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

Update: 2024.11.14

14 Nov 16:02
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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.

  • litellm (🥇44 · ⭐ 14K · 📈) - 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
  • gensim (🥇40 · ⭐ 16K · 📈) - Topic Modelling for Humans. ❗️LGPL-2.1
  • CuPy (🥇39 · ⭐ 9.5K · 📈) - NumPy & SciPy for GPU. MIT
  • tensorflow-probability (🥇37 · ⭐ 4.3K · 📈) - Probabilistic reasoning and statistical analysis in.. Apache-2
  • carla (🥇36 · ⭐ 11K · 📈) - Open-source simulator for autonomous driving research. MIT
  • Metaflow (🥈36 · ⭐ 8.2K · 📈) - Open Source Platform for developing, scaling and deploying.. Apache-2
  • wordcloud (🥈34 · ⭐ 10K · 📈) - A little word cloud generator in Python. MIT
  • patsy (🥇34 · ⭐ 950 · 📈) - Describing statistical models in Python using symbolic formulas. BSD-2
  • TextBox (🥉17 · ⭐ 1.1K · 💀) - TextBox 2.0 is a text generation library with pre-trained language.. 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.

  • PySpark (🥈44 · ⭐ 40K · 📉) - Apache Spark Python API. Apache-2
  • nltk (🥇44 · ⭐ 14K · 📉) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • shap (🥇42 · ⭐ 23K · 📉) - A game theoretic approach to explain the output of any machine learning.. MIT
  • torchvision (🥇41 · ⭐ 16K · 📉) - Datasets, Transforms and Models specific to Computer Vision. BSD-3
  • OpenAI Gym (🥇40 · ⭐ 35K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
  • imageio (🥈37 · ⭐ 1.5K · 📉) - Python library for reading and writing image data. BSD-2
  • DeepSpeech (🥈34 · ⭐ 25K · 💀) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
  • Pillow-SIMD (🥉25 · ⭐ 2.2K · 📉) - The friendly PIL fork. ❗️PIL
  • ivis (🥉22 · ⭐ 330 · 📉) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
  • fastT5 (🥉15 · ⭐ 560 · 💀) - boost inference speed of T5 models by 5x & reduce the model size.. Apache-2

Update: 2024.11.07

07 Nov 17:19
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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.

  • Gradio (🥇44 · ⭐ 34K · 📈) - Wrap UIs around any model, share with anyone. Apache-2
  • pyecharts (🥈38 · ⭐ 15K · 📈) - Python Echarts Plotting Library. MIT
  • PennyLane (🥇37 · ⭐ 2.3K · 📈) - PennyLane is a cross-platform Python library for quantum.. Apache-2
  • Nilearn (🥇37 · ⭐ 1.2K · 📈) - Machine learning for NeuroImaging in Python. BSD-3
  • AutoGluon (🥇36 · ⭐ 8K · 📈) - Fast and Accurate ML in 3 Lines of Code. Apache-2
  • NIPYPE (🥈36 · ⭐ 750 · 📈) - Workflows and interfaces for neuroimaging packages. Apache-2
  • PML (🥇34 · ⭐ 6K · 📈) - The easiest way to use deep metric learning in your application... MIT
  • MLxtend (🥇34 · ⭐ 4.9K · 📈) - A library of extension and helper modules for Pythons data.. BSD-3
  • skforecast (🥈31 · ⭐ 1.1K · 📈) - Time series forecasting with machine learning models. BSD-3
  • lazypredict (🥈30 · ⭐ 3K · 📈) - Lazy Predict help build a lot of basic models without much.. 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.

  • Seaborn (🥇41 · ⭐ 13K · 📉) - Statistical data visualization in Python. BSD-3
  • MoviePy (🥈37 · ⭐ 13K · 📉) - Video editing with Python. MIT
  • jieba (🥇36 · ⭐ 33K · 💀) - Chinese Words Segmentation Utilities. MIT
  • MMDetection (🥈36 · ⭐ 30K · 💤) - OpenMMLab Detection Toolbox and Benchmark. Apache-2
  • CuPy (🥈27 · ⭐ 8.1K · 📉) - NumPy & SciPy for GPU. MIT
  • CLTK (🥉27 · ⭐ 840 · 📉) - The Classical Language Toolkit. MIT
  • pygal (🥈26 · ⭐ 2.7K · 📉) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
  • miceforest (🥈22 · ⭐ 350 · 📉) - Multiple Imputation with LightGBM in Python. MIT
  • pycls (🥉18 · ⭐ 2.1K · 💀) - Codebase for Image Classification Research, written in PyTorch. MIT
  • Auto TS (🥉18 · ⭐ 730 · 📉) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost.. Apache-2

➕ Added Projects

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

Update: 2024.10.31

01 Nov 06:41
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • scikit-learn (🥇53 · ⭐ 60K · 📈) - scikit-learn: machine learning in Python. BSD-3
  • litellm (🥇43 · ⭐ 13K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
  • spark-nlp (🥇36 · ⭐ 3.9K · 📈) - State of the Art Natural Language Processing. Apache-2
  • ftfy (🥈34 · ⭐ 3.8K · 📈) - Fixes mojibake and other glitches in Unicode text, after the fact. Apache-2
  • Lifelines (🥈34 · ⭐ 2.4K · 📈) - Survival analysis in Python. MIT
  • ipyparallel (🥈30 · ⭐ 2.6K · 📈) - IPython Parallel: Interactive Parallel Computing in.. ❗Unlicensed
  • avalanche (🥈29 · ⭐ 1.8K · 📈) - Avalanche: an End-to-End Library for Continual Learning based on.. MIT
  • ml-metadata (🥉28 · ⭐ 620 · 📈) - For recording and retrieving metadata associated with ML.. Apache-2
  • tensorflow-graphics (🥉26 · ⭐ 2.7K · 📈) - TensorFlow Graphics: Differentiable Graphics Layers.. Apache-2
  • celer (🥉21 · ⭐ 200 · 📈) - Fast solver for L1-type problems: Lasso, sparse Logisitic.. 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.

  • Gradio (🥇43 · ⭐ 34K · 📉) - Wrap UIs around any model, share with anyone. Apache-2
  • pytorch-lightning (🥈43 · ⭐ 28K · 📉) - Pretrain, finetune ANY AI model of ANY size on.. Apache-2
  • scikit-image (🥇42 · ⭐ 6.1K · 📉) - Image processing in Python. ❗Unlicensed
  • Jina (🥈37 · ⭐ 21K · 📉) - Build multimodal AI applications with cloud-native stack. Apache-2
  • sentencepiece (🥇37 · ⭐ 10K · 📉) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2
  • PyVista (🥈37 · ⭐ 2.7K · 📉) - 3D plotting and mesh analysis through a streamlined interface.. MIT
  • Recommenders (🥇34 · ⭐ 19K · 📉) - Best Practices on Recommendation Systems. MIT
  • ColossalAI (🥈33 · ⭐ 39K · 📉) - Making large AI models cheaper, faster and more accessible. Apache-2
  • FATE (🥉24 · ⭐ 5.7K · 📉) - An Industrial Grade Federated Learning Framework. Apache-2
  • launchpad (🥉19 · ⭐ 310 · 💀) - Launchpad is a library that simplifies writing.. Apache-2

Update: 2024.10.24

24 Oct 16:27
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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.

  • Core ML Tools (🥈36 · ⭐ 4.4K · 📈) - Core ML tools contain supporting tools for Core ML model.. BSD-3
  • optimum (🥇36 · ⭐ 2.5K · 📈) - Accelerate training and inference of Transformers and Diffusers.. Apache-2
  • cartopy (🥈36 · ⭐ 1.4K · 📈) - Cartopy - a cartographic python library with matplotlib support. BSD-3
  • SpeechRecognition (🥇35 · ⭐ 8.4K · 📈) - Speech recognition module for Python, supporting.. BSD-3
  • causalml (🥈31 · ⭐ 5.1K · 📈) - Uplift modeling and causal inference with machine learning.. Apache-2
  • LIT (🥈28 · ⭐ 3.5K · 📈) - The Learning Interpretability Tool: Interactively analyze ML models.. Apache-2
  • pycm (🥈28 · ⭐ 1.4K · 📈) - Multi-class confusion matrix library in Python. MIT
  • tinytag (🥉28 · ⭐ 700 · 📈) - Python library for reading audio file metadata. MIT
  • Chartify (🥉27 · ⭐ 3.5K · 📈) - Python library that makes it easy for data scientists to create.. Apache-2
  • Pytorch Toolbelt (🥉24 · ⭐ 1.5K · 📈) - PyTorch extensions for fast R&D prototyping and.. MIT

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

  • PyTorch (🥇55 · ⭐ 83K · 📉) - Tensors and Dynamic neural networks in Python with strong GPU.. BSD-3
  • PaddleOCR (🥇40 · ⭐ 44K · 📉) - Awesome multilingual OCR toolkits based on PaddlePaddle.. Apache-2
  • gensim (🥇39 · ⭐ 16K · 📉) - Topic Modelling for Humans. ❗️LGPL-2.1
  • flair (🥇38 · ⭐ 14K · 📉) - A very simple framework for state-of-the-art Natural Language.. MIT
  • dgl (🥇38 · ⭐ 13K · 📉) - Python package built to ease deep learning on graph, on top of.. Apache-2
  • EasyOCR (🥇35 · ⭐ 24K · 📉) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
  • spark-nlp (🥈35 · ⭐ 3.9K · 📉) - State of the Art Natural Language Processing. Apache-2
  • VisPy (🥈34 · ⭐ 3.3K · 📉) - High-performance interactive 2D/3D data visualization library. BSD-3
  • PML (🥇32 · ⭐ 6K · 📉) - The easiest way to use deep metric learning in your application... MIT
  • pomegranate (🥉27 · ⭐ 3.4K · 📉) - Fast, flexible and easy to use probabilistic modelling in Python. MIT

Update: 2024.10.10

10 Oct 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.

  • VisPy (🥈36 · ⭐ 3.3K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3
  • NIPYPE (🥈35 · ⭐ 750 · 📈) - Workflows and interfaces for neuroimaging packages. Apache-2
  • pygraphistry (🥈32 · ⭐ 2.1K · 📈) - PyGraphistry is a Python library to quickly load,.. BSD-3
  • mtcnn (🥈29 · ⭐ 2.2K · 📈) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
  • pyRiemann (🥉27 · ⭐ 630 · 📈) - Machine learning for multivariate data through the.. BSD-3
  • NIPY (🥉27 · ⭐ 380 · 📈) - Neuroimaging in Python FMRI analysis package. ❗Unlicensed
  • scikit-posthocs (🥉26 · ⭐ 340 · 📈) - Multiple Pairwise Comparisons (Post Hoc) Tests in.. MIT
  • PARL (🥉25 · ⭐ 3.3K · 📈) - A high-performance distributed training framework for.. Apache-2
  • Quantus (🥉21 · ⭐ 540 · 📈) - Quantus is an eXplainable AI toolkit for responsible evaluation.. ❗️GPL-3.0
  • DeepNeuro (🥉15 · ⭐ 120 · 💀) - A deep learning python package for neuroimaging data. Made by:. 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.

  • PaddlePaddle (🥇45 · ⭐ 22K · 📉) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
  • PySpark (🥈44 · ⭐ 39K · 📉) - Apache Spark Python API. Apache-2
  • litellm (🥇42 · ⭐ 13K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
  • sentence-transformers (🥇40 · ⭐ 15K · 📉) - State-of-the-Art Text Embeddings. Apache-2
  • Shapely (🥇40 · ⭐ 3.9K · 📉) - Manipulation and analysis of geometric objects. BSD-3
  • PyCaret (🥈36 · ⭐ 8.9K · 📉) - An open-source, low-code machine learning library in Python. MIT
  • horovod (🥈35 · ⭐ 14K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
  • PyOD (🥇35 · ⭐ 8.5K · 📉) - A Python Library for Outlier and Anomaly Detection, Integrating.. BSD-2
  • imbalanced-learn (🥇33 · ⭐ 6.8K · 📉) - A Python Package to Tackle the Curse of Imbalanced.. MIT
  • cleanlab (🥈31 · ⭐ 9.6K · 📉) - The standard data-centric AI package for data quality and.. ❗️AGPL-3.0

Update: 2024.10.03

03 Oct 18:54
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • XGBoost (🥇46 · ⭐ 26K · 📈) - Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT.. Apache-2
  • PySpark (🥇45 · ⭐ 39K · 📈) - Apache Spark Python API. Apache-2
  • spaCy (🥇45 · ⭐ 30K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • Prophet (🥇35 · ⭐ 18K · 📈) - Tool for producing high quality forecasts for time series data that.. MIT
  • hdbscan (🥈33 · ⭐ 2.8K · 📈) - A high performance implementation of HDBSCAN clustering. BSD-3
  • category_encoders (🥈32 · ⭐ 2.4K · 📈) - A library of sklearn compatible categorical variable.. BSD-3
  • audiomentations (🥈31 · ⭐ 1.8K · 📈) - A Python library for audio data augmentation. Inspired by.. MIT
  • PaddleDetection (🥈29 · ⭐ 13K · 📈) - Object Detection toolkit based on PaddlePaddle. It.. Apache-2
  • ivis (🥉24 · ⭐ 330 · 📈) - Dimensionality reduction in very large datasets using Siamese.. Apache-2
  • UForm (🥉20 · ⭐ 1K · 📈) - Pocket-Sized Multimodal AI for content understanding 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.

  • mlflow (🥇43 · ⭐ 18K · 📉) - Open source platform for the machine learning lifecycle. Apache-2
  • networkx (🥇43 · ⭐ 15K · 📉) - Network Analysis in Python. BSD-3
  • litellm (🥇43 · ⭐ 13K · 📉) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
  • DeepChem (🥈34 · ⭐ 5.4K · 📉) - Democratizing Deep-Learning for Drug Discovery, Quantum.. MIT
  • dask-ml (🥉27 · ⭐ 890 · 📉) - Scalable Machine Learning with Dask. BSD-3
  • Alibi (🥈26 · ⭐ 2.4K · 📉) - Algorithms for explaining machine learning models. ❗️Intel
  • Orbit (🥉23 · ⭐ 1.9K · 📉) - A Python package for Bayesian forecasting with object-oriented.. Apache-2
  • uber/orbit (🥉23 · ⭐ 1.9K · 📉) - A Python package for Bayesian forecasting with object-.. Apache-2
  • nebullvm (🥉21 · ⭐ 8.4K · 📉) - A collection of libraries to optimise AI model performances. Apache-2
  • model-card-toolkit (🥉18 · ⭐ 420 · 💀) - A toolkit that streamlines and automates the.. Apache-2

➕ Added Projects

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

  • Opik (🥉24 · ⭐ 1.5K · ➕) - Open-source end-to-end LLM Development Platform. Apache-2

Update: 2024.09.26

26 Sep 15:53
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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.

  • litellm (🥇44 · ⭐ 12K · 📈) - Python SDK, Proxy Server (LLM Gateway) to call 100+.. MIT o t h e r s
  • Catboost (🥈42 · ⭐ 8K · 📈) - A fast, scalable, high performance Gradient Boosting on Decision.. Apache-2
  • Jina (🥈40 · ⭐ 21K · 📈) - Build multimodal AI applications with cloud-native stack. Apache-2
  • EasyOCR (🥇36 · ⭐ 24K · 📈) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
  • Ax (🥇36 · ⭐ 2.4K · 📈) - Adaptive Experimentation Platform. MIT
  • datalad (🥈33 · ⭐ 530 · 📈) - Keep code, data, containers under control with git and git-annex. MIT
  • CellProfiler (🥈30 · ⭐ 900 · 📈) - An open-source application for biological image analysis. BSD-3
  • T5 (🥉25 · ⭐ 6.1K · 📈) - Code for the paper Exploring the Limits of Transfer Learning with.. Apache-2
  • vega (🥉24 · ⭐ 370 · 📈) - IPython/Jupyter notebook module for Vega and Vega-Lite. BSD-3
  • numerizer (🥉21 · ⭐ 210 · 📈) - A Python module to convert natural language numerics into ints and.. 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.

  • speechbrain (🥇39 · ⭐ 8.6K · 📉) - A PyTorch-based Speech Toolkit. Apache-2
  • Kornia (🥈37 · ⭐ 9.8K · 📉) - Geometric Computer Vision Library for Spatial AI. Apache-2
  • PyOD (🥇36 · ⭐ 8.5K · 📉) - A Python Library for Outlier and Anomaly Detection, Integrating.. BSD-2
  • carla (🥈34 · ⭐ 11K · 📉) - Open-source simulator for autonomous driving research. MIT
  • Hyperopt (🥇33 · ⭐ 7.2K · 📉) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
  • Lifelines (🥈32 · ⭐ 2.3K · 📉) - Survival analysis in Python. MIT
  • Tesseract (🥈31 · ⭐ 5.8K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2
  • hdbscan (🥈31 · ⭐ 2.8K · 📉) - A high performance implementation of HDBSCAN clustering. BSD-3
  • pmdarima (🥈31 · ⭐ 1.6K · 📉) - A statistical library designed to fill the void in Pythons time.. MIT
  • Qlib (🥈30 · ⭐ 15K · 📉) - Qlib is an AI-oriented quantitative investment platform that aims to.. MIT

Update: 2024.09.19

19 Sep 16:13
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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • OpenAI Gym (🥇40 · ⭐ 35K · 💀) - A toolkit for developing and comparing reinforcement learning.. MIT
  • Nilearn (🥇37 · ⭐ 1.2K · 📈) - Machine learning for NeuroImaging in Python. BSD-3
  • einops (🥈36 · ⭐ 8.4K · 📈) - Flexible and powerful tensor operations for readable and reliable code.. MIT
  • FiftyOne (🥈36 · ⭐ 8.1K · 📈) - Visualize, create, and debug image and video datasets.. Apache-2
  • Bayesian Optimization (🥇34 · ⭐ 7.8K · 📈) - A Python implementation of global optimization with.. MIT
  • Chainer (🥈34 · ⭐ 5.9K · 💀) - A flexible framework of neural networks for deep learning. MIT
  • hnswlib (🥈32 · ⭐ 4.3K · 📈) - Header-only C++/python library for fast approximate nearest.. Apache-2
  • NMSLIB (🥈32 · ⭐ 3.4K · 📈) - Non-Metric Space Library (NMSLIB): An efficient similarity search.. Apache-2
  • sklearn-evaluation (🥉19 · ⭐ 460 · 💀) - Machine learning model evaluation made easy: plots,.. MIT
  • jaxdf (🥉13 · ⭐ 120 · 📈) - 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.

  • jax (🥇45 · ⭐ 30K · 📉) - Composable transformations of Python+NumPy programs: differentiate,.. Apache-2
  • Seaborn (🥇41 · ⭐ 12K · 📉) - Statistical data visualization in Python. BSD-3
  • folium (🥈38 · ⭐ 6.9K · 📉) - Python Data. Leaflet.js Maps. MIT
  • pyecharts (🥈37 · ⭐ 15K · 📉) - Python Echarts Plotting Library. MIT
  • haystack (🥈35 · ⭐ 17K · 📉) - AI orchestration framework to build customizable, production-.. Apache-2
  • opencv-python (🥈35 · ⭐ 4.4K · 📉) - Automated CI toolchain to produce precompiled opencv-python,.. MIT
  • VisPy (🥈34 · ⭐ 3.3K · 📉) - High-performance interactive 2D/3D data visualization library. BSD-3
  • PyTorch3D (🥈33 · ⭐ 8.7K · 📉) - PyTorch3D is FAIRs library of reusable components for.. ❗Unlicensed
  • StatsForecast (🥇33 · ⭐ 3.9K · 📉) - Lightning fast forecasting with statistical and.. Apache-2
  • NNI (🥈32 · ⭐ 14K · 💤) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT

Update: 2024.09.12

12 Sep 15:50
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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.

  • Gradio (🥇44 · ⭐ 32K · 📈) - Wrap UIs around any model, share with anyone. Apache-2
  • spaCy (🥇44 · ⭐ 30K · 📈) - Industrial-strength Natural Language Processing (NLP) in Python. MIT
  • dash (🥇43 · ⭐ 21K · 📈) - Data Apps & Dashboards for Python. No JavaScript Required. MIT
  • PyOD (🥇37 · ⭐ 8.4K · 📈) - A Python Library for Outlier and Anomaly Detection, Integrating.. BSD-2
  • haystack (🥈36 · ⭐ 17K · 📈) - AI orchestration framework to build customizable, production-.. Apache-2
  • PennyLane (🥇36 · ⭐ 2.3K · 📈) - PennyLane is a cross-platform Python library for quantum.. Apache-2
  • stanza (🥈34 · ⭐ 7.2K · 📈) - Stanford NLP Python library for tokenization, sentence.. Apache-2
  • pytorch-forecasting (🥈32 · ⭐ 3.9K · 📈) - Time series forecasting with PyTorch. MIT
  • Prince (🥈29 · ⭐ 1.2K · 📈) - Multivariate exploratory data analysis in Python PCA, CA, MCA,.. MIT
  • NeoML (🥉23 · ⭐ 760 · 📈) - Machine learning framework for both deep learning and traditional.. 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.

  • gensim (🥇40 · ⭐ 16K · 📉) - Topic Modelling for Humans. ❗️LGPL-2.1
  • Datasette (🥈35 · ⭐ 9.4K · 📉) - An open source multi-tool for exploring and publishing data. Apache-2
  • OCRmyPDF (🥇34 · ⭐ 14K · 📉) - OCRmyPDF adds an OCR text layer to scanned PDF files, allowing.. MPL-2.0
  • TensorFlow Text (🥈34 · ⭐ 1.2K · 📉) - Making text a first-class citizen in TensorFlow. Apache-2
  • NNI (🥇33 · ⭐ 14K · 💤) - An open source AutoML toolkit for automate machine learning lifecycle,.. MIT
  • STUMPY (🥇33 · ⭐ 3.6K · 📉) - STUMPY is a powerful and scalable Python library for modern time.. BSD-3
  • AzureML SDK (🥈31 · ⭐ 4.1K · 📉) - Python notebooks with ML and deep learning examples with Azure.. MIT
  • skorch (🥉30 · ⭐ 5.8K · 📉) - A scikit-learn compatible neural network library that.. BSD-3
  • bt (🥈30 · ⭐ 2.2K · 📉) - bt - flexible backtesting for Python. MIT
  • arch (🥈30 · ⭐ 1.3K · 📉) - ARCH models in Python. ❗Unlicensed

Update: 2024.09.05

06 Sep 07:29
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📈 Trending Up

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

  • nltk (🥇45 · ⭐ 13K · 📈) - Suite of libraries and programs for symbolic and statistical natural.. Apache-2
  • Optuna (🥇43 · ⭐ 10K · 📈) - A hyperparameter optimization framework. MIT
  • Netron (🥇37 · ⭐ 27K · 📈) - Visualizer for neural network, deep learning and machine.. MIT
  • Datasette (🥇36 · ⭐ 9.2K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2
  • Autograd (🥇36 · ⭐ 6.9K · 📈) - Efficiently computes derivatives of NumPy code. MIT
  • bt (🥇31 · ⭐ 2.2K · 📈) - bt - flexible backtesting for Python. MIT
  • python-soundfile (🥉29 · ⭐ 700 · 📈) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
  • miceforest (🥇26 · ⭐ 330 · 📈) - Multiple Imputation with LightGBM in Python. MIT
  • dabl (🥉20 · ⭐ 720 · 💤) - Data Analysis Baseline Library. BSD-3
  • MXBoard (🥉20 · ⭐ 320 · 💀) - Logging MXNet data for visualization in TensorBoard. 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.

  • tensorflow-probability (🥇35 · ⭐ 4.2K · 📉) - Probabilistic reasoning and statistical analysis in.. Apache-2
  • Graphviz (🥈34 · ⭐ 1.6K · 📉) - Simple Python interface for Graphviz. MIT
  • SpeechRecognition (🥈33 · ⭐ 8.3K · 📉) - Speech recognition module for Python, supporting.. BSD-3
  • OpenNMT (🥈32 · ⭐ 6.7K · 📉) - Open Source Neural Machine Translation and (Large) Language.. MIT
  • tensorflow-hub (🥈32 · ⭐ 3.5K · 📉) - A library for transfer learning by reusing parts of.. Apache-2
  • TF Model Optimization (🥈28 · ⭐ 1.5K · 📉) - A toolkit to optimize ML models for deployment for.. Apache-2
  • data-validation (🥉26 · ⭐ 760 · 📉) - Library for exploring and validating machine learning.. Apache-2
  • TF Recommenders (🥉24 · ⭐ 1.8K · 📉) - TensorFlow Recommenders is a library for building.. Apache-2
  • pandas-ai (🥉23 · ⭐ 13K · 📉) - Chat with your database (SQL, CSV, pandas, polars,.. ❗Unlicensed
  • TensorFrames (🥉16 · ⭐ 720 · 💀) - Tensorflow wrapper for DataFrames on Apache Spark. Apache-2

➕ Added Projects

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

  • Runhouse (🥉24 · ⭐ 960 · ➕) - Orchestrate heterogeneous ML workloads in Python, like PyTorch.. Apache-2