⭐ 170 · 📈) - Fluent data pipelines for python and your shell. 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.

• dask (🥇43 · ⭐ 9.9K · 📉) - Parallel computing with task scheduling. BSD-3
• PyFlink (🥈36 · ⭐ 19K · 📉) - Apache Flink Python API. Apache-2
• fairseq (🥇36 · ⭐ 17K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• Gradio (🥇33 · ⭐ 7K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
• librosa (🥇33 · ⭐ 5.2K · 📉) - Python library for audio and music analysis. ISC
• Prophet (🥇32 · ⭐ 14K · 📉) - Tool for producing high quality forecasts for time series data that.. MIT
• Pydub (🥈31 · ⭐ 6.1K · 📉) - Manipulate audio with a simple and easy high level interface. MIT
• hmmlearn (🥈31 · ⭐ 2.5K · 📉) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
• CellProfiler (🥉24 · ⭐ 670 · 📉) - An open-source application for biological image analysis. BSD-3
• 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.

• Deep Checks (🥈26 · ⭐ 1.5K · ➕) - Test Suites for Validating ML Models & Data. Deepchecks.. ❗️AGPL-3.0
• Popmon (🥉21 · ⭐ 300 · ➕) - Monitor the stability of a Pandas or Spark dataframe. MIT

📈 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.

• dask (🥇44 · ⭐ 9.9K · 📈) - Parallel computing with task scheduling. BSD-3
• OpenAI Gym (🥇42 · ⭐ 28K · 📈) - A toolkit for developing and comparing reinforcement learning.. MIT
• Seaborn (🥇42 · ⭐ 9.4K · 📈) - Statistical data visualization in Python. BSD-3
• MXNet (🥈40 · ⭐ 20K · 📈) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• PyMC3 (🥇40 · ⭐ 6.6K · 📈) - Probabilistic Programming in Python: Bayesian Modeling and.. Apache-2
• PaddleOCR (🥇37 · ⭐ 21K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
• Guild AI (🥉27 · ⭐ 700 · 📈) - Experiment tracking, ML developer tools. Apache-2
• scikit-posthocs (🥉23 · ⭐ 240 · 📈) - Multiple Pairwise Comparisons (Post Hoc) Tests in.. MIT
• Apache Singa (🥉22 · ⭐ 2.6K · 📈) - a distributed deep learning platform. Apache-2
• jraph (🥉20 · ⭐ 890 · 📈) - A Graph Neural Network Library in Jax. 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.

• Ray (🥇43 · ⭐ 20K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2
• dlib (🥈38 · ⭐ 11K · 📉) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
• Gradio (🥇34 · ⭐ 6.9K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
• UMAP (🥈34 · ⭐ 5.6K · 📉) - Uniform Manifold Approximation and Projection. BSD-3
• HoloViews (🥈34 · ⭐ 2.2K · 📉) - With Holoviews, your data visualizes itself. BSD-3
• DeepChem (🥇33 · ⭐ 3.6K · 📉) - Democratizing Deep-Learning for Drug Discovery, Quantum.. MIT
• NiBabel (🥈33 · ⭐ 470 · 📉) - Python package to access a cacophony of neuro-imaging file formats. MIT
• Fiona (🥈32 · ⭐ 910 · 📉) - Fiona reads and writes geographic data files. BSD-3
• DeepSpeech (🥉23 · ⭐ 19K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• BatchFlow (🥉18 · ⭐ 180 · 📉) - BatchFlow helps you conveniently work with random or.. Apache-2

➕ Added Projects

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

• Netron (🥇33 · ⭐ 19K · ➕) - Visualizer for neural network, deep learning, and machine.. MIT

📈 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.

• gensim (🥇42 · ⭐ 13K · 📈) - Topic Modelling for Humans. ❗️LGPL-2.1
• pandas-profiling (🥈37 · ⭐ 8.9K · 📈) - Create HTML profiling reports from pandas DataFrame.. MIT
• Shapely (🥇37 · ⭐ 2.8K · 📈) - Manipulation and analysis of geometric objects. BSD-3
• yfinance (🥇34 · ⭐ 7K · 📈) - Download market data from Yahoo! Finances API. Apache-2
• snakemake (🥈34 · ⭐ 1.3K · 📈) - This is the development home of the workflow management system.. MIT
• plotnine (🥈32 · ⭐ 3.1K · 📈) - A grammar of graphics for Python. MIT
• pyjanitor (🥈30 · ⭐ 910 · 📈) - Clean APIs for data cleaning. Python implementation of R package.. MIT
• gplearn (🥈28 · ⭐ 1.1K · 📈) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
• StatsForecast (🥈25 · ⭐ 560 · 🐣) - Lightning fast forecasting with statistical and econometric.. MIT
• Feature Engine (🥉23 · ⭐ 860 · 💤) - Feature engineering package with sklearn like functionality. 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.

• Bokeh (🥇43 · ⭐ 16K · 📉) - Interactive Data Visualization in the browser, from Python. BSD-3
• dask (🥇43 · ⭐ 9.8K · 📉) - Parallel computing with task scheduling. BSD-3
• luigi (🥇37 · ⭐ 16K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• Optuna (🥇37 · ⭐ 6.3K · 📉) - A hyperparameter optimization framework. MIT
• MNE (🥇36 · ⭐ 1.9K · 📉) - MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in.. BSD-3
• pyecharts (🥈34 · ⭐ 12K · 📉) - Python Echarts Plotting Library. MIT
• sentence-transformers (🥈34 · ⭐ 7.6K · 📉) - Multilingual Sentence & Image Embeddings with BERT. Apache-2
• vissl (🥉23 · ⭐ 2.6K · 📉) - VISSL is FAIRs library of extensible, modular and scalable.. MIT
• reformer-pytorch (🥉20 · ⭐ 1.7K · 📉) - Reformer, the efficient Transformer, in Pytorch. MIT
• lore (🥉20 · ⭐ 1.5K · 📉) - Lore makes machine learning approachable for Software Engineers and.. MIT

➕ Added Projects

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

• NeuralProphet (🥈30 · ⭐ 2.2K · ➕) - NeuralProphet: A simple forecasting package. MIT
• nebullvm (🥉17 · ⭐ 1K · 🐣) - Easy-to-use library to boost AI inference leveraging multiple DL.. Apache-2

📈 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.

• luigi (🥇38 · ⭐ 16K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• fairseq (🥇37 · ⭐ 17K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• Thinc (🥈37 · ⭐ 2.5K · 📈) - A refreshing functional take on deep learning, compatible with your.. MIT
• horovod (🥇36 · ⭐ 12K · 📈) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
• stanza (🥇35 · ⭐ 6.1K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
• PyOD (🥇35 · ⭐ 5.5K · 📈) - A Comprehensive and Scalable Python Library for Outlier Detection.. BSD-2
• Augmentor (🥉28 · ⭐ 4.7K · 📈) - Image augmentation library in Python for machine learning. MIT
• NeoML (🥉21 · ⭐ 670 · 📈) - Machine learning framework for both deep learning and traditional.. Apache-2
• mesh-transformer-jax (🥉17 · ⭐ 4.1K · 📈) - Model parallel transformers in JAX and Haiku. Apache-2
• spacy-dbpedia-spotlight (🥉15 · ⭐ 57 · 📈) - A spaCy wrapper for DBpedia Spotlight. MIT spacy

📉 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 · ⭐ 9.1K · 📉) - A computer algebra system written in pure Python. BSD-3
• flair (🥇38 · ⭐ 12K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
• imageio (🥇36 · ⭐ 1K · 📉) - Python library for reading and writing image data. BSD-2
• pyecharts (🥈35 · ⭐ 12K · 📉) - Python Echarts Plotting Library. MIT
• Recommenders (🥇34 · ⭐ 13K · 📉) - Best Practices on Recommendation Systems. MIT
• Vowpal Wabbit (🥈34 · ⭐ 7.9K · 📉) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
• imbalanced-learn (🥇34 · ⭐ 5.8K · 📉) - A Python Package to Tackle the Curse of Imbalanced.. MIT
• Nilearn (🥈34 · ⭐ 830 · 📉) - Machine learning for NeuroImaging in Python. BSD-3
• yfinance (🥇33 · ⭐ 7K · 📉) - Download market data from Yahoo! Finances API. Apache-2
• numexpr (🥈33 · ⭐ 1.8K · 📉) - Fast numerical array expression evaluator for Python, NumPy,.. MIT

📈 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 (🥇44 · ⭐ 20K · 📈) - An open source framework that provides a simple, universal API for.. Apache-2
• jax (🥇43 · ⭐ 17K · 📈) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
• gensim (🥇41 · ⭐ 13K · 📈) - Topic Modelling for Humans. ❗️LGPL-2.1
• imageio (🥇37 · ⭐ 1K · 📈) - Python library for reading and writing image data. BSD-2
• ChatterBot (🥇36 · ⭐ 12K · 💤) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
• Rasterio (🥇36 · ⭐ 1.7K · 📈) - Rasterio reads and writes geospatial raster datasets. BSD-3
• dgl (🥇35 · ⭐ 9.4K · 📈) - Python package built to ease deep learning on graph, on top of.. Apache-2
• geopy (🥈34 · ⭐ 3.6K · 💤) - Geocoding library for Python. MIT
• recmetrics (🥉20 · ⭐ 380 · 📈) - A library of metrics for evaluating recommender systems. MIT
• AutoGL (🥉18 · ⭐ 780 · 📈) - An autoML framework & toolkit for machine learning on graphs. 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.

• PyTorch Geometric (🥇36 · ⭐ 14K · 📉) - Graph Neural Network Library for PyTorch. MIT
• PaddleOCR (🥇35 · ⭐ 20K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
• horovod (🥇35 · ⭐ 12K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
• Vowpal Wabbit (🥈35 · ⭐ 7.9K · 📉) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
• GeoPandas (🥈35 · ⭐ 3.1K · 📉) - Python tools for geographic data. BSD-3
• spark-nlp (🥇35 · ⭐ 2.7K · 📉) - State of the Art Natural Language Processing. Apache-2
• ART (🥇33 · ⭐ 2.9K · 📉) - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning.. MIT
• torchaudio (🥇33 · ⭐ 1.6K · 📉) - Data manipulation and transformation for audio signal.. BSD-2
• scikit-opt (🥈25 · ⭐ 3.1K · 📉) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
• DeepSpeech (🥉22 · ⭐ 18K · 💤) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0

📈 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

📈 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

📈 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 · ⭐ 7.7K · ➕) - A small set of Python functions to draw pretty maps from.. ❗️AGPL-3.0
• pytorchviz (🥉18 · ⭐ 2.1K · 💤) - A small package to create visualizations of PyTorch execution.. MIT
• FinQuant (🥉18 · ⭐ 720 · 💀) - A program for financial portfolio management, analysis and.. MIT
• parallelformers (🥉18 · ⭐ 440 · ➕) - Parallelformers: An Efficient Model Parallelization.. Apache-2
• equinox (🥇18 · ⭐ 260 · ➕) - Callable PyTrees and filtered JIT/grad transformations =.. Apache-2
• scenic (🥉17 · ⭐ 720 · ➕) - Scenic: A Jax Library for Computer Vision Research and Beyond. Apache-2
• mesh-transformer-jax (🥉16 · ⭐ 3.8K · ➕) - Model parallel transformers in JAX and Haiku. Apache-2
• ptgnn (🥉16 · ⭐ 300 · ➕) - A PyTorch Graph Neural Network Library. MIT
• NeuralCompression (🥉16 · ⭐ 240 · ➕) - A collection of tools for neural compression enthusiasts. MIT
• upgini (🥉15 · ⭐ 21 · 🐣) - Automated feature discovery & enrichment library automatically find.. BSD-3
• GraphGym (🥉14 · ⭐ 880 · ➕) - Platform for designing and evaluating Graph Neural Networks (GNN). MIT
• caliban (🥉14 · ⭐ 410 · 💀) - Research workflows made easy, locally and in the Cloud. Apache-2
• HugsVision (🥉14 · ⭐ 140 · 🐣) - HugsVision is a easy to use huggingface wrapper for state-of-.. MIT huggingface
• datajob (🥉14 · ⭐ 83 · ➕) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
• rliable (🥉11 · ⭐ 310 · 🐣) - Library for reliable evaluation on RL and ML benchmarks, as.. Apache-2
• jaxdf (🥉8 · ⭐ 43 · 🐣) - A JAX-based research framework for writing differentiable.. ❗️LGPL-3.0
• pyrtfolio (🥉7 · ⭐ 100 · 💀) - Python package to generate stock portfolios. ❗️GPL-3.0

📈 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

📈 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

📈 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

📈 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

📈 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