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

Update: 2025.03.06

06 Mar 15:26
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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.

  • 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

27 Feb 15:19
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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.

  • 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

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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.

  • 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

20 Feb 15:38
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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 (🥇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

13 Feb 15:51
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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.

  • 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

06 Feb 16:03
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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.

  • 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

Update: 2025.01.30

30 Jan 20:08
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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.

  • Altair (🥇43 · ⭐ 9.5K · 📈) - Declarative visualization library for Python. BSD-3
  • Seaborn (🥇42 · ⭐ 13K · 📈) - Statistical data visualization in Python. BSD-3
  • CuPy (🥇39 · ⭐ 9.7K · 📈) - NumPy & SciPy for GPU. MIT
  • FiftyOne (🥈38 · ⭐ 9.1K · 📈) - Visualize, create, and debug image and video datasets.. Apache-2
  • AllenNLP (🥈36 · ⭐ 12K · 💀) - An open-source NLP research library, built on PyTorch. Apache-2
  • spleeter (🥈33 · ⭐ 26K · 📈) - Deezer source separation library including pretrained models. MIT
  • pyvips (🥉25 · ⭐ 670 · 📈) - python binding for libvips using cffi. MIT
  • pandas-ai (🥉24 · ⭐ 14K · 📈) - Chat with your database (SQL, CSV, pandas, polars,.. ❗Unlicensed
  • featurewiz (🥉23 · ⭐ 600 · 📈) - Use advanced feature engineering strategies and select best.. Apache-2
  • Auto ViML (🥉23 · ⭐ 530 · 📈) - Automatically Build Multiple ML Models with a Single Line of.. 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.

  • Pillow (🥇44 · ⭐ 12K · 📉) - Python Imaging Library (Fork). ❗️PIL
  • Bokeh (🥇41 · ⭐ 20K · 📉) - Interactive Data Visualization in the browser, from Python. BSD-3
  • Albumentations (🥇38 · ⭐ 15K · 📉) - Fast and flexible image augmentation library. Paper.. MIT
  • flair (🥇38 · ⭐ 14K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
  • Tokenizers (🥇37 · ⭐ 9.3K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
  • Rasa (🥈36 · ⭐ 19K · 📉) - Open source machine learning framework to automate text- and.. Apache-2
  • fairseq (🥈34 · ⭐ 31K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
  • pandas-profiling (🥈34 · ⭐ 13K · 📉) - 1 Line of code data quality profiling & exploratory.. MIT
  • InsightFace (🥈33 · ⭐ 24K · 📉) - State-of-the-art 2D and 3D Face Analysis Project. MIT
  • missingno (🥉25 · ⭐ 4K · 💀) - Missing data visualization module for Python. MIT

Update: 2025.01.23

23 Jan 15:24
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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 (🥇43 · ⭐ 14K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • sktime (🥇40 · ⭐ 8.1K · 📈) - A unified framework for machine learning with time series. BSD-3
  • TextBlob (🥇38 · ⭐ 9.2K · 📈) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT
  • pyecharts (🥈37 · ⭐ 15K · 📈) - Python Echarts Plotting Library. MIT
  • VisPy (🥈33 · ⭐ 3.4K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3
  • Backtesting.py (🥈28 · ⭐ 5.8K · 📈) - Backtest trading strategies in Python. ❗️AGPL-3.0
  • Facets Overview (🥉27 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
  • TreeInterpreter (🥉23 · ⭐ 750 · 💀) - Package for interpreting scikit-learns decision tree.. BSD-3
  • fairness-indicators (🥉21 · ⭐ 340 · 📈) - Tensorflows Fairness Evaluation and Visualization.. Apache-2
  • nptsne (🥉13 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. 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 (🥇45 · ⭐ 31K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • spaCy (🥇43 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • Fastai (🥈39 · ⭐ 27K · 📉) - The fastai deep learning library. Apache-2
  • PyFlink (🥈39 · ⭐ 24K · 📉) - Apache Flink Python API. Apache-2
  • folium (🥇39 · ⭐ 7K · 📉) - Python Data. Leaflet.js Maps. MIT
  • FiftyOne (🥈37 · ⭐ 9.1K · 📉) - Visualize, create, and debug image and video datasets.. Apache-2
  • imgaug (🥈35 · ⭐ 14K · 💀) - Image augmentation for machine learning experiments. MIT
  • pyproj (🥈35 · ⭐ 1.1K · 📉) - Python interface to PROJ (cartographic projections and coordinate.. MIT
  • CuPy (🥈27 · ⭐ 9.5K · 📉) - NumPy & SciPy for GPU. MIT
  • minisom (🥉25 · ⭐ 1.5K · 📉) - MiniSom is a minimalistic implementation of the Self.. ❗️CC-BY-3.0

Update: 2025.01.16

16 Jan 16:10
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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.

  • networkx (🥇45 · ⭐ 15K · 📈) - Network Analysis in Python. BSD-3
  • spaCy (🥇44 · ⭐ 31K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • litellm (🥇44 · ⭐ 16K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
  • yfinance (🥇42 · ⭐ 15K · 📈) - Download market data from Yahoo! Finances API. Apache-2
  • MoviePy (🥇42 · ⭐ 13K · 📈) - Video editing with Python. MIT
  • PyTorch Geometric (🥇40 · ⭐ 22K · 📈) - Graph Neural Network Library for PyTorch. MIT
  • Rasa (🥇39 · ⭐ 19K · 📈) - Open source machine learning framework to automate text- and.. Apache-2
  • FiftyOne (🥈38 · ⭐ 9.1K · 📈) - Visualize, create, and debug image and video datasets.. Apache-2
  • fairseq (🥇37 · ⭐ 31K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
  • prettymaps (🥉25 · ⭐ 11K · 📈) - A small set of Python functions to draw pretty maps from.. ❗️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.

  • LightGBM (🥈41 · ⭐ 17K · 📉) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT
  • PyVista (🥈37 · ⭐ 2.9K · 📉) - 3D plotting and mesh analysis through a streamlined interface.. MIT
  • HoloViews (🥈36 · ⭐ 2.7K · 📉) - With Holoviews, your data visualizes itself. BSD-3
  • plotnine (🥈35 · ⭐ 4.1K · 📉) - A Grammar of Graphics for Python. MIT
  • PaddleSeg (🥈33 · ⭐ 8.8K · 📉) - Easy-to-use image segmentation library with awesome pre-.. Apache-2
  • pyecharts (🥈32 · ⭐ 15K · 📉) - Python Echarts Plotting Library. MIT
  • AutoKeras (🥈31 · ⭐ 9.2K · 📉) - AutoML library for deep learning. Apache-2
  • ml-metadata (🥉25 · ⭐ 630 · 📉) - For recording and retrieving metadata associated with ML.. Apache-2
  • Facets Overview (🥉23 · ⭐ 7.4K · 💀) - Visualizations for machine learning datasets. Apache-2
  • nptsne (🥉11 · ⭐ 32 · 💀) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

Update: 2025.01.09

09 Jan 15:36
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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.

  • Matplotlib (🥇49 · ⭐ 21K · 📈) - matplotlib: plotting with Python. ❗Unlicensed
  • pydeck (🥇43 · ⭐ 12K · 📈) - WebGL2 powered visualization framework. MIT
  • TensorFlow Datasets (🥇39 · ⭐ 4.3K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2
  • Nilearn (🥇39 · ⭐ 1.2K · 📈) - Machine learning for NeuroImaging in Python. BSD-3
  • ChatterBot (🥈36 · ⭐ 14K · 📈) - ChatterBot is a machine learning, conversational dialog engine.. BSD-3
  • snowballstemmer (🥈31 · ⭐ 770 · 📈) - Snowball compiler and stemming algorithms. BSD-3
  • Essentia (🥉29 · ⭐ 2.9K · 📈) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
  • livelossplot (🥉28 · ⭐ 1.3K · 📈) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
  • knockknock (🥉27 · ⭐ 2.8K · 💀) - Knock Knock: Get notified when your training ends with only two.. MIT
  • Saliency (🥉22 · ⭐ 960 · 💤) - Framework-agnostic implementation for state-of-the-art.. 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.

  • XGBoost (🥇45 · ⭐ 26K · 📉) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT.. Apache-2
  • spaCy (🥇43 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • Tensorboard (🥇42 · ⭐ 6.8K · 📉) - TensorFlows Visualization Toolkit. Apache-2
  • SageMaker SDK (🥈40 · ⭐ 2.1K · 📉) - A library for training and deploying machine learning.. Apache-2
  • PyTorch Geometric (🥇39 · ⭐ 22K · 📉) - Graph Neural Network Library for PyTorch. MIT
  • Kornia (🥈37 · ⭐ 10K · 📉) - Geometric Computer Vision Library for Spatial AI. Apache-2
  • imageio (🥈37 · ⭐ 1.5K · 📉) - Python library for reading and writing image data. BSD-2
  • PennyLane (🥇36 · ⭐ 2.4K · 📉) - PennyLane is a cross-platform Python library for quantum.. Apache-2
  • PySyft (🥇34 · ⭐ 9.6K · 📉) - Perform data science on data that remains in someone elses.. Apache-2
  • shapash (🥈29 · ⭐ 2.8K · 📉) - Shapash: User-friendly Explainability and Interpretability.. Apache-2

Update: 2025.01.02

02 Jan 19:07
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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.

  • PyTorch Geometric (🥇41 · ⭐ 22K · 📈) - Graph Neural Network Library for PyTorch. MIT
  • accelerate (🥇41 · ⭐ 8.1K · 📈) - A simple way to launch, train, and use PyTorch models.. Apache-2
  • jieba (🥇37 · ⭐ 34K · 💀) - Chinese Words Segmentation Utilities. MIT
  • opencv-python (🥈36 · ⭐ 4.6K · 📈) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
  • plotnine (🥈36 · ⭐ 4.1K · 📈) - A Grammar of Graphics for Python. MIT
  • tensorboardX (🥈34 · ⭐ 7.9K · 📈) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
  • jellyfish (🥈34 · ⭐ 2.1K · 📈) - a python library for doing approximate and phonetic matching of.. MIT
  • tensorpack (🥉33 · ⭐ 6.3K · 💀) - A Neural Net Training Interface on TensorFlow, with.. Apache-2
  • Tesseract (🥈33 · ⭐ 5.9K · 📈) - Python-tesseract is an optical character recognition (OCR).. Apache-2
  • USearch (🥈32 · ⭐ 2.4K · 📈) - Fast Open-Source Search & Clustering engine for Vectors &.. 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 (🥇44 · ⭐ 31K · 📉) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • LightGBM (🥈42 · ⭐ 17K · 📉) - A fast, distributed, high performance gradient boosting (GBT, GBDT,.. MIT
  • Catboost (🥈41 · ⭐ 8.2K · 📉) - A fast, scalable, high performance Gradient Boosting on.. Apache-2
  • OpenAI Gym (🥇39 · ⭐ 35K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
  • dgl (🥇35 · ⭐ 14K · 📉) - Python package built to ease deep learning on graph, on top of.. Apache-2
  • Prophet (🥇32 · ⭐ 19K · 📉) - Tool for producing high quality forecasts for time series data that.. MIT
  • kaggle (🥈31 · ⭐ 6.4K · 📉) - Official Kaggle API. Apache-2
  • Essentia (🥉27 · ⭐ 2.9K · 📉) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
  • ivis (🥉19 · ⭐ 330 · 📉) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
  • Saliency (🥉18 · ⭐ 960 · 💤) - Framework-agnostic implementation for state-of-the-art.. Apache-2