Update: 2025.04.10

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• SymPy (🥇49 · ⭐ 14K · 📈) - A computer algebra system written in pure Python. BSD-3
• litellm (🥇44 · ⭐ 21K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
• speechbrain (🥇39 · ⭐ 9.7K · 📈) - A PyTorch-based Speech Toolkit. Apache-2
• haystack (🥇38 · ⭐ 20K · 📈) - AI orchestration framework to build customizable, production-.. Apache-2
• sentencepiece (🥇38 · ⭐ 11K · 📈) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
• ArcGIS API (🥈36 · ⭐ 2K · 📈) - Documentation and samples for ArcGIS API for Python. Apache-2
• horovod (🥈35 · ⭐ 14K · 📈) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
• pycm (🥉28 · ⭐ 1.5K · 📈) - Multi-class confusion matrix library in Python. MIT
• ml-metadata (🥈28 · ⭐ 640 · 📈) - For recording and retrieving metadata associated with ML.. Apache-2
• scikit-tda (🥉17 · ⭐ 540 · 💤) - Topological Data Analysis 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.

• sentence-transformers (🥇43 · ⭐ 16K · 📉) - State-of-the-Art Text Embeddings. Apache-2
• PaddleOCR (🥇41 · ⭐ 48K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
• deepface (🥇39 · ⭐ 19K · 📉) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
• Tokenizers (🥇39 · ⭐ 9.6K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
• dask.distributed (🥇39 · ⭐ 1.6K · 📉) - A distributed task scheduler for Dask. BSD-3
• auto-sklearn (🥈29 · ⭐ 7.8K · 💀) - Automated Machine Learning with scikit-learn. BSD-3
• FARM (🥉24 · ⭐ 1.8K · 💀) - Fast & easy transfer learning for NLP. Harvesting language.. Apache-2
• Explainability 360 (🥉23 · ⭐ 1.7K · 📉) - Interpretability and explainability of data and.. Apache-2
• rrcf (🥉18 · ⭐ 510 · 💀) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
• pytorchviz (🥉14 · ⭐ 3.3K · 📉) - A small package to create visualizations of PyTorch execution.. MIT

Update: 2025.04.03

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• dash (🥇46 · ⭐ 22K · 📈) - Data Apps & Dashboards for Python. No JavaScript Required. MIT
• sentence-transformers (🥇44 · ⭐ 16K · 📈) - State-of-the-Art Text Embeddings. Apache-2
• sktime (🥇41 · ⭐ 8.3K · 📈) - A unified framework for machine learning with time series. BSD-3
• dask.distributed (🥇40 · ⭐ 1.6K · 📈) - A distributed task scheduler for Dask. BSD-3
• InsightFace (🥈38 · ⭐ 25K · 📈) - State-of-the-art 2D and 3D Face Analysis Project. MIT
• haystack (🥈37 · ⭐ 20K · 📈) - AI orchestration framework to build customizable, production-.. Apache-2
• Ignite (🥈35 · ⭐ 4.6K · 📈) - High-level library to help with training and evaluating neural.. BSD-3
• Hail (🥈33 · ⭐ 1K · 📈) - Cloud-native genomic dataframes and batch computing. MIT
• scikit-posthocs (🥉27 · ⭐ 360 · 📈) - Multiple Pairwise Comparisons (Post Hoc) Tests in.. MIT
• TimeSide (🥉21 · ⭐ 380 · 📈) - scalable audio processing framework and server written in.. ❗️AGPL-3.0

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• Ray (🥇47 · ⭐ 36K · 📉) - Ray is an AI compute engine. Ray consists of a core distributed.. Apache-2
• networkx (🥇44 · ⭐ 16K · 📉) - Network Analysis in Python. BSD-3
• StatsModels (🥈44 · ⭐ 11K · 📉) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
• litellm (🥇43 · ⭐ 20K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
• horovod (🥈32 · ⭐ 14K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
• python-soundfile (🥈30 · ⭐ 750 · 📉) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
• VisualDL (🥉26 · ⭐ 4.8K · 📉) - Deep Learning Visualization Toolkit. Apache-2
• pytorchvideo (🥉24 · ⭐ 3.4K · 📉) - A deep learning library for video understanding.. Apache-2
• Objax (🥉19 · ⭐ 770 · 💀) - Objax is a machine learning framework that provides an Object.. Apache-2
• scikit-tda (🥉15 · ⭐ 540 · 💤) - Topological Data Analysis for Python. MIT

Update: 2025.03.27

📈 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.

• Plotly (🥇46 · ⭐ 17K · 📈) - The interactive graphing library for Python. MIT
• OpenAI Gym (🥇41 · ⭐ 36K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
• audiomentations (🥈31 · ⭐ 2K · 📈) - A Python library for audio data augmentation. Useful for.. MIT
• geojson (🥉31 · ⭐ 950 · 📈) - Python bindings and utilities for GeoJSON. BSD-3
• causalml (🥈30 · ⭐ 5.3K · 📈) - Uplift modeling and causal inference with machine learning.. Apache-2
• eli5 (🥈28 · ⭐ 2.8K · 💀) - A library for debugging/inspecting machine learning classifiers and.. MIT
• pytorch_geometric_temporal (🥈28 · ⭐ 2.8K · 📈) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
• SMAC3 (🥈28 · ⭐ 1.1K · 📈) - SMAC3: A Versatile Bayesian Optimization Package for.. ❗️BSD-1-Clause
• SHOGUN (🥉27 · ⭐ 3K · 💀) - Unified and efficient Machine Learning. BSD-3
• ipyexperiments (🥉16 · ⭐ 220 · 💀) - Automatic GPU+CPU memory profiling, re-use and memory.. 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.

• dash (🥇43 · ⭐ 22K · 📉) - Data Apps & Dashboards for Python. No JavaScript Required. MIT
• Optuna (🥇42 · ⭐ 12K · 📉) - A hyperparameter optimization framework. MIT
• PyOD (🥈35 · ⭐ 9K · 📉) - A Python Library for Outlier and Anomaly Detection, Integrating Classical.. BSD-2
• Recommenders (🥇33 · ⭐ 20K · 📉) - Best Practices on Recommendation Systems. MIT
• tensorboardX (🥈33 · ⭐ 7.9K · 📉) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
• patsy (🥇33 · ⭐ 960 · 📉) - Describing statistical models in Python using symbolic formulas. BSD-2
• Hail (🥈31 · ⭐ 1K · 📉) - Cloud-native genomic dataframes and batch computing. MIT
• pytorch_tabular (🥈23 · ⭐ 1.5K · 📉) - A standard framework for modelling Deep Learning.. MIT
• Orion (🥉22 · ⭐ 290 · 💀) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
• TimeSide (🥉19 · ⭐ 380 · 📉) - scalable audio processing framework and server written in.. ❗️AGPL-3.0

Update: 2025.03.20

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• dash (🥇46 · ⭐ 22K · 📈) - Data Apps & Dashboards for Python. No JavaScript Required. MIT
• pytorch-lightning (🥈44 · ⭐ 29K · 📈) - Pretrain, finetune ANY AI model of ANY size on.. Apache-2
• torchvision (🥇42 · ⭐ 17K · 📈) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
• Tensorboard (🥇42 · ⭐ 6.8K · 📈) - TensorFlows Visualization Toolkit. Apache-2
• HoloViews (🥈39 · ⭐ 2.8K · 📈) - With Holoviews, your data visualizes itself. BSD-3
• MXNet (🥈38 · ⭐ 21K · 💀) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• pandas-profiling (🥈37 · ⭐ 13K · 📈) - 1 Line of code data quality profiling & exploratory.. MIT
• GPyOpt (🥈25 · ⭐ 940 · 💀) - Gaussian Process Optimization using GPy. BSD-3
• impyute (🥉21 · ⭐ 360 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
• Auto Tune Models (🥉19 · ⭐ 530 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. 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.

• StatsModels (🥈44 · ⭐ 11K · 📉) - Statsmodels: statistical modeling and econometrics in Python. BSD-3
• Gradio (🥇43 · ⭐ 37K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
• Plotly (🥇41 · ⭐ 17K · 📉) - The interactive graphing library for Python. MIT
• Fastai (🥈40 · ⭐ 27K · 📉) - The fastai deep learning library. Apache-2
• Netron (🥇35 · ⭐ 30K · 📉) - Visualizer for neural network, deep learning and machine.. MIT
• Jina (🥈34 · ⭐ 21K · 📉) - Build multimodal AI applications with cloud-native stack. Apache-2
• causalml (🥉26 · ⭐ 5.3K · 📉) - Uplift modeling and causal inference with machine learning.. Apache-2
• StellarGraph (🥈25 · ⭐ 3K · 💀) - StellarGraph - Machine Learning on Graphs. Apache-2
• SHOGUN (🥉23 · ⭐ 3K · 💀) - Shogun Machine Learning Toolbox runtime environment. BSD-3
• ipyexperiments (🥉13 · ⭐ 210 · 💀) - Automatic GPU+CPU memory profiling, re-use and memory.. Apache-2

Update: 2025.03.13

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• Plotly (🥇46 · ⭐ 17K · 📈) - The interactive graphing library for Python. MIT
• PaddleOCR (🥇42 · ⭐ 47K · 📈) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
• Fastai (🥈41 · ⭐ 27K · 📈) - The fastai deep learning library. Apache-2
• Shapely (🥇41 · ⭐ 4K · 📈) - Manipulation and analysis of geometric objects. BSD-3
• librosa (🥈35 · ⭐ 7.4K · 📈) - Python library for audio and music analysis. ISC
• skforecast (🥈32 · ⭐ 1.3K · 📈) - Time series forecasting with machine learning models. BSD-3
• pingouin (🥈30 · ⭐ 1.7K · 📈) - Statistical package in Python based on Pandas. ❗️GPL-3.0
• ViZDoom (🥇29 · ⭐ 1.8K · 📈) - Reinforcement Learning environments based on the 1993 game Doom. MIT
• scikit-posthocs (🥉26 · ⭐ 360 · 📈) - Multiple Pairwise Comparisons (Post Hoc) Tests in.. MIT
• finmarketpy (🥉25 · ⭐ 3.5K · 📈) - Python library for backtesting trading strategies &.. 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.

• spaCy (🥇43 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
• pytorch-lightning (🥈42 · ⭐ 29K · 📉) - Pretrain, finetune ANY AI model of ANY size on.. Apache-2
• LightGBM (🥈42 · ⭐ 17K · 📉) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT
• MXNet (🥈35 · ⭐ 21K · 💀) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• CuPy (🥉27 · ⭐ 10K · 📉) - NumPy & SciPy for GPU. MIT
• CellProfiler (🥉27 · ⭐ 970 · 📉) - An open-source application for biological image analysis. BSD-3
• GPyOpt (🥉23 · ⭐ 940 · 💀) - Gaussian Process Optimization using GPy. BSD-3
• DeepSpeech (🥉21 · ⭐ 26K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• impyute (🥉19 · ⭐ 360 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
• Auto Tune Models (🥉17 · ⭐ 530 · 💀) - Auto Tune Models - A multi-tenant, multi-data system for.. MIT

➕ Added Projects

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

• effector (🥉17 · ⭐ 72 · ➕) - Effector - a Python package for global and regional effect methods. MIT

Update: 2025.03.06

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• shap (🥇42 · ⭐ 23K · 📈) - A game theoretic approach to explain the output of any machine learning.. MIT
• accelerate (🥇42 · ⭐ 8.4K · 📈) - A simple way to launch, train, and use PyTorch models.. Apache-2
• Fastai (🥈40 · ⭐ 27K · 📈) - The fastai deep learning library. Apache-2
• dlib (🥈40 · ⭐ 14K · 📈) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
• CuPy (🥇39 · ⭐ 10K · 📈) - NumPy & SciPy for GPU. MIT
• PyOD (🥇38 · ⭐ 8.9K · 📈) - A Python Library for Outlier and Anomaly Detection, Integrating.. BSD-2
• imageio (🥈38 · ⭐ 1.6K · 📈) - Python library for reading and writing image data. BSD-2
• cartopy (🥈35 · ⭐ 1.5K · 📈) - Cartopy - a cartographic python library with matplotlib support. BSD-3
• quinn (🥉27 · ⭐ 670 · 📈) - pyspark methods to enhance developer productivity. Apache-2
• prettymaps (🥉26 · ⭐ 12K · 📈) - Draw pretty maps from OpenStreetMap data! Built with osmnx.. ❗️AGPL-3.0

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• SymPy (🥇48 · ⭐ 13K · 📉) - A computer algebra system written in pure Python. BSD-3
• Keras (🥇47 · ⭐ 63K · 📉) - Deep Learning for humans. Apache-2
• PaddlePaddle (🥈44 · ⭐ 23K · 📉) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
• pandas-profiling (🥈34 · ⭐ 13K · 📉) - 1 Line of code data quality profiling & exploratory.. MIT
• pingouin (🥉28 · ⭐ 1.7K · 📉) - Statistical package in Python based on Pandas. ❗️GPL-3.0
• scikit-posthocs (🥉24 · ⭐ 360 · 📉) - Multiple Pairwise Comparisons (Post Hoc) Tests in.. MIT
• Image Deduplicator (🥉23 · ⭐ 5.3K · 📉) - Finding duplicate images made easy!. Apache-2
• DeepVariant (🥉23 · ⭐ 3.3K · 📉) - DeepVariant is an analysis pipeline that uses a deep.. BSD-3
• kubric (🥉22 · ⭐ 2.4K · 📉) - A data generation pipeline for creating semi-realistic synthetic.. Apache-2
• vega (🥉21 · ⭐ 380 · 📉) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3

Update: 2025.02.27

📈 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.

• deepface (🥇40 · ⭐ 18K · 📈) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
• dlib (🥈39 · ⭐ 14K · 📈) - A toolkit for making real world machine learning and data analysis.. ❗️BSL-1.0
• FiftyOne (🥈39 · ⭐ 9.2K · 📈) - Visualize, create, and debug image and video datasets.. Apache-2
• PyQtGraph (🥈37 · ⭐ 4K · 📈) - Fast data visualization and GUI tools for scientific / engineering.. MIT
• Metaflow (🥈36 · ⭐ 8.6K · 📈) - Build, Deploy and Manage AI/ML Systems. Apache-2
• avalanche (🥈29 · ⭐ 1.8K · 📈) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT
• RecBole (🥈27 · ⭐ 3.6K · 📈) - A unified, comprehensive and efficient recommendation library. MIT
• minisom (🥉27 · ⭐ 1.5K · 📈) - MiniSom is a minimalistic implementation of the Self.. ❗️CC-BY-3.0
• Explainability 360 (🥈26 · ⭐ 1.7K · 📈) - Interpretability and explainability of data and.. Apache-2
• modelkit (🥉19 · ⭐ 150 · 💤) - Toolkit for developing and maintaining ML models. 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.

• Plotly (🥇45 · ⭐ 17K · 📉) - The interactive graphing library for Python. MIT
• flair (🥇40 · ⭐ 14K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
• glfw (🥈36 · ⭐ 14K · 📉) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input. ❗️Zlib
• cartopy (🥈34 · ⭐ 1.5K · 📉) - Cartopy - a cartographic python library with matplotlib support. BSD-3
• nevergrad (🥈32 · ⭐ 4K · 📉) - A Python toolbox for performing gradient-free optimization. MIT
• torchtext (🥈32 · ⭐ 3.5K · 📉) - Models, data loaders and abstractions for language.. BSD-3
• Pythran (🥈32 · ⭐ 2K · 📉) - Ahead of Time compiler for numeric kernels. BSD-3
• BigDL (🥈31 · ⭐ 7.3K · 📉) - Accelerate local LLM inference and finetuning (LLaMA, Mistral,.. Apache-2
• River (🥈31 · ⭐ 5.2K · 📉) - Online machine learning in Python. BSD-3
• dask-ml (🥈29 · ⭐ 920 · 📉) - Scalable Machine Learning with Dask. BSD-3

Update: 2025.02.20

📈 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 · ⭐ 14K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
• LightGBM (🥈43 · ⭐ 17K · 📈) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT
• PyTorch Geometric (🥇41 · ⭐ 22K · 📈) - Graph Neural Network Library for PyTorch. MIT
• deepface (🥇39 · ⭐ 18K · 📈) - A Lightweight Face Recognition and Facial Attribute Analysis (Age,.. MIT
• OCRmyPDF (🥇38 · ⭐ 18K · 📈) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing.. MPL-2.0
• PyOD (🥇37 · ⭐ 8.9K · 📈) - A Python Library for Outlier and Anomaly Detection, Integrating.. BSD-2
• haystack (🥈36 · ⭐ 19K · 📈) - AI orchestration framework to build customizable, production-.. Apache-2
• torchdiffeq (🥇32 · ⭐ 5.8K · 📈) - Differentiable ODE solvers with full GPU support and.. MIT
• PaddleDetection (🥈30 · ⭐ 13K · 📈) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
• Julius (🥉23 · ⭐ 440 · 📈) - Fast PyTorch based DSP for audio and 1D signals. 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.

• MoviePy (🥇42 · ⭐ 13K · 📉) - Video editing with Python. MIT
• Altair (🥇42 · ⭐ 9.6K · 📉) - Declarative visualization library for Python. BSD-3
• SageMaker SDK (🥈40 · ⭐ 2.1K · 📉) - A library for training and deploying machine learning.. Apache-2
• imageio (🥈37 · ⭐ 1.6K · 📉) - Python library for reading and writing image data. BSD-2
• PySyft (🥇36 · ⭐ 9.6K · 📉) - Perform data science on data that remains in someone elses.. Apache-2
• einops (🥈36 · ⭐ 8.7K · 📉) - Flexible and powerful tensor operations for readable and reliable code.. MIT
• Fiona (🥈35 · ⭐ 1.2K · 📉) - Fiona reads and writes geographic data files. BSD-3
• NIPYPE (🥈35 · ⭐ 760 · 📉) - Workflows and interfaces for neuroimaging packages. Apache-2
• DEAP (🥈34 · ⭐ 6K · 📉) - Distributed Evolutionary Algorithms in Python. ❗️LGPL-3.0
• TabPy (🥉26 · ⭐ 1.6K · 📉) - Execute Python code on the fly and display results in Tableau.. MIT

Update: 2025.02.13

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• ChatterBot (🥇38 · ⭐ 14K · 📈) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
• PySyft (🥇37 · ⭐ 9.6K · 📈) - Perform data science on data that remains in someone elses.. Apache-2
• einops (🥈37 · ⭐ 8.7K · 📈) - Flexible and powerful tensor operations for readable and reliable code.. MIT
• tesserocr (🥈31 · ⭐ 2.1K · 📈) - A Python wrapper for the tesseract-ocr API. MIT
• dask-ml (🥈30 · ⭐ 920 · 📈) - Scalable Machine Learning with Dask. BSD-3
• sacred (🥈29 · ⭐ 4.3K · 📈) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
• pytorch_geometric_temporal (🥈26 · ⭐ 2.7K · 📈) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
• Pytorch Toolbelt (🥈26 · ⭐ 1.5K · 📈) - PyTorch extensions for fast R&D prototyping and.. MIT
• MedPy (🥉23 · ⭐ 580 · 💤) - Medical image processing in Python. ❗️GPL-3.0
• tick (🥉21 · ⭐ 500 · 💀) - Module for statistical learning, with a particular emphasis on time-.. 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.

• Rasterio (🥈36 · ⭐ 2.3K · 📉) - Rasterio reads and writes geospatial raster datasets. BSD-3
• DeepChem (🥈34 · ⭐ 5.7K · 📉) - Democratizing Deep-Learning for Drug Discovery, Quantum.. MIT
• Captum (🥇33 · ⭐ 5.1K · 📉) - Model interpretability and understanding for PyTorch. BSD-3
• snakemake (🥈33 · ⭐ 2.4K · 📉) - This is the development home of the workflow management system.. MIT
• tensorly (🥈32 · ⭐ 1.6K · 📉) - TensorLy: Tensor Learning in Python. BSD-2
• vit-pytorch (🥈31 · ⭐ 22K · 📉) - Implementation of Vision Transformer, a simple way to.. MIT
• pyopencl (🥈30 · ⭐ 1.1K · 📉) - OpenCL integration for Python, plus shiny features. MIT
• CNTK (🥉29 · ⭐ 18K · 💀) - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit. MIT
• dstack (🥈29 · ⭐ 1.7K · 📉) - dstack is a lightweight, open-source alternative to Kubernetes &.. MPL-2.0
• PaddleDetection (🥉28 · ⭐ 13K · 📉) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2

Update: 2025.02.06

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• Pillow (🥇48 · ⭐ 13K · 📈) - Python Imaging Library (Fork). ❗️PIL
• Bokeh (🥇45 · ⭐ 20K · 📈) - Interactive Data Visualization in the browser, from Python. BSD-3
• Albumentations (🥇41 · ⭐ 15K · 📈) - Fast and flexible image augmentation library. Paper.. MIT
• flair (🥇41 · ⭐ 14K · 📈) - A very simple framework for state-of-the-art Natural Language.. MIT
• Tokenizers (🥇40 · ⭐ 9.3K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
• Rasa (🥇39 · ⭐ 19K · 📈) - Open source machine learning framework to automate text- and.. Apache-2
• fairseq (🥇37 · ⭐ 31K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• pandas-profiling (🥈37 · ⭐ 13K · 📈) - 1 Line of code data quality profiling & exploratory.. MIT
• HoloViews (🥈37 · ⭐ 2.7K · 📈) - With Holoviews, your data visualizes itself. BSD-3
• missingno (🥉29 · ⭐ 4K · 💀) - Missing data visualization module 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.

• Gradio (🥇43 · ⭐ 36K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
• Vowpal Wabbit (🥉32 · ⭐ 8.5K · 📉) - Vowpal Wabbit is a machine learning system which pushes the.. BSD-3
• UMAP (🥈32 · ⭐ 7.6K · 📉) - Uniform Manifold Approximation and Projection. BSD-3
• DeepPavlov (🥈29 · ⭐ 6.8K · 📉) - An open source library for deep learning end-to-end.. Apache-2
• sacred (🥉27 · ⭐ 4.3K · 📉) - Sacred is a tool to help you configure, organize, log and reproduce.. MIT
• lazypredict (🥈27 · ⭐ 3.1K · 📉) - Lazy Predict help build a lot of basic models without much.. MIT
• Neural Network Libraries (🥉26 · ⭐ 2.7K · 📉) - Neural Network Libraries. Apache-2
• openTSNE (🥉26 · ⭐ 1.5K · 📉) - Extensible, parallel implementations of t-SNE. BSD-3
• MedPy (🥉21 · ⭐ 580 · 💤) - Medical image processing in Python. ❗️GPL-3.0
• tick (🥉18 · ⭐ 500 · 💀) - Module for statistical learning, with a particular emphasis on time-.. BSD-3

➕ Added Projects

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

• pyclugen (🥇10 · ⭐ 7 · ➕) - Multidimensional cluster generation in Python. MIT