erikhayton/awesome-python-notebooks

Hand-picked awesome Python libraries and frameworks, with an emphasis on data and machine learning, ranked by influence score

dylanhogg/awesome-python

1,349 hand-picked awesome Python libraries and frameworks, with an emphasis on data and machine learning, organised by category 🐍

Checkout the interactive version: www.awesomepython.org 🔥

Last updated on 17 Oct 2023

Categories

• Crypto and Blockchain
• Data
• Debugging
• Diffusion Text to Image
• Finance
• Game Development
• GIS
• Graph
• GUI
• Jupyter
• LLMs and ChatGPT
• Math and Science
• Machine Learning - General
• Machine Learning - Deep Learning
• Machine Learning - Interpretability
• Machine Learning - Ops
• Machine Learning - Reinforcement
• Machine Learning - Time Series
• Natural Language Processing
• Pandas
• Performance
• Profiling
• Security
• Simulation
• Study
• Template
• Terminal
• Testing
• Typing
• Utility
• Vizualisation
• Web

Crypto and Blockchain

Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum Virtual Machine, Solidity language etc.

1.  freqtrade/freqtrade
   https://www.freqtrade.io
   Free, open source crypto trading bot
   score: 77, stars: 23,117

2.  ccxt/ccxt
   https://docs.ccxt.com
   A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
   score: 73, stars: 29,312

3.  ethereum/web3.py
   http://web3py.readthedocs.io
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   score: 55, stars: 4,457

4.  ethereum/consensus-specs
   Ethereum Proof-of-Stake Consensus Specifications
   score: 55, stars: 3,262

5.  crytic/slither
   https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/
   Static Analyzer for Solidity and Vyper
   score: 54, stars: 4,582

6.  ethereum/py-evm
   https://py-evm.readthedocs.io/en/latest/
   A Python implementation of the Ethereum Virtual Machine
   score: 42, stars: 2,088

7. cyberpunkmetalhead/Binance-volatility-trading-bot
   This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.
   score: 39, stars: 3,265

8.  binance/binance-public-data
   Details on how to get Binance public data
   score: 36, stars: 1,169

9.  1200wd/bitcoinlib
   http://bitcoinlib.readthedocs.io/
   Bitcoin and other Cryptocurrencies Library for Python. Includes a fully functional wallet, Mnemonic key generation and management and connection with various service providers to receive and send blockchain and transaction information.
   score: 35, stars: 505

10. bmoscon/cryptofeed
    Cryptocurrency Exchange Websocket Data Feed Handler
    score: 34, stars: 1,893

11.  ethtx/ethtx
    https://www.ethtx.info
    Python package with core transaction decoding functions.
    score: 27, stars: 439

12. palkeo/panoramix
    Ethereum decompiler
    score: 25, stars: 692

13. man-c/pycoingecko
    Python wrapper for the CoinGecko API
    score: 23, stars: 998

14. ofek/bit
    https://ofek.dev/bit/
    Bitcoin made easy.
    score: 21, stars: 1,169

15. pmaji/crypto-whale-watching-app
    Python Dash app that tracks whale activity in cryptocurrency markets.
    score: 21, stars: 585

Data

General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks etc.

1.  apache/spark
   https://spark.apache.org/
   Apache Spark - A unified analytics engine for large-scale data processing
   score: 81, stars: 36,957

2.  chroma-core/chroma
   https://www.trychroma.com/
   the AI-native open-source embedding database
   score: 77, stars: 9,011

3.  mindsdb/mindsdb
   https://mindsdb.com
   MindsDB connects AI models to datasources.
   score: 76, stars: 18,313

4.  apache/arrow
   https://arrow.apache.org/
   Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
   score: 74, stars: 12,609

5.  scrapy/scrapy
   https://scrapy.org
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   score: 73, stars: 48,871

6.  duckdb/duckdb
   http://www.duckdb.org
   DuckDB is an in-process SQL OLAP Database Management System
   score: 72, stars: 12,379

7.  qdrant/qdrant
   https://qdrant.tech
   Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
   score: 70, stars: 13,274

8.  bigscience-workshop/petals
   https://petals.dev
   🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
   score: 69, stars: 7,688

9.  sqlalchemy/sqlalchemy
   https://www.sqlalchemy.org
   The Database Toolkit for Python
   score: 68, stars: 7,846

10.  jaidedai/EasyOCR
    https://www.jaided.ai
    Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
    score: 65, stars: 19,763

11. joke2k/faker
    https://faker.readthedocs.io
    Faker is a Python package that generates fake data for you.
    score: 65, stars: 16,352

12. simonw/datasette
    https://datasette.io
    An open source multi-tool for exploring and publishing data
    score: 64, stars: 8,358

13.  redis/redis-py
    Redis Python Client
    score: 61, stars: 11,818

14. tiangolo/sqlmodel
    https://sqlmodel.tiangolo.com/
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    score: 61, stars: 10,890

15.  docarray/docarray
    https://docs.docarray.org/
    Represent, send, store and search multimodal data
    score: 58, stars: 2,511

16. coleifer/peewee
    http://docs.peewee-orm.com/
    a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
    score: 57, stars: 10,357

17.  gristlabs/grist-core
    https://www.getgrist.com/
    Grist is the evolution of spreadsheets.
    score: 57, stars: 4,199

18.  datafold/data-diff
    https://docs.datafold.com
    Compare tables within or across databases
    score: 57, stars: 2,548

19.  ibis-project/ibis
    https://ibis-project.org
    The flexibility of Python with the scale and performance of modern SQL.
    score: 56, stars: 3,189

20.  sqlalchemy/alembic
    A database migrations tool for SQLAlchemy.
    score: 54, stars: 2,149

21. lk-geimfari/mimesis
    https://mimesis.name
    Mimesis is a powerful Python library that empowers developers to generate massive amounts of synthetic data efficiently.
    score: 53, stars: 4,082

22.  deepchecks/deepchecks
    https://docs.deepchecks.com/stable
    Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
    score: 53, stars: 3,066

23.  amundsen-io/amundsen
    https://www.amundsen.io/amundsen/
    Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
    score: 52, stars: 4,081

24. yzhao062/pyod
    http://pyod.readthedocs.io
    A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
    score: 50, stars: 7,485

25.  jazzband/tablib
    https://tablib.readthedocs.io/
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    score: 50, stars: 4,286

26.  pytorch/data
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.
    score: 50, stars: 1,027

27.  facebookresearch/AugLy
    https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/
    A data augmentations library for audio, image, text, and video.
    score: 49, stars: 4,815

28.  zoomeranalytics/xlwings
    https://www.xlwings.org
    xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.
    score: 48, stars: 2,710

29.  sdv-dev/SDV
    https://docs.sdv.dev/sdv
    Synthetic data generation for tabular data
    score: 48, stars: 1,661

30.  google/tensorstore
    https://google.github.io/tensorstore/
    Library for reading and writing large multi-dimensional arrays.
    score: 48, stars: 1,208

31.  twintproject/twint
    An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.
    score: 47, stars: 15,243

32. jmcnamara/XlsxWriter
    https://xlsxwriter.readthedocs.io
    A Python module for creating Excel XLSX files.
    score: 47, stars: 3,341

33.  praw-dev/praw
    http://praw.readthedocs.io/
    PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
    score: 47, stars: 3,188

34.  kayak/pypika
    http://pypika.readthedocs.io/en/latest/
    PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.
    score: 47, stars: 2,171

35.  sfu-db/connector-x
    https://sfu-db.github.io/connector-x/intro.html
    Fastest library to load data from DB to DataFrames in Rust and Python
    score: 47, stars: 1,545

36. collerek/ormar
    https://collerek.github.io/ormar/
    python async orm with fastapi in mind and pydantic validation
    score: 47, stars: 1,456

37. aminalaee/sqladmin
    https://aminalaee.dev/sqladmin/
    SQLAlchemy Admin for FastAPI and Starlette
    score: 47, stars: 1,243

38.  kaggle/kaggle-api
    Official Kaggle API
    score: 46, stars: 5,580

39.  mongodb/mongo-python-driver
    https://pymongo.readthedocs.io
    PyMongo - the Official MongoDB Python driver
    score: 46, stars: 3,939

40.  graphistry/pygraphistry
    PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer
    score: 46, stars: 1,921

41. madmaze/pytesseract
    A Python wrapper for Google Tesseract
    score: 45, stars: 5,111

42.  fugue-project/fugue
    https://fugue-tutorials.readthedocs.io/
    A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
    score: 45, stars: 1,740

43. simonw/sqlite-utils
    https://sqlite-utils.datasette.io
    Python CLI utility and library for manipulating SQLite databases
    score: 45, stars: 1,329

44.  zarr-developers/zarr-python
    http://zarr.readthedocs.io/
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    score: 45, stars: 1,232

45.  scikit-hep/awkward
    https://awkward-array.org
    Manipulate JSON-like data with NumPy-like idioms.
    score: 45, stars: 749

46. dgarnitz/vectorflow
    https://www.getvectorflow.com/
    VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
    score: 45, stars: 405

47. s0md3v/Photon
    Incredibly fast crawler designed for OSINT.
    score: 44, stars: 10,054

48.  github/innovationgraph
    https://innovationgraph.github.com/
    GitHub Innovation Graph
    score: 44, stars: 203

49.  airbnb/knowledge-repo
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.
    score: 43, stars: 5,380

50.  datastax/python-driver
    DataStax Python Driver for Apache Cassandra
    score: 43, stars: 1,351

51.  pytables/PyTables
    http://www.pytables.org
    A Python package to manage extremely large amounts of data
    score: 43, stars: 1,230

52.  intake/intake
    https://intake.readthedocs.io/
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    score: 43, stars: 934

53.  googleapis/python-bigquery
    googleapis/python-bigquery
    score: 43, stars: 652

54. binux/pyspider
    http://docs.pyspider.org/
    A Powerful Spider(Web Crawler) System in Python.
    score: 42, stars: 16,060

55. alirezamika/autoscraper
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python
    score: 42, stars: 5,575

56. andialbrecht/sqlparse
    A non-validating SQL parser module for Python
    score: 42, stars: 3,407

57.  pynamodb/PynamoDB
    http://pynamodb.readthedocs.io
    A pythonic interface to Amazon's DynamoDB
    score: 42, stars: 2,287

58.  pyeve/cerberus
    http://python-cerberus.org
    Lightweight, extensible data validation library for Python
    score: 41, stars: 3,043

59.  uqfoundation/dill
    http://dill.rtfd.io
    serialize all of Python
    score: 41, stars: 2,001

60.  accenture/AmpliGraph
    Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
    score: 40, stars: 2,002

61.  milvus-io/bootcamp
    https://milvus.io
    Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
    score: 40, stars: 1,430

62.  dask/fastparquet
    python implementation of the parquet columnar file format.
    score: 40, stars: 696

63. agronholm/sqlacodegen
    Automatic model code generator for SQLAlchemy
    score: 39, stars: 1,526

64.  aio-libs/aiocache
    http://aiocache.readthedocs.io
    Asyncio cache manager for redis, memcached and memory
    score: 39, stars: 925

65.  aio-libs/aiomysql
    https://aiomysql.rtfd.io
    aiomysql is a library for accessing a MySQL database from the asyncio
    score: 38, stars: 1,647

66.  aio-libs/aiokafka
    http://aiokafka.readthedocs.io/
    asyncio client for kafka
    score: 38, stars: 941

67.  uber/petastorm
    Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.
    score: 37, stars: 1,676

68.  neo4j/neo4j-python-driver
    https://neo4j.com/docs/api/python-driver/current/
    Neo4j Bolt driver for Python
    score: 37, stars: 832

69.  pallets/itsdangerous
    https://itsdangerous.palletsprojects.com
    Safely pass trusted data to untrusted environments and back.
    score: 36, stars: 2,739

70.  simple-salesforce/simple-salesforce
    A very simple Salesforce.com REST API client for Python
    score: 36, stars: 1,499

71.  aio-libs/aiopg
    http://aiopg.readthedocs.io
    aiopg is a library for accessing a PostgreSQL database from the asyncio
    score: 36, stars: 1,341

72.  jsonpickle/jsonpickle
    https://jsonpickle.readthedocs.io/en/latest/
    Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the object into JSON. Additionally, it can reconstitute the object back into Python.
    score: 36, stars: 1,160

73.  ydataai/ydata-synthetic
    https://docs.synthetic.ydata.ai
    Synthetic data generators for tabular and time-series data
    score: 35, stars: 1,104

74. eliasdabbas/advertools
    https://advertools.readthedocs.io
    advertools - online marketing productivity and analysis tools
    score: 35, stars: 925

75. samuelcolvin/arq
    https://arq-docs.helpmanual.io/
    Fast job queuing and RPC in python with asyncio and redis.
    score: 34, stars: 1,692

76.  eleutherai/the-pile
    eleutherai/the-pile
    score: 34, stars: 1,262

77.  scholarly-python-package/scholarly
    https://scholarly.readthedocs.io/
    Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
    score: 34, stars: 1,070

78.  databrickslabs/dbx
    https://dbx.readthedocs.io
    🧱 Databricks CLI eXtensions - aka dbx is a CLI tool for development and advanced Databricks workflows management.
    score: 34, stars: 401

79. vi3k6i5/flashtext
    Extract Keywords from sentence or Replace keywords in sentences.
    score: 33, stars: 5,464

80. macbre/sql-metadata
    https://pypi.python.org/pypi/sql-metadata
    Uses tokenized query returned by python-sqlparse and generates query metadata
    score: 33, stars: 622

81. mchong6/JoJoGAN
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization
    score: 30, stars: 1,386

82. hyperqueryhq/whale
    https://rsyi.gitbook.io/whale
    🐳 The stupidly simple CLI workspace for your data warehouse.
    score: 29, stars: 723

83. brettkromkamp/contextualise
    https://contextualise.dev/
    Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
    score: 28, stars: 1,005

84. sdispater/orator
    https://orator-orm.com
    The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
    score: 27, stars: 1,415

85. goldsmith/Wikipedia
    https://wikipedia.readthedocs.org/
    A Pythonic wrapper for the Wikipedia API
    score: 26, stars: 2,707

86. koaning/human-learn
    https://koaning.github.io/human-learn/
    Natural Intelligence is still a pretty good idea.
    score: 24, stars: 746

87.  uber/fiber
    https://uber.github.io/fiber/
    Distributed Computing for AI Made Simple
    score: 23, stars: 1,037

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper
   Never use print for debugging again
   score: 58, stars: 16,064

2. gruns/icecream
   🍦 Never use print() to debug again.
   score: 48, stars: 7,513

3. inducer/pudb
   https://documen.tician.de/pudb/
   Full-screen console debugger for Python
   score: 43, stars: 2,758

4. gotcha/ipdb
   Integration of IPython pdb
   score: 37, stars: 1,760

5. samuelcolvin/python-devtools
   https://python-devtools.helpmanual.io/
   Dev tools for python
   score: 35, stars: 831

6. shobrook/rebound
   Command-line tool that instantly fetches Stack Overflow results when an exception is thrown
   score: 32, stars: 4,025

7. alexmojaki/birdseye
   https://birdseye.readthedocs.io
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   score: 30, stars: 1,582

8. alexmojaki/snoop
   A powerful set of Python debugging tools, based on PySnooper
   score: 28, stars: 958

9. ionelmc/python-hunter
   https://python-hunter.readthedocs.io/
   Hunter is a flexible code tracing toolkit.
   score: 27, stars: 754

10. alexmojaki/heartrate
    Simple real time visualisation of the execution of a Python program.
    score: 20, stars: 1,652

Diffusion Text to Image

Text-to-image diffusion model libraries, tools and apps for generating images from natural language.

1.  invoke-ai/InvokeAI
   https://invoke-ai.github.io/InvokeAI/
   InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multi...
   score: 86, stars: 19,107

2. automatic1111/stable-diffusion-webui
   Stable Diffusion web UI
   score: 84, stars: 105,767

3.  huggingface/diffusers
   https://huggingface.co/docs/diffusers
   🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch
   score: 81, stars: 18,376

4.  apple/ml-stable-diffusion
   Stable Diffusion with Core ML on Apple Silicon
   score: 75, stars: 15,009

5. lllyasviel/ControlNet
   Let us control diffusion models!
   score: 69, stars: 24,348

6.  stability-ai/stablediffusion
   High-Resolution Image Synthesis with Latent Diffusion Models
   score: 66, stars: 30,755

7. carson-katri/dream-textures
   Stable Diffusion built-in to Blender
   score: 66, stars: 7,124

8. divamgupta/diffusionbee-stable-diffusion-ui
   https://diffusionbee.com
   Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
   score: 65, stars: 10,989

9. ashawkey/stable-dreamfusion
   Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.
   score: 63, stars: 6,900

10.  facebookresearch/dinov2
    PyTorch code and models for the DINOv2 self-supervised learning method.
    score: 63, stars: 6,357

11.  compvis/stable-diffusion
    https://ommer-lab.com/research/latent-diffusion-models/
    A latent text-to-image diffusion model
    score: 62, stars: 60,638

12. borisdayma/dalle-mini
    https://www.craiyon.com
    DALL·E Mini - Generate images from a text prompt
    score: 62, stars: 14,362

13. lucidrains/DALLE2-pytorch
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
    score: 62, stars: 10,182

14.  idea-research/GroundingDINO
    https://arxiv.org/abs/2303.05499
    Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
    score: 61, stars: 3,297

15.  openai/consistency_models
    Official repo for consistency models.
    score: 58, stars: 5,461

16. nateraw/stable-diffusion-videos
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts
    score: 53, stars: 3,556

17.  mlc-ai/web-stable-diffusion
    https://mlc.ai/web-stable-diffusion
    Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
    score: 53, stars: 3,135

18.  stability-ai/stability-sdk
    https://platform.stability.ai/
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    score: 52, stars: 2,352

19.  compvis/latent-diffusion
    High-Resolution Image Synthesis with Latent Diffusion Models
    score: 50, stars: 8,860

20. timothybrooks/instruct-pix2pix
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.
    score: 50, stars: 5,314

21. xavierxiao/Dreambooth-Stable-Diffusion
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion
    score: 48, stars: 7,068

22. lkwq007/stablediffusion-infinity
    Outpainting with Stable Diffusion on an infinite canvas
    score: 47, stars: 3,666

23. chenyangqiqi/FateZero
    http://fate-zero-edit.github.io/
    [ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    score: 46, stars: 910

24. saharmor/dalle-playground
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)
    score: 44, stars: 2,727

25. coyote-a/ultimate-upscale-for-automatic1111
    coyote-a/ultimate-upscale-for-automatic1111
    score: 44, stars: 1,121

26.  jina-ai/discoart
    🪩 Create Disco Diffusion artworks in one line
    score: 43, stars: 3,830

27.  salesforce/BLIP
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
    score: 42, stars: 3,475

28.  nvlabs/prismer
    https://shikun.io/projects/prismer
    The implementation of "Prismer: A Vision-Language Model with An Ensemble of Experts".
    score: 41, stars: 1,207

29. thereforegames/unprompted
    Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.
    score: 41, stars: 670

30. divamgupta/stable-diffusion-tensorflow
    Stable Diffusion in TensorFlow / Keras
    score: 35, stars: 1,523

31.  openai/glide-text2im
    GLIDE: a diffusion-based text-conditional image synthesis model
    score: 34, stars: 3,315

32. sharonzhou/long_stable_diffusion
    Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)
    score: 24, stars: 665

33. tanelp/tiny-diffusion
    A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.
    score: 24, stars: 454

Finance

Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives etc.

1.  openbb-finance/OpenBBTerminal
   https://my.openbb.co/app/terminal
   Investment Research for Everyone, Everywhere.
   score: 77, stars: 24,559

2.  ai4finance-foundation/FinGPT
   https://discord.gg/trsr8SXpW5
   Data-Centric FinGPT. Open-source for open finance! Revolutionize 🔥 We release the trained model on HuggingFace.
   score: 70, stars: 8,976

3.  microsoft/qlib
   https://qlib.readthedocs.io/en/latest/
   Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
   score: 62, stars: 12,611

4.  ai4finance-foundation/FinRL
   https://finrl.readthedocs.io
   FinRL: Financial Reinforcement Learning. 🔥
   score: 61, stars: 8,197

5. ranaroussi/yfinance
   https://aroussi.com/post/python-yahoo-finance
   Download market data from Yahoo! Finance's API
   score: 60, stars: 10,398

6.  quantconnect/Lean
   https://lean.io
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   score: 54, stars: 7,952

7.  matplotlib/mplfinance
   https://pypi.org/project/mplfinance/
   Financial Markets Data Visualization using Matplotlib
   score: 50, stars: 3,016

8.  quantopian/zipline
   https://www.zipline.io
   Zipline, a Pythonic Algorithmic Trading Library
   score: 49, stars: 16,554

9. mementum/backtrader
   https://www.backtrader.com
   Python Backtesting library for trading strategies
   score: 46, stars: 11,706

10.  ta-lib/ta-lib-python
    http://ta-lib.github.io/ta-lib-python
    Python wrapper for TA-Lib (http://ta-lib.org/).
    score: 46, stars: 8,341

11. kernc/backtesting.py
    https://kernc.github.io/backtesting.py/
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    score: 46, stars: 4,136

12.  blankly-finance/blankly
    https://package.blankly.finance
    🚀 💸 Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.
    score: 46, stars: 1,786

13. ranaroussi/quantstats
    Portfolio analytics for quants, written in Python
    score: 44, stars: 3,545

14. polakowo/vectorbt
    https://vectorbt.dev
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    score: 43, stars: 3,221

15.  google/tf-quant-finance
    High-performance TensorFlow library for quantitative finance.
    score: 41, stars: 4,036

16. robcarver17/pysystemtrade
    Systematic Trading in python
    score: 41, stars: 2,134

17. domokane/FinancePy
    https://financepy.com/
    A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
    score: 41, stars: 1,652

18.  goldmansachs/gs-quant
    https://developer.gs.com/discover/products/gs-quant/
    Python toolkit for quantitative finance
    score: 40, stars: 2,148

19.  quantopian/pyfolio
    https://quantopian.github.io/pyfolio
    Portfolio and risk analytics in Python
    score: 38, stars: 5,175

20. rsheftel/pandas_market_calendars
    Exchange calendars to use with pandas for trading applications
    score: 35, stars: 656

21. idanya/algo-trader
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.
    score: 32, stars: 691

22. pmorissette/bt
    http://pmorissette.github.io/bt
    bt - flexible backtesting for Python
    score: 31, stars: 1,785

23. pmorissette/ffn
    pmorissette.github.io/ffn
    ffn - a financial function library for Python
    score: 31, stars: 1,604

24. gbeced/pyalgotrade
    http://gbeced.github.io/pyalgotrade/
    Python Algorithmic Trading Library
    score: 30, stars: 4,160

25.  quantopian/alphalens
    http://quantopian.github.io/alphalens
    Performance analysis of predictive (alpha) stock factors
    score: 30, stars: 2,838

26.  cuemacro/finmarketpy
    http://www.cuemacro.com
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    score: 28, stars: 3,201

27. borisbanushev/stockpredictionai
    In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Networ...
    score: 27, stars: 3,772

28.  cuemacro/findatapy
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.
    score: 27, stars: 1,461

29.  numerai/example-scripts
    https://numer.ai/
    A collection of scripts and notebooks to help you get started quickly.
    score: 27, stars: 646

30.  quantopian/research_public
    https://www.quantopian.com/lectures
    Quantitative research and educational materials
    score: 26, stars: 2,225

31.  quantopian/empyrical
    https://quantopian.github.io/empyrical
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    score: 25, stars: 1,128

32.  enthought/pyql
    Cython QuantLib wrappers
    score: 24, stars: 858

33.  quandl/quandl-python
    quandl/quandl-python
    score: 22, stars: 1,333

34. mementum/bta-lib
    Technical Analysis library in pandas for backtesting algotrading and quantitative analysis
    score: 12, stars: 419

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel
   A retro game engine for Python
   score: 55, stars: 12,524

2.  pygame/pygame
   https://www.pygame.org
   🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.
   score: 53, stars: 6,408

3.  pyglet/pyglet
   http://pyglet.org
   pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
   score: 52, stars: 1,598

4.  panda3d/panda3d
   https://www.panda3d.org/
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   score: 46, stars: 4,046

5.  pythonarcade/arcade
   http://arcade.academy
   Easy to use Python library for creating 2D arcade games.
   score: 45, stars: 1,523

6. lordmauve/pgzero
   https://pygame-zero.readthedocs.io/
   A zero-boilerplate games programming framework for Python 3, based on Pygame.
   score: 26, stars: 481

GIS

Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections etc.

1.  opengeos/segment-geospatial
   https://samgeo.gishub.org
   A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
   score: 62, stars: 2,293

2.  osgeo/gdal
   https://gdal.org
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   score: 59, stars: 4,061

3.  opengeos/leafmap
   https://leafmap.org
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   score: 57, stars: 2,598

4.  giswqs/geemap
   https://geemap.org
   A Python package for interactive geospaital analysis and visualization with Google Earth Engine.
   score: 56, stars: 2,926

5.  microsoft/torchgeo
   https://torchgeo.rtfd.io
   TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
   score: 54, stars: 1,867

6. gboeing/osmnx
   https://osmnx.readthedocs.io
   Python for street networks. Download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
   score: 53, stars: 4,387

7.  python-visualization/folium
   https://python-visualization.github.io/folium/
   Python Data. Leaflet.js Maps.
   score: 52, stars: 6,425

8.  geopandas/geopandas
   http://geopandas.org/
   Python tools for geographic data
   score: 50, stars: 3,878

9.  shapely/shapely
   https://shapely.readthedocs.io/en/stable/
   Manipulation and analysis of geometric objects
   score: 50, stars: 3,450

10.  pytroll/satpy
    http://satpy.readthedocs.org/en/latest/
    Python package for earth-observing satellite data processing
    score: 50, stars: 960

11.  azavea/raster-vision
    https://docs.rastervision.io
    An open source library and framework for deep learning on satellite and aerial imagery.
    score: 48, stars: 1,915

12.  holoviz/datashader
    http://datashader.org
    Quickly and accurately render even the largest data.
    score: 47, stars: 3,085

13.  rasterio/rasterio
    https://rasterio.readthedocs.io/
    Rasterio reads and writes geospatial raster datasets
    score: 45, stars: 2,033

14.  osgeo/grass
    https://grass.osgeo.org
    GRASS GIS - free and open source Geographic Information System (GIS)
    score: 45, stars: 677

15.  apache/sedona
    https://sedona.apache.org/
    A cluster computing framework for processing large-scale geospatial data
    score: 43, stars: 1,597

16.  pyproj4/pyproj
    https://pyproj4.github.io/pyproj
    Python interface to PROJ (cartographic projections and coordinate transformations library)
    score: 42, stars: 928

17.  anitagraser/movingpandas
    http://movingpandas.org
    Movement trajectory classes and functions built on top of GeoPandas
    score: 41, stars: 1,046

18.  developmentseed/titiler
    https://developmentseed.org/titiler/
    Build your own Raster dynamic map tile services
    score: 41, stars: 592

19. domlysz/BlenderGIS
    Blender addons to make the bridge between Blender and geographic data
    score: 40, stars: 6,780

20.  scitools/cartopy
    https://scitools.org.uk/cartopy/docs/latest
    Cartopy - a cartographic python library with matplotlib support
    score: 40, stars: 1,276

21.  sentinel-hub/eo-learn
    https://eo-learn.readthedocs.io/en/latest/
    Earth observation processing framework for machine learning in Python
    score: 40, stars: 1,046

22.  microsoft/GlobalMLBuildingFootprints
    Worldwide building footprints derived from satellite imagery
    score: 39, stars: 1,106

23.  jupyter-widgets/ipyleaflet
    https://ipyleaflet.readthedocs.io
    A Jupyter - Leaflet.js bridge
    score: 38, stars: 1,405

24.  scitools/iris
    https://scitools-iris.readthedocs.io/en/stable/
    A powerful, format-agnostic, and community-driven Python package for analysing and visualising Earth science data
    score: 38, stars: 572

25.  corteva/rioxarray
    https://corteva.github.io/rioxarray
    geospatial xarray extension powered by rasterio
    score: 38, stars: 431

26.  pysal/pysal
    http://pysal.org/pysal
    PySAL: Python Spatial Analysis Library Meta-Package
    score: 36, stars: 1,192

27.  toblerity/Fiona
    https://fiona.readthedocs.io/
    Fiona reads and writes geographic data files
    score: 36, stars: 1,078

28.  matplotlib/basemap
    Plot on map projections (with coastlines and political boundaries) using matplotlib
    score: 36, stars: 747

29.  earthlab/earthpy
    https://earthpy.readthedocs.io
    A package built to support working with spatial data using open source python
    score: 36, stars: 463

30.  google/earthengine-api
    Python and JavaScript bindings for calling the Earth Engine API.
    score: 35, stars: 2,356

31.  cogeotiff/rio-tiler
    https://cogeotiff.github.io/rio-tiler/
    User friendly Rasterio plugin to read raster datasets.
    score: 35, stars: 438

32.  sentinelsat/sentinelsat
    https://sentinelsat.readthedocs.io
    Search and download Copernicus Sentinel satellite images
    score: 34, stars: 922

33. kvos/CoastSat
    http://coastsat.wrl.unsw.edu.au/
    Global shoreline mapping tool from satellite imagery
    score: 34, stars: 560

34.  geopandas/contextily
    https://contextily.readthedocs.io/en/latest/
    Context geo-tiles in Python
    score: 34, stars: 443

35.  makepath/xarray-spatial
    https://xarray-spatial.org
    Raster-based Spatial Analytics for Python
    score: 33, stars: 742

36.  toblerity/rtree
    https://rtree.readthedocs.io/en/latest/
    Rtree: spatial index for Python GIS
    score: 33, stars: 571

37. gboeing/osmnx-examples
    https://osmnx.readthedocs.io
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    score: 32, stars: 1,335

38.  sentinel-hub/sentinelhub-py
    http://sentinelhub-py.readthedocs.io/en/latest/
    Download and process satellite imagery in Python using Sentinel Hub services.
    score: 32, stars: 731

39.  uber/h3-py
    https://uber.github.io/h3-py
    Python bindings for H3, a hierarchical hexagonal geospatial indexing system
    score: 32, stars: 688

40.  holoviz/geoviews
    http://geoviews.org
    Simple, concise geographical visualization in Python
    score: 32, stars: 513

41.  laspy/laspy
    https://laspy.readthedocs.io/en/latest/
    Laspy is a pythonic interface for reading/modifying/creating .LAS LIDAR files matching specification 1.0-1.4.
    score: 32, stars: 402

42.  datasystemslab/GeoTorchAI
    https://kanchanchy.github.io/geotorchai/
    GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale
    score: 31, stars: 415

43.  geopandas/dask-geopandas
    https://dask-geopandas.readthedocs.io/
    Parallel GeoPandas with Dask
    score: 31, stars: 407

44.  pysal/momepy
    https://docs.momepy.org
    Urban Morphology Measuring Toolkit
    score: 31, stars: 406

45. mcordts/cityscapesScripts
    README and scripts for the Cityscapes Dataset
    score: 30, stars: 2,017

46. geospatialpython/pyshp
    This library reads and writes ESRI Shapefiles in pure Python.
    score: 30, stars: 1,051

47. perrygeo/python-rasterstats
    Summary statistics of geospatial raster datasets based on vector geometries.
    score: 30, stars: 490

48. plant99/felicette
    Satellite imagery for dummies.
    score: 29, stars: 1,809

49. residentmario/geoplot
    https://residentmario.github.io/geoplot/index.html
    High-level geospatial data visualization library for Python.
    score: 28, stars: 1,084

50.  scikit-mobility/scikit-mobility
    https://scikit-mobility.github.io/scikit-mobility/
    scikit-mobility: mobility analysis in Python
    score: 26, stars: 652

51.  fatiando/verde
    https://www.fatiando.org/verde
    Processing and gridding spatial data, machine-learning style
    score: 25, stars: 527

52.  openeventdata/mordecai
    Full text geoparsing as a Python library
    score: 23, stars: 719

53.  developmentseed/label-maker
    http://devseed.com/label-maker/
    Data Preparation for Satellite Machine Learning
    score: 23, stars: 449

54.  developmentseed/landsat-util
    A utility to search, download and process Landsat 8 satellite imagery
    score: 21, stars: 689

Graph

Graphs and network libraries: network analysis, graph machine learning, visualisation etc.

1.  networkx/networkx
   https://networkx.org
   Network Analysis in Python
   score: 59, stars: 13,276

2.  stellargraph/stellargraph
   https://stellargraph.readthedocs.io/
   StellarGraph - Machine Learning on Graphs
   score: 40, stars: 2,784

3.  westhealth/pyvis
   http://pyvis.readthedocs.io/en/latest/
   Python package for creating and visualizing interactive network graphs.
   score: 29, stars: 760

4. rampasek/GraphGPS
   Recipe for a General, Powerful, Scalable Graph Transformer
   score: 25, stars: 464

GUI

Graphical user interface libraries and toolkits.

1. pysimplegui/PySimpleGUI
   https://www.PySimpleGUI.com
   Launched in 2018. It's 2023 and PySimpleGUI is actively developed & supported. Create complex windows simply. Supports tkinter, Qt, WxPython, Remi (in browser). Create GUI applications trivially with a full set of widgets. Multi-Window applications are also simple. 3.4 to 3.11 supported. 325+ Demo programs & Cookboo...
   score: 62, stars: 12,123

2. hoffstadt/DearPyGui
   https://dearpygui.readthedocs.io/en/latest/
   Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
   score: 62, stars: 11,234

3. parthjadhav/Tkinter-Designer
   An easy and fast way to create a Python GUI 🐍
   score: 53, stars: 7,307

4. r0x0r/pywebview
   https://pywebview.flowrl.com
   Build GUI for your Python program with JavaScript, HTML, and CSS
   score: 50, stars: 3,822

5.  dddomodossola/remi
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.
   score: 40, stars: 3,366

6.  wxwidgets/Phoenix
   http://wxpython.org/
   wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
   score: 38, stars: 2,063

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

1.  jupyterlab/jupyterlab
   https://jupyterlab.readthedocs.io/
   JupyterLab computational environment.
   score: 71, stars: 13,318

2.  jupyter/notebook
   https://jupyter-notebook.readthedocs.io/
   Jupyter Interactive Notebook
   score: 65, stars: 10,576

3.  jupyterlab/jupyter-ai
   https://jupyter-ai.readthedocs.io/
   A generative AI extension for JupyterLab
   score: 61, stars: 2,021

4.  jupyterlite/jupyterlite
   https://jupyterlite.rtfd.io/en/stable/try/lab
   Wasm powered Jupyter running in the browser 💡
   score: 60, stars: 3,375

5. mwouts/jupytext
   https://jupytext.readthedocs.io
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   score: 58, stars: 6,174

6.  voila-dashboards/voila
   https://voila.readthedocs.io
   Voilà turns Jupyter notebooks into standalone web applications
   score: 56, stars: 4,959

7.  jupyterlab/jupyterlab-desktop
   JupyterLab desktop application, based on Electron.
   score: 52, stars: 3,065

8.  mito-ds/mito
   https://trymito.io
   The mitosheet package, trymito.io, and other public Mito code.
   score: 51, stars: 1,969

9.  jupyter-lsp/jupyterlab-lsp
   Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
   score: 50, stars: 1,605

10.  jupyter/nbdime
    http://nbdime.readthedocs.io
    Tools for diffing and merging of Jupyter notebooks.
    score: 49, stars: 2,522

11.  nteract/papermill
    http://papermill.readthedocs.io/en/latest/
    📚 Parameterize, execute, and analyze notebooks
    score: 48, stars: 5,390

12.  executablebooks/jupyter-book
    http://jupyterbook.org
    Create beautiful, publication-quality books and documents from computational content.
    score: 48, stars: 3,533

13.  jupyter/nbconvert
    https://nbconvert.readthedocs.io/
    Jupyter Notebook Conversion
    score: 46, stars: 1,565

14. connorferster/handcalcs
    Python library for converting Python calculations into rendered latex.
    score: 45, stars: 5,257

15.  vizzuhq/ipyvizzu
    https://ipyvizzu.vizzuhq.com
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    score: 45, stars: 875

16.  jupyter/nbgrader
    https://nbgrader.readthedocs.io/
    A system for assigning and grading notebooks
    score: 41, stars: 1,228

17.  maartenbreddels/ipyvolume
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL
    score: 40, stars: 1,884

18.  nbqa-dev/nbQA
    https://nbqa.readthedocs.io/en/latest/index.html
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    score: 38, stars: 886

19.  linealabs/lineapy
    https://lineapy.org
    Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
    score: 38, stars: 627

20.  quantopian/qgrid
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
    score: 31, stars: 2,992

21.  jupyter/nbviewer
    https://nbviewer.jupyter.org
    nbconvert as a web service: Render Jupyter Notebooks as static web pages
    score: 31, stars: 2,124

22. xiaohk/stickyland
    https://xiaohk.github.io/stickyland/
    Break the linear presentation of Jupyter Notebooks with sticky cells!
    score: 23, stars: 458

23.  computationalmodelling/nbval
    A py.test plugin to validate Jupyter notebooks
    score: 22, stars: 416

LLMs and ChatGPT

Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations etc. Also see the Natural Language Processing category for crossover.

1.  hwchase17/langchain
   https://python.langchain.com
   ⚡ Building applications with LLMs through composability ⚡
   score: 89, stars: 64,822

2. ggerganov/llama.cpp
   Port of Facebook's LLaMA model in C/C++
   score: 89, stars: 42,315

3.  jerryjliu/llama_index
   https://docs.llamaindex.ai
   LlamaIndex (formerly GPT Index) is a data framework for your LLM applications
   score: 87, stars: 22,486

4. oobabooga/text-generation-webui
   A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, llama.cpp (GGUF), Llama models.
   score: 86, stars: 25,167

5.  torantulino/AutoGPT
   https://agpt.co
   An experimental open-source attempt to make GPT-4 fully autonomous.
   score: 84, stars: 150,764

6.  facebookresearch/llama
   Inference code for LLaMA models
   score: 84, stars: 43,518

7.  hpcaitech/ColossalAI
   https://www.colossalai.org
   Making large AI models cheaper, faster and more accessible
   score: 83, stars: 34,930

8.  lm-sys/FastChat
   An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.
   score: 83, stars: 28,194

9. killianlucas/open-interpreter
   http://openinterpreter.com/
   OpenAI's Code Interpreter in your terminal, running locally
   score: 82, stars: 29,428

10. xtekky/gpt4free
    https://g4f.ai
    The official gpt4free repository | various collection of powerful language models
    score: 81, stars: 46,306

11.  microsoft/autogen
    https://microsoft.github.io/autogen/
    Enable Next-Gen Large Language Model Applications. Join our Discord: https://discord.gg/pAbnFJrkgZ
    score: 81, stars: 10,281

12.  h2oai/h2ogpt
    http://h2o.ai
    Private Q&A and summarization of documents+images or chat with local GPT, 100% private, Apache 2.0. Supports LLaMa2, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://codellama.h2o.ai/
    score: 81, stars: 8,119

13. antonosika/gpt-engineer
    https://gpt-engineer.readthedocs.io
    Specify what you want it to build, the AI asks for clarification, and then builds it.
    score: 80, stars: 44,695

14.  laion-ai/Open-Assistant
    https://open-assistant.io
    OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
    score: 80, stars: 35,388

15.  microsoft/semantic-kernel
    https://aka.ms/semantic-kernel
    Integrate cutting-edge LLM technology quickly and easily into your apps
    score: 80, stars: 13,729

16.  mlc-ai/mlc-llm
    https://llm.mlc.ai/docs
    Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.
    score: 80, stars: 13,335

17.  logspace-ai/langflow
    http://www.langflow.org
    ⛓️ Langflow is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows.
    score: 80, stars: 12,758

18. transformeroptimus/SuperAGI
    https://superagi.com/
    <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
    score: 80, stars: 12,657

19.  vllm-project/vllm
    https://vllm.readthedocs.io
    A high-throughput and memory-efficient inference and serving engine for LLMs
    score: 80, stars: 8,374

20. hiyouga/LLaMA-Factory
    Easy-to-use LLM fine-tuning framework (LLaMA-2, BLOOM, Falcon, Baichuan, Qwen, ChatGLM2)
    score: 79, stars: 5,007

21.  huggingface/peft
    https://huggingface.co/docs/peft
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    score: 78, stars: 10,174

22.  nomic-ai/gpt4all
    https://gpt4all.io
    gpt4all: open-source LLM chatbots that you can run anywhere
    score: 77, stars: 53,137

23. geekan/MetaGPT
    🌟 The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo
    score: 77, stars: 28,314

24. haotian-liu/LLaVA
    https://llava.hliu.cc
    [NeurIPS 2023 Oral] Visual Instruction Tuning: LLaVA (Large Language-and-Vision Assistant) built towards multimodal GPT-4 level capabilities.
    score: 77, stars: 8,442

25.  idea-research/Grounded-Segment-Anything
    Grounded-SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    score: 75, stars: 11,134

26.  guidance-ai/guidance
    A guidance language for controlling large language models.
    score: 74, stars: 13,961

27. karpathy/llama2.c
    Inference Llama 2 in one file of pure C
    score: 74, stars: 12,524

28.  optimalscale/LMFlow
    https://optimalscale.github.io/LMFlow/
    An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
    score: 74, stars: 7,353

29.  thudm/ChatGLM-6B
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型
    score: 73, stars: 34,821

30.  paddlepaddle/PaddleNLP
    https://paddlenlp.readthedocs.io
    👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
    score: 73, stars: 10,319

31. plachtaa/VALL-E-X
    An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io
    score: 73, stars: 5,796

32.  facebookresearch/llama-recipes
    Examples and recipes for Llama 2 model
    score: 73, stars: 4,298

33. abetlen/llama-cpp-python
    https://llama-cpp-python.readthedocs.io
    Python bindings for llama.cpp
    score: 73, stars: 3,696

34. yoheinakajima/babyagi
    GPT-4 powered task-driven autonomous agent
    score: 72, stars: 17,464

35.  thudm/ChatGLM2-6B
    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型
    score: 72, stars: 13,555

36.  pythagora-io/gpt-pilot
    Dev tool that writes scalable apps from scratch while the developer oversees the implementation
    score: 72, stars: 12,318

37.  huggingface/text-generation-inference
    http://hf.co/docs/text-generation-inference
    Large Language Model Text Generation Inference
    score: 72, stars: 5,469

38.  berriai/litellm
    https://docs.litellm.ai/docs/
    Call all LLM APIs using the OpenAI format. Use Azure, OpenAI, Cohere, Anthropic, Ollama, VLLM, Sagemaker, HuggingFace, Replicate (100+ LLMs)
    score: 72, stars: 2,018

39. tloen/alpaca-lora
    Instruct-tune LLaMA on consumer hardware
    score: 71, stars: 17,201

40.  facebookresearch/codellama
    Inference code for CodeLlama models
    score: 71, stars: 10,443

41.  rasahq/rasa
    https://rasa.com/docs/rasa/
    💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
    score: 70, stars: 17,099

42.  smol-ai/developer
    https://twitter.com/SmolModels
    the first library to let you embed a developer agent in your own app!
    score: 70, stars: 11,137

43. imartinez/privateGPT
    Interact privately with your documents using the power of GPT, 100% privately, no data leaks
    score: 69, stars: 38,552

44. karpathy/nanoGPT
    The simplest, fastest repository for training/finetuning medium-sized GPTs.
    score: 69, stars: 25,376

45.  vision-cair/MiniGPT-4
    https://minigpt-4.github.io
    Open-sourced codes for MiniGPT-4 and MiniGPT-v2
    score: 69, stars: 22,774

46. shishirpatil/gorilla
    https://gorilla.cs.berkeley.edu/
    Gorilla: An API store for LLMs
    score: 69, stars: 8,349

47.  mlc-ai/web-llm
    https://mlc.ai/web-llm
    Bringing large-language models and chat to web browsers. Everything runs inside the browser with no server support.
    score: 69, stars: 7,597

48.  zilliztech/GPTCache
    https://gptcache.readthedocs.io
    Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
    score: 69, stars: 5,367

49.  chainlit/chainlit
    https://docs.chainlit.io
    Build Python LLM apps in minutes ⚡️
    score: 69, stars: 3,410

50.  lightning-ai/lit-gpt
    Hackable implementation of state-of-the-art open-source LLMs based on nanoGPT. Supports flash attention, 4-bit and 8-bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
    score: 69, stars: 3,280

51.  microsoft/TaskMatrix
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.
    score: 68, stars: 34,193

52.  openai/chatgpt-retrieval-plugin
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.
    score: 68, stars: 19,791

53.  deepset-ai/haystack
    https://haystack.deepset.ai
    🔍 LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conv...
    score: 68, stars: 11,163

54. artidoro/qlora
    https://arxiv.org/abs/2305.14314
    QLoRA: Efficient Finetuning of Quantized LLMs
    score: 68, stars: 7,910

55.  lianjiatech/BELLE
    BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）
    score: 67, stars: 6,858

56. jzhang38/TinyLlama
    The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.
    score: 67, stars: 3,030

57.  h2oai/h2o-llmstudio
    https://gpt-gm.h2o.ai
    H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://h2oai.github.io/h2o-llmstudio/
    score: 67, stars: 2,798

58. tairov/llama2.mojo
    Inference Llama 2 in one file of pure 🔥
    score: 67, stars: 1,260

59.  openlmlab/MOSS
    https://txsun1997.github.io/blogs/moss.html
    An open-source tool-augmented conversational language model from Fudan University
    score: 66, stars: 11,549

60.  databrickslabs/dolly
    https://www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html
    Databricks’ Dolly, a large language model trained on the Databricks Machine Learning Platform
    score: 66, stars: 10,621

61.  lvwerra/trl
    http://hf.co/docs/trl
    Train transformer language models with reinforcement learning.
    score: 66, stars: 5,965

62.  openbmb/ToolBench
    https://openbmb.github.io/ToolBench/
    An open platform for training, serving, and evaluating large language model for tool learning.
    score: 66, stars: 3,443

63.  microsoft/JARVIS
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
    score: 65, stars: 21,955

64. mayooear/gpt4-pdf-chatbot-langchain
    https://www.youtube.com/watch?v=ih9PBGVVOO4
    GPT4 & LangChain Chatbot for large PDF docs
    score: 65, stars: 13,425

65. blinkdl/ChatRWKV
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
    score: 65, stars: 8,823

66.  mistralai/mistral-src
    https://mistral.ai/
    Reference implementation of Mistral AI 7B v0.1 model.
    score: 65, stars: 3,541

67.  lightning-ai/lit-llama
    Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.
    score: 64, stars: 5,261

68.  nvidia/NeMo-Guardrails
    NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
    score: 64, stars: 2,354

69. next-gpt/NExT-GPT
    https://next-gpt.github.io/
    Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
    score: 64, stars: 2,047

70.  hegelai/prompttools
    http://prompttools.readthedocs.io
    Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
    score: 64, stars: 1,814

71.  tatsu-lab/stanford_alpaca
    https://crfm.stanford.edu/2023/03/13/alpaca.html
    Code and documentation to train Stanford's Alpaca models, and generate the data.
    score: 63, stars: 27,000

72.  skypilot-org/skypilot
    https://skypilot.readthedocs.io
    SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed execution—all with a simple interface.
    score: 63, stars: 4,002

73.  stanfordnlp/dspy
    DSPy: The framework for programming with foundation models
    score: 63, stars: 3,649

74. kyegomez/tree-of-thoughts
    https://discord.gg/qUtxnK2NMf
    Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%
    score: 63, stars: 3,573

75.  guardrails-ai/guardrails
    https://docs.guardrailsai.com/
    Adding guardrails to large language models.
    score: 63, stars: 2,348

76.  alpha-vllm/LLaMA2-Accessory
    https://llama2-accessory.readthedocs.io/
    An Open-source Toolkit for LLM Development
    score: 63, stars: 1,616

77.  fauxpilot/fauxpilot
    FauxPilot - an open-source alternative to GitHub Copilot server
    score: 62, stars: 13,276

78.  openlm-research/open_llama
    OpenLLaMA, a permissively licensed open source reproduction of Meta AI’s LLaMA 7B trained on the RedPajama dataset
    score: 62, stars: 6,731

79.  bigcode-project/starcoder
    Home of StarCoder: fine-tuning & inference!
    score: 62, stars: 6,451

80. bhaskatripathi/pdfGPT
    https://bhaskartripathi-pdfgpt-turbo.hf.space
    PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
    score: 62, stars: 6,066

81.  minedojo/Voyager
    https://voyager.minedojo.org/
    An Open-Ended Embodied Agent with Large Language Models
    score: 62, stars: 4,261

82.  mmabrouk/llm-workflow-engine
    Power CLI and Workflow manager for LLMs (core package)
    score: 62, stars: 3,484

83.  eth-sri/lmql
    https://lmql.ai
    A language for constraint-guided and efficient LLM programming.
    score: 62, stars: 2,463

84. ravenscroftj/turbopilot
    Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU
    score: 61, stars: 3,839

85.  baichuan-inc/Baichuan-13B
    https://huggingface.co/baichuan-inc/Baichuan-13B-Chat
    A 13B large language model developed by Baichuan Intelligent Technology
    score: 61, stars: 2,687

86. luodian/Otter
    https://otter-ntu.github.io/
    🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.
    score: 61, stars: 2,523

87.  thudm/CodeGeeX
    https://codegeex.cn
    CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
    score: 60, stars: 7,092

88.  eleutherai/gpt-neox
    An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library.
    score: 60, stars: 6,089

89.  neulab/prompt2model
    prompt2model - Generate Deployable Models from Natural Language Instructions
    score: 60, stars: 1,566

90. whitead/paper-qa
    LLM Chain for answering questions from documents with citations
    score: 59, stars: 3,106

91. minimaxir/simpleaichat
    Python package for easily interfacing with chat apps, with robust features and minimal code complexity.
    score: 59, stars: 2,913

92. iryna-kondr/scikit-llm
    https://beastbyte.ai/
    Seamlessly integrate LLMs into scikit-learn.
    score: 59, stars: 2,576

93.  defog-ai/sqlcoder
    SoTA LLM for converting natural language questions to SQL queries
    score: 59, stars: 1,441

94.  nvidia/Megatron-LM
    Ongoing research training transformer models at scale
    score: 58, stars: 6,546

95. li-plus/chatglm.cpp
    C++ implementation of ChatGLM-6B & ChatGLM2-6B & more LLMs
    score: 58, stars: 1,176

96.  huggingface/text-embeddings-inference
    https://huggingface.github.io/text-embeddings-inference/
    A blazing fast inference solution for text embeddings models
    score: 58, stars: 481

97. nat/openplayground
    An LLM playground you can run on your laptop
    score: 57, stars: 5,558

98. blinkdl/RWKV-LM
    RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.
    score: 56, stars: 10,005

99.  spcl/graph-of-thoughts
    https://arxiv.org/pdf/2308.09687.pdf
    Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
    score: 56, stars: 1,486

100.  microsoft/LMOps
     https://aka.ms/nlpagi
     General technology for enabling AI capabilities w/ LLMs and MLLMs
     score: 55, stars: 2,426

101. deep-diver/LLM-As-Chatbot
     LLM as a Chatbot Service
     score: 54, stars: 3,081

102.  microsoft/torchscale
     https://aka.ms/GeneralAI
     Foundation Architecture for (M)LLMs
     score: 54, stars: 2,596

103.  ray-project/llm-applications
     A comprehensive guide to building RAG-based LLM applications for production.
     score: 54, stars: 831

104. karpathy/minGPT
     A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
     score: 53, stars: 16,422

105.  thudm/GLM-130B
     GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)
     score: 53, stars: 7,193

106.  microsoft/LoRA
     https://arxiv.org/abs/2106.09685
     Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
     score: 53, stars: 6,767

107.  togethercomputer/RedPajama-Data
     The RedPajama-Data repository contains code for preparing large datasets for training large language models.
     score: 53, stars: 3,537

108.  freedomintelligence/LLMZoo
     ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡
     score: 53, stars: 2,684

109.  eleutherai/lm-evaluation-harness
     A framework for few-shot evaluation of autoregressive language models.
     score: 53, stars: 2,598

110. mshumer/gpt-llm-trainer
     Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you
     score: 53, stars: 2,501

111. young-geng/EasyLM
     Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.
     score: 53, stars: 1,985

112.  explosion/spacy-llm
     https://spacy.io/usage/large-language-models
     🦙 Integrating LLMs into structured NLP pipelines
     score: 53, stars: 645

113. 1rgs/jsonformer
     A Bulletproof Way to Generate Structured JSON from Language Models
     score: 52, stars: 3,061

114. cstankonrad/long_llama
     LongLLaMA is a large language model capable of handling long contexts. It is based on OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.
     score: 52, stars: 1,288

115. ajndkr/lanarky
     https://lanarky.readthedocs.io/en/latest/
     FastAPI framework to build production-grade LLM applications
     score: 52, stars: 826

116. juncongmoo/pyllama
     LLaMA: Open and Efficient Foundation Language Models
     score: 51, stars: 2,644

117.  microsoft/BioGPT
     microsoft/BioGPT
     score: 50, stars: 4,076

118. lucidrains/toolformer-pytorch
     Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI
     score: 50, stars: 1,711

119.  chatarena/chatarena
     https://www.chatarena.org/
     ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
     score: 50, stars: 1,035

120.  linksoul-ai/AutoAgents
     https://huggingface.co/spaces/LinkSoul/AutoAgents
     Generate different roles for GPTs to form a collaborative entity for complex tasks.
     score: 50, stars: 571

121.  opengvlab/OmniQuant
     OmniQuant is a simple and powerful quantization technique for LLMs.
     score: 50, stars: 380

122. instruction-tuning-with-gpt-4/GPT-4-LLM
     https://instruction-tuning-with-gpt-4.github.io/
     Instruction Tuning with GPT-4
     score: 49, stars: 3,465

123. farizrahman4u/loopgpt
     Modular Auto-GPT Framework
     score: 49, stars: 1,290

124.  microsoft/Megatron-DeepSpeed
     Ongoing research training transformer language models at scale, including: BERT & GPT-2
     score: 49, stars: 1,129

125. zhudotexe/kani
     https://kani.readthedocs.io
     kani (カニ) is a highly hackable microframework for chat-based language models with tool usage/function calling.
     score: 49, stars: 478

126.  pathwaycom/llm-app
     https://pathway.com/developers/showcases/llm-app-pathway/
     LLM App is a production framework for building and serving AI applications and LLM-enabled real-time data pipelines.
     score: 49, stars: 383

127.  microsoft/Llama-2-Onnx
     A Microsoft optimized version of the Llama 2 model, available from Meta
     score: 48, stars: 842

128.  openai/gpt-2
     https://openai.com/blog/better-language-models/
     Code for the paper "Language Models are Unsupervised Multitask Learners"
     score: 47, stars: 19,984

129.  civitai/sd_civitai_extension
     All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI
     score: 47, stars: 1,915

130.  opengenerativeai/GenossGPT
     https://genoss.ai/
     One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...) 🌈🐂 Replace OpenAI GPT with any LLMs in your app with one line.
     score: 47, stars: 634

131.  weaviate/Verba
     Retrieval Augmented Generation (RAG) chatbot powered by Weaviate
     score: 47, stars: 616

132.  ofa-sys/OFA
     Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework
     score: 45, stars: 2,124

133.  ibm/Dromedary
     Dromedary: towards helpful, ethical and reliable LLMs.
     score: 45, stars: 1,004

134. srush/MiniChain
     https://srush-minichain.hf.space/
     A tiny library for coding with large language models.
     score: 45, stars: 919

135.  langchain-ai/langsmith-cookbook
     https://langsmith-cookbook.vercel.app
     langchain-ai/langsmith-cookbook
     score: 45, stars: 323

136. operand/agency
     https://createwith.agency
     A fast and minimal framework for building agent-integrated systems
     score: 45, stars: 320

137.  tiger-ai-lab/MAmmoTH
     This repo contains the code and data for "MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning"
     score: 45, stars: 183

138.  eleutherai/gpt-neo
     https://www.eleuther.ai
     An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
     score: 42, stars: 8,010

139.  explosion/spacy-transformers
     https://spacy.io/usage/embeddings-transformers
     🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
     score: 42, stars: 1,286

140.  nomic-ai/pygpt4all
     https://nomic-ai.github.io/pygpt4all/
     Official supported Python bindings for llama.cpp + gpt4all
     score: 42, stars: 1,020

141. vahe1994/SpQR
     Quantization algorithm and the model evaluation code for SpQR method for LLM compression
     score: 42, stars: 453

142.  langchain-ai/langsmith-sdk
     https://smith.langchain.com/
     LangSmith Client SDK Implementations
     score: 42, stars: 148

143. yizhongw/self-instruct
     Aligning pretrained language models with instruction data generated by themselves.
     score: 41, stars: 3,158

144.  jina-ai/thinkgpt
     Agent techniques to augment your LLM and push it beyong its limits
     score: 41, stars: 1,376

145. minimaxir/gpt-2-simple
     Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts
     score: 40, stars: 3,328

146.  ist-daslab/gptq
     https://arxiv.org/abs/2210.17323
     Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
     score: 39, stars: 1,344

147.  run-llama/llama-lab
     Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex
     score: 39, stars: 966

148. oliveirabruno01/babyagi-asi
     BabyAGI: an Autonomous and Self-Improving agent, or BASI
     score: 39, stars: 721

149. minimaxir/aitextgen
     https://docs.aitextgen.io
     A robust Python tool for text-based AI training and generation using GPT-2.
     score: 38, stars: 1,800

150.  bigscience-workshop/Megatron-DeepSpeed
     Ongoing research training transformer language models at scale, including: BERT & GPT-2
     score: 37, stars: 1,050

151. ctlllll/LLM-ToolMaker
     Large Language Models as Tool Makers
     score: 37, stars: 929

152. lupantech/chameleon-llm
     https://chameleon-llm.github.io
     Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
     score: 37, stars: 897

153.  openai/gpt-discord-bot
     Example Discord bot written in Python that uses the completions API to have conversations with the text-davinci-003 model, and the moderations API to filter the messages.
     score: 35, stars: 1,580

154.  salesforce/xgen
     Salesforce open-source LLMs with 8k sequence length.
     score: 35, stars: 679

155.  continuum-llms/chatgpt-memory
     Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.
     score: 35, stars: 494

156.  hazyresearch/H3
     Language Modeling with the H3 State Space Model
     score: 35, stars: 455

157. muennighoff/sgpt
     https://arxiv.org/abs/2202.08904
     SGPT: GPT Sentence Embeddings for Semantic Search
     score: 34, stars: 718

158.  cerebras/modelzoo
     cerebras/modelzoo
     score: 33, stars: 725

159. lupantech/ScienceQA
     Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".
     score: 29, stars: 419

160.  hazyresearch/ama_prompting
     Ask Me Anything language model prompting
     score: 27, stars: 510

161. keirp/automatic_prompt_engineer
     Large Language Models Are Human-Level Prompt Engineers
     score: 26, stars: 753

162.  openai/gpt-2-output-dataset
     Dataset of GPT-2 outputs for research in detection, biases, and more
     score: 23, stars: 1,795

163.  openai/image-gpt
     Archived. Code and models from the paper "Generative Pretraining from Pixels"
     score: 22, stars: 1,956

164.  openai/finetune-transformer-lm
     https://s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf
     Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
     score: 21, stars: 1,917

165.  bigscience-workshop/t-zero
     Reproduce results and replicate training fo T0 (Multitask Prompted Training Enables Zero-Shot Task Generalization)
     score: 21, stars: 427

Math and Science

Maths and science libraries.

1.  numpy/numpy
   https://numpy.org
   The fundamental package for scientific computing with Python.
   score: 82, stars: 24,736

2.  scipy/scipy
   https://scipy.org
   SciPy library main repository
   score: 67, stars: 11,793

3.  sympy/sympy
   https://sympy.org/
   A computer algebra system written in pure Python
   score: 65, stars: 11,422

4.  cupy/cupy
   https://cupy.dev
   NumPy & SciPy for GPU
   score: 64, stars: 7,238

5.  facebookresearch/theseus
   A library for differentiable nonlinear optimization
   score: 50, stars: 1,443

6.  lean-dojo/LeanDojo
   https://leandojo.org
   Tool for data extraction and interacting with Lean programmatically.
   score: 48, stars: 306

7.  pyomo/pyomo
   https://www.pyomo.org
   An object-oriented algebraic modeling language in Python for structured optimization problems.
   score: 47, stars: 1,660

8.  dynamicslab/pysindy
   https://pysindy.readthedocs.io/en/latest/
   A package for the sparse identification of nonlinear dynamical systems from data
   score: 42, stars: 1,104

9.  google-research/torchsde
   Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
   score: 41, stars: 1,368

10.  mckinsey/causalnex
    http://causalnex.readthedocs.io/
    A Python library that helps data scientists to infer causation rather than observing correlation.
    score: 40, stars: 2,005

11.  geomstats/geomstats
    http://geomstats.ai
    Computations and statistics on manifolds with geometric structures.
    score: 40, stars: 1,000

12.  fredrik-johansson/mpmath
    http://mpmath.org
    Python library for arbitrary-precision floating-point arithmetic
    score: 36, stars: 831

13.  dit/dit
    http://docs.dit.io
    Python package for information theory.
    score: 26, stars: 460

14. willianfuks/tfcausalimpact
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
    score: 21, stars: 446

15. sj001/AI-Feynman
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression
    score: 17, stars: 545

Machine Learning - General

General and classical machine learning libraries. See below for other sections covering specialised ML areas.

1.  scikit-learn/scikit-learn
   https://scikit-learn.org
   scikit-learn: machine learning in Python
   score: 85, stars: 56,143

2.  open-mmlab/mmdetection
   https://mmdetection.readthedocs.io
   OpenMMLab Detection Toolbox and Benchmark
   score: 77, stars: 25,742

3.  openai/openai-cookbook
   https://cookbook.openai.com
   Examples and guides for using the OpenAI API
   score: 76, stars: 49,291

4.  openai/evals
   Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
   score: 76, stars: 12,127

5.  google/jax
   http://jax.readthedocs.io/
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   score: 75, stars: 24,983

6.  roboflow/supervision
   https://supervision.roboflow.com
   We write your reusable computer vision tools. 💜
   score: 75, stars: 6,380

7.  google/mediapipe
   https://mediapipe.dev
   Cross-platform, customizable ML solutions for live and streaming media.
   score: 74, stars: 23,643

8.  dmlc/xgboost
   https://xgboost.readthedocs.io/en/stable/
   Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
   score: 72, stars: 24,824

9.  suno-ai/bark
   🔊 Text-Prompted Generative Audio Model
   score: 70, stars: 27,335

10.  jina-ai/jina
    https://docs.jina.ai
    ☁️ Build multimodal AI applications with cloud-native stack
    score: 70, stars: 19,188

11.  facebookresearch/faiss
    https://faiss.ai
    A library for efficient similarity search and clustering of dense vectors.
    score: 69, stars: 24,870

12. ggerganov/ggml
    Tensor library for machine learning
    score: 69, stars: 7,343

13.  google-research/google-research
    https://research.google
    Google Research
    score: 68, stars: 31,130

14.  microsoft/LightGBM
    https://lightgbm.readthedocs.io/en/latest/
    A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
    score: 67, stars: 15,532

15.  huggingface/accelerate
    https://huggingface.co/docs/accelerate
    🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision
    score: 67, stars: 5,844

16.  optuna/optuna
    https://optuna.org
    A hyperparameter optimization framework
    score: 66, stars: 8,760

17.  tencentarc/GFPGAN
    GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
    score: 65, stars: 32,550

18.  onnx/onnx
    https://onnx.ai/
    Open standard for machine learning interoperability
    score: 65, stars: 15,700

19.  facebookresearch/AnimatedDrawings
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"
    score: 65, stars: 9,575

20.  facebookresearch/xformers
    https://facebookresearch.github.io/xformers/
    Hackable and optimized Transformers building blocks, supporting a composable construction.
    score: 65, stars: 5,858

21.  open-mmlab/mmsegmentation
    https://mmsegmentation.readthedocs.io/en/latest/
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    score: 64, stars: 6,543

22.  pycaret/pycaret
    https://www.pycaret.org
    An open-source, low-code machine learning library in Python
    score: 63, stars: 7,799

23.  catboost/catboost
    https://catboost.ai
    A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
    score: 63, stars: 7,393

24.  awslabs/autogluon
    https://auto.gluon.ai/
    AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data
    score: 63, stars: 6,308

25.  wandb/wandb
    https://wandb.ai
    🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
    score: 62, stars: 7,330

26.  open-mmlab/mmagic
    https://mmagic.readthedocs.io/en/latest/
    OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
    score: 61, stars: 5,843

27.  pymc-devs/pymc
    https://docs.pymc.io/
    Bayesian Modeling in Python
    score: 60, stars: 7,821

28.  microsoft/nni
    https://nni.readthedocs.io
    An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
    score: 59, stars: 13,310

29.  deepmind/alphafold
    Open source code for AlphaFold.
    score: 59, stars: 10,871

30.  open-mmlab/mmcv
    https://mmcv.readthedocs.io/en/latest/
    OpenMMLab Computer Vision Foundation
    score: 59, stars: 5,254

31.  project-monai/MONAI
    https://monai.io/
    AI Toolkit for Healthcare Imaging
    score: 59, stars: 4,732

32.  marqo-ai/marqo
    https://www.marqo.ai/
    Marqo is more than a vector database, it's an end-to-end vector search engine for both text and images. Also available on cloud - cloud.marqo.ai
    score: 59, stars: 3,649

33.  megvii-basedetection/YOLOX
    YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
    score: 58, stars: 8,558

34.  cleanlab/cleanlab
    https://cleanlab.ai
    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
    score: 58, stars: 6,806

35.  online-ml/river
    https://riverml.xyz
    🌊 Online machine learning in Python
    score: 58, stars: 4,446

36.  py-why/dowhy
    https://www.pywhy.org/dowhy
    DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
    score: 57, stars: 6,226

37.  microsoft/Swin-Transformer
    https://arxiv.org/abs/2103.14030
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    score: 56, stars: 11,737

38. lutzroeder/netron
    https://netron.app
    Visualizer for neural network, deep learning and machine learning models
    score: 55, stars: 24,186

39. ourownstory/neural_prophet
    https://neuralprophet.com
    NeuralProphet: A simple forecasting package
    score: 55, stars: 3,284

40.  microsoft/FLAML
    https://microsoft.github.io/FLAML/
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    score: 55, stars: 3,126

41.  aws/sagemaker-python-sdk
    https://sagemaker.readthedocs.io/
    A library for training and deploying machine learning models on Amazon SageMaker
    score: 55, stars: 1,940

42. lmcinnes/umap
    Uniform Manifold Approximation and Projection
    score: 54, stars: 6,490

43. ageron/handson-ml2
    A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
    score: 53, stars: 25,742

44. jindongwang/transferlearning
    http://transferlearning.xyz/
    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
    score: 53, stars: 12,064

45.  twitter/the-algorithm-ml
    https://blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm
    Source code for Twitter's Recommendation Algorithm
    score: 53, stars: 9,731

46.  epistasislab/tpot
    http://epistasislab.github.io/tpot/
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    score: 53, stars: 9,255

47.  statsmodels/statsmodels
    http://www.statsmodels.org/devel/
    Statsmodels: statistical modeling and econometrics in Python
    score: 53, stars: 8,909

48.  uber/causalml
    Uplift modeling and causal inference with machine learning algorithms
    score: 53, stars: 4,303

49.  apple/coremltools
    https://coremltools.readme.io
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    score: 53, stars: 3,673

50. sanchit-gandhi/whisper-jax
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.
    score: 53, stars: 3,465

51.  rucaibox/RecBole
    https://recbole.io/
    A unified, comprehensive and efficient recommendation library
    score: 53, stars: 2,859

52.  huggingface/optimum
    https://huggingface.co/docs/optimum/main/
    🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
    score: 53, stars: 1,634

53.  tensorflow/tensor2tensor
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
    score: 52, stars: 14,151

54.  featurelabs/featuretools
    https://www.featuretools.com
    An open source python library for automated feature engineering
    score: 52, stars: 6,813

55.  huggingface/huggingface_hub
    https://huggingface.co/docs/huggingface_hub
    All the open source things related to the Hugging Face Hub.
    score: 52, stars: 1,240

56.  scikit-learn-contrib/imbalanced-learn
    https://imbalanced-learn.org
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    score: 51, stars: 6,519

57.  skvark/opencv-python
    https://pypi.org/project/opencv-python/
    Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
    score: 51, stars: 3,755

58.  zjunlp/DeepKE
    http://deepke.zjukg.cn/
    An Open Toolkit for Knowledge Graph Extraction and Construction published at EMNLP2022 System Demonstrations.
    score: 51, stars: 2,378

59. harisiqbal88/PlotNeuralNet
    Latex code for making neural networks diagrams
    score: 50, stars: 20,145

60.  spotify/annoy
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
    score: 50, stars: 12,007

61.  automl/auto-sklearn
    https://automl.github.io/auto-sklearn
    Automated Machine Learning with scikit-learn
    score: 50, stars: 7,165

62.  google/automl
    Google Brain AutoML
    score: 50, stars: 6,014

63.  mljar/mljar-supervised
    https://mljar.com
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    score: 50, stars: 2,778

64.  lightly-ai/lightly
    https://docs.lightly.ai/self-supervised-learning/
    A python library for self-supervised learning on images.
    score: 50, stars: 2,550

65.  huggingface/autotrain-advanced
    https://huggingface.co/autotrain
    🤗 AutoTrain Advanced
    score: 50, stars: 2,130

66.  visual-layer/fastdup
    fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data operations costs at an unparalleled scale.
    score: 50, stars: 1,224

67.  deepmind/deepmind-research
    This repository contains implementations and illustrative code to accompany DeepMind publications
    score: 49, stars: 12,172

68.  google-research/t5x
    google-research/t5x
    score: 49, stars: 2,113

69.  huggingface/evaluate
    https://huggingface.co/docs/evaluate
    🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
    score: 49, stars: 1,557

70.  googlecloudplatform/vertex-ai-samples
    https://cloud.google.com/vertex-ai
    Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud
    score: 49, stars: 988

71.  facebookresearch/balance
    https://import-balance.org
    The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.
    score: 49, stars: 635

72.  hips/autograd
    Efficiently computes derivatives of numpy code.
    score: 48, stars: 6,488

73.  probml/pyprobml
    Python code for "Probabilistic Machine learning" book by Kevin Murphy
    score: 48, stars: 5,955

74. rasbt/mlxtend
    https://rasbt.github.io/mlxtend/
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    score: 48, stars: 4,535

75. lucidrains/musiclm-pytorch
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch
    score: 48, stars: 2,738

76.  scikit-learn-contrib/hdbscan
    http://hdbscan.readthedocs.io/en/latest/
    A high performance implementation of HDBSCAN clustering.
    score: 48, stars: 2,545

77.  microsoft/i-Code
    The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.
    score: 48, stars: 1,419

78.  kubeflow/katib
    Repository for hyperparameter tuning
    score: 48, stars: 1,369

79.  google/vizier
    https://oss-vizier.readthedocs.io
    Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
    score: 48, stars: 1,110

80. aleju/imgaug
    http://imgaug.readthedocs.io
    Image augmentation for machine learning experiments.
    score: 47, stars: 13,812

81.  hyperopt/hyperopt
    http://hyperopt.github.io/hyperopt
    Distributed Asynchronous Hyperparameter Optimization in Python
    score: 47, stars: 6,881

82. ddbourgin/numpy-ml
    https://numpy-ml.readthedocs.io/
    Machine learning, in numpy
    score: 46, stars: 14,090

83.  huggingface/notebooks
    Notebooks using the Hugging Face libraries 🤗
    score: 46, stars: 2,770

84.  microsoft/Semi-supervised-learning
    https://usb.readthedocs.io
    A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
    score: 46, stars: 931

85. nicolas-hbt/pygraft
    https://pygraft.readthedocs.io/en/latest/
    Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
    score: 46, stars: 515

86. uberi/speech_recognition
    https://pypi.python.org/pypi/SpeechRecognition/
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    score: 45, stars: 7,585

87. lucidrains/deep-daze
    Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun
    score: 45, stars: 4,390

88.  py-why/EconML
    https://www.microsoft.com/en-us/research/project/alice/
    ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
    score: 45, stars: 3,229

89.  pytorch/glow
    Compiler for Neural Network hardware accelerators
    score: 45, stars: 3,051

90.  tensorflow/addons
    Useful extra functionality for TensorFlow 2.x maintained by SIG-addons
    score: 45, stars: 1,664

91.  castorini/pyserini
    http://pyserini.io/
    Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
    score: 45, stars: 1,138

92.  nevronai/MetisFL
    https://nevron.ai
    MetisFL is a federated learning framework that allows developers to easily federate their machine learning workflows and train their models across distributed data without ever collecting the data in a centralized location.
    score: 45, stars: 516

93.  facebookresearch/vissl
    https://vissl.ai
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    score: 44, stars: 3,132

94.  maif/shapash
    https://maif.github.io/shapash/
    🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
    score: 44, stars: 2,467

95. csinva/imodels
    https://csinva.io/imodels
    Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
    score: 44, stars: 1,185

96. laekov/fastmoe
    https://fastmoe.ai
    A fast MoE impl for PyTorch
    score: 44, stars: 1,128

97.  nmslib/hnswlib
    https://github.com/nmslib/hnswlib
    Header-only C++/python library for fast approximate nearest neighbors
    score: 43, stars: 3,520

98.  thudm/CogVideo
    Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"
    score: 43, stars: 3,199

99.  districtdatalabs/yellowbrick
    http://www.scikit-yb.org/
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    score: 42, stars: 4,098

100.  scikit-learn-contrib/category_encoders
     http://contrib.scikit-learn.org/category_encoders/
     A library of sklearn compatible categorical variable encoders
     score: 42, stars: 2,287

101.  jina-ai/finetuner
     https://finetuner.jina.ai
     🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
     score: 42, stars: 1,205

102. koaning/scikit-lego
     https://scikit-lego.netlify.app
     Extra blocks for scikit-learn pipelines.
     score: 42, stars: 1,065

103.  automl/TabPFN
     http://priorlabs.ai
     Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
     score: 42, stars: 970

104. nicolashug/Surprise
     http://surpriselib.com
     A Python scikit for building and analyzing recommender systems
     score: 41, stars: 5,988

105.  cmusphinx/pocketsphinx
     A small speech recognizer
     score: 41, stars: 3,537

106.  hazyresearch/safari
     Convolutions for Sequence Modeling
     score: 40, stars: 757

107.  replicate/replicate-python
     https://replicate.com
     Python client for Replicate
     score: 40, stars: 428

108.  cleverhans-lab/cleverhans
     An adversarial example library for constructing attacks, building defenses, and benchmarking both
     score: 39, stars: 5,931

109.  opentensor/bittensor
     https://www.bittensor.com/
     Internet-scale Neural Networks
     score: 39, stars: 441

110.  scikit-optimize/scikit-optimize
     https://scikit-optimize.github.io
     Sequential model-based optimization with a scipy.optimize interface
     score: 38, stars: 2,662

111. shankarpandala/lazypredict
     Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
     score: 38, stars: 2,190

112.  linkedin/greykite
     A flexible, intuitive and fast forecasting library
     score: 38, stars: 1,746

113.  scikit-learn-contrib/metric-learn
     http://contrib.scikit-learn.org/metric-learn/
     Metric learning algorithms in Python
     score: 38, stars: 1,347

114. mdbloice/Augmentor
     https://augmentor.readthedocs.io/en/stable
     Image augmentation library in Python for machine learning.
     score: 35, stars: 4,954

115.  teamhg-memex/eli5
     http://eli5.readthedocs.io
     A library for debugging/inspecting machine learning classifiers and explaining their predictions
     score: 35, stars: 2,687

116.  hpcaitech/EnergonAI
     Large-scale model inference.
     score: 35, stars: 625

117.  amzn/pecos
     https://libpecos.org/
     PECOS - Prediction for Enormous and Correlated Spaces
     score: 35, stars: 457

118. rentruewang/koila
     https://rentruewang.github.io/koila
     Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
     score: 34, stars: 1,792

119.  awslabs/dgl-ke
     https://dglke.dgl.ai/doc/
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     score: 34, stars: 1,176

120.  huggingface/exporters
     Export Hugging Face models to Core ML and TensorFlow Lite
     score: 34, stars: 446

121.  scikit-build/scikit-build
     https://scikit-build.readthedocs.io
     Improved build system generator for CPython C, C++, Cython and Fortran extensions
     score: 34, stars: 441

122.  contextlab/hypertools
     http://hypertools.readthedocs.io/en/latest/
     A Python toolbox for gaining geometric insights into high-dimensional data
     score: 33, stars: 1,789

123. bmabey/pyLDAvis
     Python library for interactive topic model visualization. Port of the R LDAvis package.
     score: 33, stars: 1,740

124.  scikit-learn-contrib/lightning
     https://contrib.scikit-learn.org/lightning/
     Large-scale linear classification, regression and ranking in Python
     score: 33, stars: 1,682

125. lmcinnes/pynndescent
     A Python nearest neighbor descent for approximate nearest neighbors
     score: 33, stars: 802

126.  apple/ml-ane-transformers
     Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)
     score: 32, stars: 2,360

127.  google-research/deeplab2
     DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.
     score: 31, stars: 940

128. patchy631/machine-learning
     Machine Learning Tutorials Repository
     score: 31, stars: 858

129.  qdrant/quaterion
     https://quaterion.qdrant.tech/
     Blazing fast framework for fine-tuning similarity learning models
     score: 31, stars: 556

130.  dask/dask-ml
     http://ml.dask.org
     Scalable Machine Learning with Dask
     score: 30, stars: 869

131.  hrnet/HRNet-Semantic-Segmentation
     The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919
     score: 29, stars: 2,957

132.  borealisai/advertorch
     A Toolbox for Adversarial Robustness Research
     score: 29, stars: 1,214

133.  nvidia/cuda-python
     https://nvidia.github.io/cuda-python/
     CUDA Python Low-level Bindings
     score: 29, stars: 651

134.  jacopotagliabue/reclist
     https://reclist.io
     Behavioral "black-box" testing for recommender systems
     score: 29, stars: 426

135.  cvxgrp/pymde
     https://pymde.org
     Minimum-distortion embedding with PyTorch
     score: 27, stars: 488

136.  linkedin/FastTreeSHAP
     Fast SHAP value computation for interpreting tree-based models
     score: 27, stars: 464

137.  ray-project/tune-sklearn
     https://docs.ray.io/en/master/tune/api_docs/sklearn.html
     A drop-in replacement for Scikit-Learn’s GridSearchCV / RandomizedSearchCV -- but with cutting edge hyperparameter tuning techniques.
     score: 26, stars: 459

138.  microsoft/Focal-Transformer
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"
     score: 20, stars: 524

139. mrdbourke/m1-machine-learning-test
     Code for testing various M1 Chip benchmarks with TensorFlow.
     score: 19, stars: 450

Machine Learning - Deep Learning

Machine learning libraries that cross over with deep learning in some way.

1.  tensorflow/tensorflow
   https://tensorflow.org
   An Open Source Machine Learning Framework for Everyone
   score: 96, stars: 178,249

2.  pytorch/pytorch
   https://pytorch.org
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   score: 91, stars: 71,655

3.  keras-team/keras
   http://keras.io/
   Deep Learning for humans
   score: 84, stars: 59,519

4.  pytorchlightning/lightning
   https://lightning.ai
   Deep learning framework to train, deploy, and ship AI products Lightning fast.
   score: 80, stars: 24,871

5.  microsoft/DeepSpeed
   https://www.deepspeed.ai/
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   score: 77, stars: 28,852

6.  paddlepaddle/Paddle
   http://www.paddlepaddle.org/
   PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
   score: 77, stars: 20,915

7.  openai/whisper
   Robust Speech Recognition via Large-Scale Weak Supervision
   score: 75, stars: 46,203

8.  dmlc/dgl
   http://dgl.ai
   Python package built to ease deep learning on graph, on top of existing DL frameworks.
   score: 73, stars: 12,293

9.  rwightman/pytorch-image-models
   https://huggingface.co/docs/timm
   PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
   score: 72, stars: 27,132

10.  pyg-team/pytorch_geometric
    https://pyg.org
    Graph Neural Network Library for PyTorch
    score: 71, stars: 18,671

11.  facebookresearch/detectron2
    https://detectron2.readthedocs.io/en/latest/
    Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
    score: 69, stars: 26,851

12. sanster/lama-cleaner
    https://lama-cleaner-docs.vercel.app/
    Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
    score: 69, stars: 13,561

13. deepfakes/faceswap
    https://www.faceswap.dev
    Deepfakes Software For All
    score: 68, stars: 47,261

14.  facebookresearch/segment-anything
    The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
    score: 68, stars: 39,089

15. danielgatis/rembg
    Rembg is a tool to remove images background
    score: 67, stars: 11,737

16. xinntao/Real-ESRGAN
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
    score: 65, stars: 23,235

17. lucidrains/vit-pytorch
    Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
    score: 65, stars: 15,520

18.  facebookincubator/AITemplate
    AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.
    score: 65, stars: 4,275

19.  apache/mxnet
    https://mxnet.apache.org
    Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
    score: 62, stars: 20,589

20.  kornia/kornia
    https://kornia.github.io/kornia/
    Computer Vision and Robotics Library for AI
    score: 62, stars: 8,703

21. lucidrains/imagen-pytorch
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
    score: 62, stars: 7,330

22.  facebookresearch/ImageBind
    ImageBind One Embedding Space to Bind Them All
    score: 62, stars: 7,207

23.  mosaicml/composer
    http://docs.mosaicml.com
    Supercharge Your Model Training
    score: 61, stars: 4,642

24.  deci-ai/super-gradients
    https://www.supergradients.com
    Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
    score: 61, stars: 3,390

25.  facebookresearch/pytorch3d
    https://pytorch3d.org/
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    score: 60, stars: 7,732

26.  google/flax
    https://flax.readthedocs.io
    Flax is a neural network library for JAX that is designed for flexibility.
    score: 60, stars: 4,782

27.  cvg/LightGlue
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)
    score: 59, stars: 2,295

28.  pyro-ppl/pyro
    http://pyro.ai
    Deep universal probabilistic programming with Python and PyTorch
    score: 58, stars: 8,161

29. arogozhnikov/einops
    https://einops.rocks
    Deep learning operations reinvented (for pytorch, tensorflow, jax and others)
    score: 58, stars: 7,295

30.  pytorch/torchrec
    Pytorch domain library for recommendation systems
    score: 58, stars: 1,547

31.  pytorch/botorch
    https://botorch.org/
    Bayesian optimization in PyTorch
    score: 56, stars: 2,801

32. iperov/DeepFaceLab
    DeepFaceLab is the leading software for creating deepfakes.
    score: 55, stars: 42,856

33.  facebookresearch/Detectron
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
    score: 55, stars: 25,961

34.  albumentations-team/albumentations
    https://albumentations.ai
    Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
    score: 55, stars: 12,657

35.  facebookresearch/detr
    End-to-End Object Detection with Transformers
    score: 55, stars: 11,838

36.  matterport/Mask_RCNN
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
    score: 54, stars: 23,511

37.  keras-team/autokeras
    http://autokeras.com/
    AutoML library for deep learning
    score: 54, stars: 8,951

38.  nvidia/apex
    A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch
    score: 54, stars: 7,617

39.  pytorch/ignite
    https://pytorch-ignite.ai
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    score: 54, stars: 4,351

40.  nvidia/DeepLearningExamples
    State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
    score: 51, stars: 11,557

41.  google/trax
    Trax — Deep Learning with Clear Code and Speed
    score: 50, stars: 7,745

42.  skorch-dev/skorch
    A scikit-learn compatible neural network library that wraps PyTorch
    score: 50, stars: 5,358

43.  alpa-projects/alpa
    https://alpa.ai
    Training and serving large-scale neural networks with auto parallelization.
    score: 49, stars: 2,797

44.  neuralmagic/sparseml
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
    score: 49, stars: 1,774

45. rasbt/deeplearning-models
    A collection of various deep learning architectures, models, and tips
    score: 48, stars: 15,952

46.  xpixelgroup/BasicSR
    https://basicsr.readthedocs.io/en/latest/
    Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
    score: 47, stars: 5,439

47.  facebookresearch/mmf
    https://mmf.sh/
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    score: 47, stars: 5,322

48.  deepmind/dm-haiku
    https://dm-haiku.readthedocs.io
    JAX-based neural network library
    score: 47, stars: 2,619

49.  keras-team/keras-cv
    Industry-strength Computer Vision workflows with Keras
    score: 47, stars: 839

50. williamyang1991/VToonify
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer
    score: 46, stars: 3,338

51.  explosion/thinc
    https://thinc.ai
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    score: 44, stars: 2,760

52. fepegar/torchio
    http://www.torchio.org
    Medical imaging toolkit for deep learning
    score: 43, stars: 1,841

53.  tensorly/tensorly
    http://tensorly.org
    TensorLy: Tensor Learning in Python.
    score: 42, stars: 1,440

54.  tensorflow/similarity
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
    score: 40, stars: 972

55.  facebookresearch/PyTorch-BigGraph
    https://torchbiggraph.readthedocs.io/
    Generate embeddings from large-scale graph-structured data.
    score: 39, stars: 3,294

56. xl0/lovely-tensors
    https://xl0.github.io/lovely-tensors
    Tensors, ready for human consumption
    score: 38, stars: 1,010

57. nerdyrodent/VQGAN-CLIP
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.
    score: 37, stars: 2,496

58.  deepmind/chex
    https://chex.readthedocs.io
    Chex is a library of utilities for helping to write reliable JAX code
    score: 37, stars: 622

59.  tensorflow/mesh
    Mesh TensorFlow: Model Parallelism Made Easier
    score: 36, stars: 1,470

60.  calculatedcontent/WeightWatcher
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks
    score: 35, stars: 1,335

61. danielegrattarola/spektral
    https://graphneural.network
    Graph Neural Networks with Keras and Tensorflow 2.
    score: 34, stars: 2,294

62.  deepmind/android_env
    https://www.deepmind.com/publications/androidenv-the-android-learning-environment
    RL research on Android devices.
    score: 33, stars: 892

63.  google-research/electra
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
    score: 31, stars: 2,232

64.  facebookresearch/ppuda
    Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)
    score: 27, stars: 478

65.  vt-vl-lab/FGVC
    [ECCV 2020] Flow-edge Guided Video Completion
    score: 26, stars: 1,520

66. whitead/dmol-book
    https://dmol.pub
    Deep learning for molecules and materials book
    score: 24, stars: 537

67. samuela/git-re-basin
    https://arxiv.org/abs/2209.04836
    Code release for "Git Re-Basin: Merging Models modulo Permutation Symmetries"
    score: 22, stars: 422

68.  kakaobrain/rq-vae-transformer
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)
    score: 21, stars: 611

69. mcahny/Deep-Video-Inpainting
    Official pytorch implementation for "Deep Video Inpainting" (CVPR 2019)
    score: 19, stars: 486

70. hysts/pytorch_image_classification
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
    score: 16, stars: 1,258

Machine Learning - Interpretability

Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training etc.

1.  slundberg/shap
   https://shap.readthedocs.io
   A game theoretic approach to explain the output of any machine learning model.
   score: 67, stars: 20,254

2.  interpretml/interpret
   https://interpret.ml/docs
   Fit interpretable models. Explain blackbox machine learning.
   score: 58, stars: 5,719

3.  arize-ai/phoenix
   https://docs.arize.com/phoenix
   AI Observability & Evaluation - Evaluate, troubleshoot, and fine tune your LLM, CV, and NLP models in a notebook.
   score: 57, stars: 1,547

4.  pytorch/captum
   https://captum.ai
   Model interpretability and understanding for PyTorch
   score: 50, stars: 4,208

5.  pair-code/lit
   https://pair-code.github.io/lit
   The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
   score: 48, stars: 3,222

6.  seldonio/alibi
   https://docs.seldon.io/projects/alibi/en/stable/
   Algorithms for explaining machine learning models
   score: 47, stars: 2,175

7. jalammar/ecco
   https://ecco.readthedocs.io
   Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
   score: 46, stars: 1,797

8.  eleutherai/pythia
   Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers
   score: 46, stars: 1,593

9. marcotcr/lime
   Lime: Explaining the predictions of any machine learning classifier
   score: 45, stars: 10,901

10. oegedijk/explainerdashboard
    http://explainerdashboard.readthedocs.io
    Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
    score: 45, stars: 2,077

11.  selfexplainml/PiML-Toolbox
    https://selfexplainml.github.io/PiML-Toolbox
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    score: 39, stars: 709

12. cdpierse/transformers-interpret
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
    score: 37, stars: 1,113

13.  tensorflow/lucid
    A collection of infrastructure and tools for research in neural network interpretability.
    score: 36, stars: 4,575

Machine Learning - Ops

MLOPs tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models.

1.  apache/airflow
   https://airflow.apache.org/
   Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
   score: 81, stars: 32,055

2.  ray-project/ray
   https://ray.io
   Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
   score: 79, stars: 28,183

3.  mlflow/mlflow
   https://mlflow.org
   Open source platform for the machine learning lifecycle
   score: 72, stars: 15,553

4.  prefecthq/prefect
   https://prefect.io
   Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
   score: 69, stars: 13,019

5.  dagster-io/dagster
   https://dagster.io
   An orchestration platform for the development, production, and observation of data assets.
   score: 68, stars: 8,639

6.  iterative/dvc
   https://dvc.org
   🦉 Data Version Control | Git for Data & Models | ML Experiments Management
   score: 67, stars: 12,085

7.  kedro-org/kedro
   https://kedro.org
   Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
   score: 67, stars: 8,900

8.  great-expectations/great_expectations
   https://docs.greatexpectations.io/
   Always know what to expect from your data.
   score: 67, stars: 8,895

9.  mage-ai/mage-ai
   https://www.mage.ai/
   🧙 The modern replacement for Airflow. Build, run, and manage data pipelines for integrating and transforming data.
   score: 67, stars: 5,654

10.  ludwig-ai/ludwig
    http://ludwig.ai
    Low-code framework for building custom LLMs, neural networks, and other AI models
    score: 64, stars: 9,939

11.  activeloopai/deeplake
    https://activeloop.ai
    Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
    score: 63, stars: 6,969

12.  dbt-labs/dbt-core
    https://getdbt.com
    dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
    score: 62, stars: 7,640

13.  flyteorg/flyte
    https://flyte.org
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    score: 61, stars: 3,947

14.  horovod/horovod
    http://horovod.ai
    Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
    score: 60, stars: 13,596

15.  netflix/metaflow
    https://metaflow.org
    🚀 Build and manage real-life data science projects with ease!
    score: 60, stars: 7,051

16.  bentoml/BentoML
    https://bentoml.com
    Build Production-Grade AI Applications
    score: 60, stars: 5,780

17.  determined-ai/determined
    https://determined.ai
    Determined is a deep-learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
    score: 59, stars: 2,481

18.  spotify/luigi
    Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
    score: 58, stars: 16,853

19.  kestra-io/kestra
    https://kestra.io
    Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
    score: 58, stars: 4,688

20.  feast-dev/feast
    https://feast.dev
    Feature Store for Machine Learning
    score: 57, stars: 4,834

21.  allegroai/clearml
    https://clear.ml/docs
    ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management
    score: 57, stars: 4,790

22.  zenml-io/zenml
    ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
    score: 57, stars: 3,089

23.  dagworks-inc/hamilton
    https://hamilton.dagworks.io/en/latest/
    Your single tool to express data, ML, and LLM pipelines with simple python functions. Runs anywhere that python runs, E.G. spark, airflow, jupyter, fastapi, etc. Incrementally adoptable. Use Hamilton to build testable, reusable, and self-documenting dataflows with lineage and metadata out of the box.
    score: 57, stars: 982

24.  evidentlyai/evidently
    Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b
    score: 56, stars: 3,925

25.  kubeflow/pipelines
    https://www.kubeflow.org/docs/components/pipelines/
    Machine Learning Pipelines for Kubeflow
    score: 56, stars: 3,303

26.  adap/flower
    https://flower.dev
    Flower: A Friendly Federated Learning Framework
    score: 56, stars: 3,118

27.  towhee-io/towhee
    https://towhee.io
    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
    score: 53, stars: 2,743

28.  aimhubio/aim
    https://aimstack.io
    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
    score: 52, stars: 4,271

29.  orchest/orchest
    https://orchest.readthedocs.io/en/stable/
    Build data pipelines, the easy way 🛠️
    score: 52, stars: 3,964

30.  ploomber/ploomber
    https://ploomber.io
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    score: 49, stars: 3,214

31.  polyaxon/polyaxon
    https://polyaxon.com
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    score: 43, stars: 3,393

32.  skops-dev/skops
    https://skops.readthedocs.io/en/stable/
    skops is a Python library helping you share your scikit-learn based models and put them in production
    score: 43, stars: 369

33.  kedro-org/kedro-viz
    https://demo.kedro.org
    Visualise your Kedro data and machine-learning pipelines and track your experiments.
    score: 41, stars: 588

34.  nccr-itmo/FEDOT
    https://fedot.readthedocs.io
    Automated modeling and machine learning framework FEDOT
    score: 39, stars: 558

35.  kubeflow/examples
    A repository to host extended examples and tutorials
    score: 38, stars: 1,328

36.  astronomer/astronomer
    https://www.astronomer.io
    Helm Charts for the Astronomer Platform, Apache Airflow as a Service on Kubernetes
    score: 37, stars: 450

37.  tensorflow/data-validation
    Library for exploring and validating machine learning data
    score: 36, stars: 733

38.  hi-primus/optimus
    https://hi-optimus.com
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    score: 34, stars: 1,409

39.  google/ml-metadata
    https://www.tensorflow.org/tfx/guide/mlmd
    For recording and retrieving metadata associated with ML developer and data scientist workflows.
    score: 33, stars: 561

40.  bodywork-ml/bodywork-core
    https://bodywork.readthedocs.io/en/latest/
    ML pipeline orchestration and model deployments on Kubernetes.
    score: 27, stars: 429

41.  kubeflow-kale/kale
    http://kubeflow-kale.github.io
    Kubeflow’s superfood for Data Scientists
    score: 23, stars: 610

Machine Learning - Reinforcement

Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF

1.  farama-foundation/Gymnasium
   https://gymnasium.farama.org
   An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
   score: 66, stars: 3,920

2.  openai/gym
   https://www.gymlibrary.dev
   A toolkit for developing and comparing reinforcement learning algorithms.
   score: 62, stars: 32,874

3.  unity-technologies/ml-agents
   https://unity.com/products/machine-learning-agents
   The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
   score: 61, stars: 15,472

4.  thu-ml/tianshou
   https://tianshou.readthedocs.io
   An elegant PyTorch deep reinforcement learning library.
   score: 57, stars: 6,765

5.  pytorch/rl
   A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
   score: 57, stars: 1,446

6. lucidrains/PaLM-rlhf-pytorch
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM
   score: 55, stars: 7,331

7.  pettingzoo-team/PettingZoo
   https://pettingzoo.farama.org
   An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
   score: 51, stars: 2,048

8.  deepmind/acme
   A library of reinforcement learning components and agents
   score: 48, stars: 3,201

9.  google/dopamine
   https://github.com/google/dopamine
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   score: 46, stars: 10,226

10.  deepmind/pysc2
    StarCraft II Learning Environment
    score: 46, stars: 7,818

11.  deepmind/dm_control
    Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
    score: 46, stars: 3,300

12.  tensorlayer/TensorLayer
    http://tensorlayerx.com
    Deep Learning and Reinforcement Learning Library for Scientists and Engineers
    score: 45, stars: 7,241

13.  facebookresearch/ReAgent
    https://reagent.ai
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    score: 45, stars: 3,453

14.  openai/baselines
    OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
    score: 43, stars: 14,859

15.  humancompatibleai/imitation
    https://imitation.readthedocs.io/
    Clean PyTorch implementations of imitation and reward learning algorithms
    score: 40, stars: 961

16. kzl/decision-transformer
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.
    score: 35, stars: 1,874

17.  arise-initiative/robosuite
    https://robosuite.ai
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    score: 35, stars: 920

18.  anthropics/hh-rlhf
    https://arxiv.org/abs/2204.05862
    Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
    score: 33, stars: 1,175

19.  keras-rl/keras-rl
    http://keras-rl.readthedocs.io/
    Deep Reinforcement Learning for Keras.
    score: 32, stars: 5,438

20.  salesforce/warp-drive
    Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)
    score: 31, stars: 405

Natural Language Processing

Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots etc. Also see the LLMs and ChatGPT category for crossover.

1.  huggingface/transformers
   https://huggingface.co/transformers
   🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
   score: 93, stars: 113,429

2.  huggingface/datasets
   https://huggingface.co/docs/datasets
   🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
   score: 74, stars: 17,322

3.  facebookresearch/nougat
   https://facebookresearch.github.io/nougat/
   Implementation of Nougat Neural Optical Understanding for Academic Documents
   score: 71, stars: 6,413

4.  facebookresearch/seamless_communication
   Foundational Models for State-of-the-Art Speech and Text Translation
   score: 70, stars: 5,518

5.  explosion/spaCy
   https://spacy.io
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   score: 69, stars: 27,328

6.  aiwaves-cn/agents
   http://www.aiwaves-agents.com/
   An Open-source Framework for Autonomous Language Agents
   score: 69, stars: 3,617

7.  prefecthq/marvin
   https://askmarvin.ai
   ✨ Build AI interfaces that spark joy
   score: 68, stars: 3,525

8.  pytorch/fairseq
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
   score: 67, stars: 27,700

9.  togethercomputer/OpenChatKit
   OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots
   score: 67, stars: 8,901

10.  flairnlp/flair
    https://flairnlp.github.io/flair/
    A very simple framework for state-of-the-art Natural Language Processing (NLP)
    score: 66, stars: 13,143

11.  speechbrain/speechbrain
    http://speechbrain.github.io
    A PyTorch-based Speech Toolkit
    score: 66, stars: 6,684

12.  nvidia/NeMo
    https://nvidia.github.io/NeMo/
    NeMo: a toolkit for conversational AI
    score: 65, stars: 8,162

13.  openai/tiktoken
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.
    score: 65, stars: 6,976

14.  microsoft/unilm
    https://aka.ms/GeneralAI
    Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
    score: 64, stars: 15,895

15.  espnet/espnet
    https://espnet.github.io/espnet/
    End-to-End Speech Processing Toolkit
    score: 64, stars: 7,105

16.  ukplab/sentence-transformers
    https://www.SBERT.net
    Multilingual Sentence & Image Embeddings with BERT
    score: 61, stars: 12,106

17.  neuml/txtai
    https://neuml.github.io/txtai
    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
    score: 60, stars: 5,213

18.  argilla-io/argilla
    https://docs.argilla.io
    ✨Argilla: the open-source data curation platform for LLMs
    score: 60, stars: 2,564

19. maartengr/BERTopic
    https://maartengr.github.io/BERTopic/
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    score: 59, stars: 4,788

20.  rare-technologies/gensim
    https://radimrehurek.com/gensim
    Topic Modelling for Humans
    score: 57, stars: 14,688

21.  facebookresearch/ParlAI
    https://parl.ai
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    score: 56, stars: 10,307

22.  doccano/doccano
    https://doccano.herokuapp.com
    Open source annotation tool for machine learning practitioners.
    score: 56, stars: 8,373

23.  nltk/nltk
    https://www.nltk.org
    NLTK Source
    score: 55, stars: 12,416

24.  jina-ai/clip-as-service
    https://clip-as-service.jina.ai
    🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
    score: 55, stars: 11,882

25.  promptslab/Promptify
    https://discord.gg/m88xfYMbK6
    Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
    score: 54, stars: 2,621

26.  google/sentencepiece
    Unsupervised text tokenizer for Neural Network-based text generation.
    score: 53, stars: 8,326

27. thilinarajapakse/simpletransformers
    https://simpletransformers.ai/
    Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
    score: 52, stars: 3,826

28.  huggingface/setfit
    Efficient few-shot learning with Sentence Transformers
    score: 52, stars: 1,630

29. marella/ctransformers
    Python bindings for the Transformer models implemented in C/C++ using GGML library.
    score: 52, stars: 1,175

30.  alibaba/EasyNLP
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit
    score: 51, stars: 1,796

31. gunthercox/ChatterBot
    https://chatterbot.readthedocs.io
    ChatterBot is a machine learning, conversational dialog engine for creating chat bots
    score: 50, stars: 13,616

32.  salesforce/CodeGen
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.
    score: 50, stars: 4,407

33.  neuralmagic/deepsparse
    https://neuralmagic.com/deepsparse/
    Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application
    score: 50, stars: 1,751

34. abertsch72/unlimiformer
    Public repo for the preprint "Unlimiformer: Long-Range Transformers with Unlimited Length Input"
    score: 50, stars: 937

35. jonasgeiping/cramming
    Cramming the training of a (BERT-type) language model into limited compute.
    score: 49, stars: 1,147

36.  deeppavlov/DeepPavlov
    https://deeppavlov.ai
    An open source library for deep learning end-to-end dialog systems and chatbots.
    score: 48, stars: 6,370

37.  allenai/allennlp
    http://www.allennlp.org
    An open-source NLP research library, built on PyTorch.
    score: 46, stars: 11,584

38. maartengr/KeyBERT
    https://MaartenGr.github.io/KeyBERT/
    Minimal keyword extraction with BERT
    score: 46, stars: 2,777

39.  featureform/featureform
    https://www.featureform.com
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    score: 46, stars: 1,548

40.  bytedance/lightseq
    LightSeq: A High Performance Library for Sequence Processing and Generation
    score: 45, stars: 2,944

41.  bigscience-workshop/promptsource
    Toolkit for creating, sharing and using natural language prompts.
    score: 45, stars: 2,159

42.  keras-team/keras-nlp
    Modular Natural Language Processing workflows with Keras
    score: 45, stars: 581

43. kingoflolz/mesh-transformer-jax
    Model parallel transformers in JAX and Haiku
    score: 44, stars: 6,099

44.  layout-parser/layout-parser
    https://layout-parser.github.io/
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    score: 44, stars: 4,003

45.  errbotio/errbot
    http://errbot.io
    Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
    score: 44, stars: 2,969

46.  nomic-ai/nomic
    https://atlas.nomic.ai
    Interact, analyze and structure massive text, image, embedding, audio and video datasets
    score: 44, stars: 762

47. sloria/TextBlob
    https://textblob.readthedocs.io/
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    score: 43, stars: 8,709

48. makcedward/nlpaug
    https://makcedward.github.io/
    Data augmentation for NLP
    score: 43, stars: 4,132

49. jbesomi/texthero
    https://texthero.org
    Text preprocessing, representation and visualization from zero to hero.
    score: 43, stars: 2,799

50.  life4/textdistance
    📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
    score: 42, stars: 3,188

51. jsvine/markovify
    A simple, extensible Markov chain generator.
    score: 41, stars: 3,220

52.  explosion/spacy-models
    https://spacy.io
    💫 Models for the spaCy Natural Language Processing (NLP) library
    score: 40, stars: 1,409

53.  intellabs/fastRAG
    Efficient Retrieval Augmentation and Generation Framework
    score: 40, stars: 403

54.  salesforce/CodeT5
    https://arxiv.org/abs/2305.07922
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    score: 39, stars: 2,288

55. jamesturk/jellyfish
    https://jamesturk.github.io/jellyfish/
    🪼 a python library for doing approximate and phonetic matching of strings.
    score: 39, stars: 1,904

56.  clips/pattern
    https://github.com/clips/pattern/wiki
    Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
    score: 38, stars: 8,568

57.  huawei-noah/Pretrained-Language-Model
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
    score: 37, stars: 2,866

58.  facebookresearch/DrQA
    Reading Wikipedia to Answer Open-Domain Questions
    score: 36, stars: 4,412

59.  huggingface/neuralcoref
    https://huggingface.co/coref/
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    score: 36, stars: 2,752

60.  deepset-ai/FARM
    https://farm.deepset.ai
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    score: 36, stars: 1,691

61. chrismattmann/tika-python
    Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.
    score: 35, stars: 1,347

62.  norskregnesentral/skweak
    skweak: A software toolkit for weak supervision applied to NLP tasks
    score: 35, stars: 893

63.  explosion/spacy-streamlit
    https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py
    👑 spaCy building blocks and visualizers for Streamlit apps
    score: 35, stars: 705

64. pemistahl/lingua-py
    The most accurate natural language detection library for Python, suitable for long and short text alike
    score: 35, stars: 634

65. minimaxir/textgenrnn
    Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
    score: 34, stars: 4,923

66. ddangelov/Top2Vec
    Top2Vec learns jointly embedded topic, document and word vectors.
    score: 34, stars: 2,706

67.  explosion/spacy-stanza
    💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy
    score: 33, stars: 687

68.  thudm/P-tuning-v2
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks
    score: 31, stars: 1,647

69.  paddlepaddle/RocketQA
    🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.
    score: 30, stars: 676

70.  google-research/language
    https://ai.google/research/teams/language/
    Shared repository for open-sourced projects from the Google AI Language team.
    score: 29, stars: 1,505

71.  arxiv-vanity/arxiv-vanity
    https://www.arxiv-vanity.com
    Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
    score: 27, stars: 1,507

72. gunthercox/chatterbot-corpus
    http://chatterbot-corpus.readthedocs.io
    A multilingual dialog corpus
    score: 27, stars: 1,309

73. koaning/whatlies
    https://koaning.github.io/whatlies/
    Toolkit to help understand "what lies" in word embeddings. Also benchmarking!
    score: 26, stars: 462

74.  plasticityai/magnitude
    A fast, efficient universal vector embedding utility package.
    score: 25, stars: 1,608

75.  shivam5992/textstat
    https://textstat.org
    📝 python package to calculate readability statistics of a text object - paragraphs, sentences, articles.
    score: 25, stars: 1,012

76.  lexpredict/lexpredict-lexnlp
    LexNLP by LexPredict
    score: 22, stars: 651

77. franck-dernoncourt/NeuroNER
    http://neuroner.com
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    score: 21, stars: 1,674

78. prithivirajdamodaran/Styleformer
    A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/casual, active/passive, and many more. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.
    score: 21, stars: 455

79. keredson/wordninja
    Probabilistically split concatenated words using NLP based on English Wikipedia unigram frequencies.
    score: 20, stars: 725

80.  openai/grade-school-math
    openai/grade-school-math
    score: 20, stars: 597

81. nipunsadvilkar/pySBD
    🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.
    score: 17, stars: 661

82. iclrandd/Blackstone
    https://research.iclr.co.uk
    ⚫ A spaCy pipeline and model for NLP on unstructured legal text.
    score: 17, stars: 623

83.  google-research/byt5
    google-research/byt5
    score: 15, stars: 443

Pandas

Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations etc.

1.  pandas-dev/pandas
   https://pandas.pydata.org
   Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
   score: 82, stars: 40,020

2. gventuri/pandas-ai
   https://docs.pandas-ai.com
   PandasAI is the Python library that integrates Gen AI into pandas, making data analysis conversational
   score: 81, stars: 8,740

3.  kanaries/pygwalker
   https://docs.kanaries.net/pygwalker
   PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
   score: 73, stars: 7,511

4.  ydataai/ydata-profiling
   https://docs.profiling.ydata.ai
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   score: 60, stars: 11,257

5.  aws/aws-sdk-pandas
   https://aws-sdk-pandas.readthedocs.io
   pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
   score: 60, stars: 3,600

6.  pandera-dev/pandera
   https://www.union.ai/pandera
   A light-weight, flexible, and expressive statistical data testing library
   score: 51, stars: 2,620

7.  eventual-inc/Daft
   https://getdaft.io
   The Python DataFrame for Complex Data
   score: 51, stars: 906

8. nalepae/pandarallel
   https://nalepae.github.io/pandarallel
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   score: 44, stars: 3,266

9. jmcarpenter2/swifter
   A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
   score: 44, stars: 2,357

10.  pyjanitor-devs/pyjanitor
    https://pyjanitor-devs.github.io/pyjanitor
    Clean APIs for data cleaning. Python implementation of R package Janitor
    score: 44, stars: 1,201

11.  holoviz/hvplot
    https://hvplot.holoviz.org
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    score: 39, stars: 810

12. adamerose/PandasGUI
    A GUI for Pandas DataFrames
    score: 36, stars: 3,041

13.  blaze/blaze
    blaze.pydata.org
    NumPy and Pandas interface to Big Data
    score: 34, stars: 3,167

14.  pydata/pandas-datareader
    https://pydata.github.io/pandas-datareader/stable/index.html
    Extract data from a wide range of Internet sources into a pandas DataFrame.
    score: 34, stars: 2,728

15. machow/siuba
    https://siuba.org
    Python library for using dplyr like syntax with pandas and SQL
    score: 34, stars: 1,055

16.  polyaxon/traceml
    Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.
    score: 33, stars: 486

17.  scikit-learn-contrib/sklearn-pandas
    Pandas integration with sklearn
    score: 29, stars: 2,754

18. tkrabel/bamboolib
    https://bamboolib.com
    bamboolib - a GUI for pandas DataFrames
    score: 22, stars: 919

Performance

Performance, parallelisation and low level libraries.

1.  pola-rs/polars
   https://pola.rs/
   Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends
   score: 80, stars: 20,906

2.  google/flatbuffers
   https://flatbuffers.dev/
   FlatBuffers: Memory Efficient Serialization Library
   score: 68, stars: 21,226

3.  celery/celery
   https://docs.celeryq.dev
   Distributed Task Queue (development branch)
   score: 67, stars: 22,352

4.  exaloop/codon
   https://docs.exaloop.io/codon
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   score: 67, stars: 13,371

5.  pybind/pybind11
   https://pybind11.readthedocs.io/
   Seamless operability between C++11 and Python
   score: 65, stars: 13,648

6.  dask/dask
   https://dask.org
   Parallel computing with task scheduling
   score: 65, stars: 11,450

7.  nebuly-ai/nebuly
   https://www.nebuly.com/
   Developer toolkit for making AI models better
   score: 65, stars: 8,307

8.  modin-project/modin
   http://modin.readthedocs.io
   Modin: Scale your Pandas workflows by changing a single line of code
   score: 63, stars: 9,035

9.  numba/numba
   http://numba.pydata.org/
   NumPy aware dynamic Python compiler using LLVM
   score: 61, stars: 8,962

10.  python-trio/trio
    https://trio.readthedocs.io
    Trio – a friendly Python library for async concurrency and I/O
    score: 58, stars: 5,589

11.  facebookincubator/cinder
    https://trycinder.com
    Cinder is Meta's internal performance-oriented production version of CPython.
    score: 56, stars: 3,164

12.  vaexio/vaex
    https://vaex.io
    Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀
    score: 50, stars: 8,031

13. mher/flower
    https://flower.readthedocs.io
    Real-time monitor and web admin for Celery distributed task queue
    score: 49, stars: 5,895

14.  dask/distributed
    https://distributed.dask.org
    A distributed task scheduler for Dask
    score: 49, stars: 1,495

15.  intel/intel-extension-for-pytorch
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
    score: 48, stars: 995

16.  ipython/ipyparallel
    https://ipyparallel.readthedocs.io/
    IPython Parallel: Interactive Parallel Computing in Python
    score: 47, stars: 2,488

17.  intel/intel-extension-for-transformers
    ⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡
    score: 47, stars: 374

18.  h5py/h5py
    http://www.h5py.org
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    score: 46, stars: 1,935

19.  intel/scikit-learn-intelex
    https://intel.github.io/scikit-learn-intelex/
    Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
    score: 46, stars: 1,054

20.  ultrajson/ultrajson
    https://pypi.org/project/ujson/
    Ultra fast JSON decoder and encoder written in C with Python bindings
    score: 45, stars: 4,143

21.  faster-cpython/ideas
    Discussion and work tracker for Faster CPython project.
    score: 43, stars: 1,571

22. agronholm/anyio
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio
    score: 43, stars: 1,403

23. tiangolo/asyncer
    https://asyncer.tiangolo.com/
    Asyncer, async and await, focused on developer experience.
    score: 40, stars: 1,160

24. tlkh/asitop
    https://tlkh.github.io/asitop/
    Perf monitoring CLI tool for Apple Silicon
    score: 36, stars: 1,815

25. zerointensity/pointers.py
    https://pointers.zintensity.dev/
    Bringing the hell of pointers to Python.
    score: 36, stars: 829

26. brandtbucher/specialist
    Visualize CPython 3.11's specializing, adaptive interpreter. 🔥
    score: 34, stars: 583

27.  eventlet/eventlet
    https://eventlet.net
    Concurrent networking library for Python
    score: 32, stars: 1,203

28.  joblib/loky
    http://loky.readthedocs.io/en/stable/
    Robust and reusable Executor for joblib
    score: 29, stars: 474

29. nschloe/perfplot
    📈 Performance analysis for Python snippets
    score: 28, stars: 1,216

30.  pympler/pympler
    Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.
    score: 28, stars: 1,089

31. noxdafox/pebble
    Multi threading and processing eye-candy.
    score: 28, stars: 445

32. markshannon/faster-cpython
    How to make CPython faster.
    score: 27, stars: 928

33.  python-cachier/cachier
    Persistent, stale-free, local and cross-machine caching for Python functions.
    score: 25, stars: 466

34. klen/py-frameworks-bench
    https://klen.github.io/py-frameworks-bench/
    Another benchmark for some python frameworks
    score: 21, stars: 691

Profiling

Memory and CPU/GPU profiling tools and libraries.

1.  bloomberg/memray
   https://bloomberg.github.io/memray/
   The endgame Python memory profiler
   score: 72, stars: 11,266

2.  plasma-umass/scalene
   Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals
   score: 67, stars: 10,165

3. benfred/py-spy
   Sampling profiler for Python programs
   score: 54, stars: 10,955

4. joerick/pyinstrument
   https://pyinstrument.readthedocs.io/
   🚴 Call stack profiler for Python. Shows you why your code is slow!
   score: 53, stars: 5,617

5. gaogaotiantian/viztracer
   https://viztracer.readthedocs.io/
   VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.
   score: 51, stars: 3,679

6.  pyutils/line_profiler
   Line-by-line profiling for Python
   score: 50, stars: 2,108

7.  reloadware/reloadium
   https://reloadium.io
   Hot Reloading, Profiling and AI debugging for Python
   score: 48, stars: 2,534

8.  pythonprofilers/memory_profiler
   http://pypi.python.org/pypi/memory_profiler
   Monitor Memory usage of Python code
   score: 42, stars: 4,031

9. p403n1x87/austin
   https://pypi.org/project/austin-dist/
   Python frame stack sampler for CPython
   score: 42, stars: 1,271

10. pythonspeed/filprofiler
    https://pythonspeed.com/products/filmemoryprofiler/
    A Python memory profiler for data processing and scientific computing applications
    score: 34, stars: 792

11. jiffyclub/snakeviz
    https://jiffyclub.github.io/snakeviz/
    An in-browser Python profile viewer
    score: 30, stars: 2,084

12. sumerc/yappi
    Yet Another Python Profiler, but this time multithreading, asyncio and gevent aware.
    score: 29, stars: 1,240

13. csurfer/pyheat
    pprofile + matplotlib = Python program profiled as an awesome heatmap!
    score: 17, stars: 777

Security

Security related libraries: vulnerability discovery, SQL injection, environment auditing etc.

1.  aquasecurity/trivy
   https://aquasecurity.github.io/trivy
   Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
   score: 71, stars: 18,958

2.  certbot/certbot
   Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.
   score: 70, stars: 30,287

3. swisskyrepo/PayloadsAllTheThings
   https://swisskyrepo.github.io/PayloadsAllTheThings/
   A list of useful payloads and bypass for Web Application Security and Pentest/CTF
   score: 68, stars: 51,479

4.  sqlmapproject/sqlmap
   http://sqlmap.org
   Automatic SQL injection and database takeover tool
   score: 61, stars: 28,396

5. stamparm/maltrail
   Malicious traffic detection system
   score: 59, stars: 5,387

6.  pycqa/bandit
   https://bandit.readthedocs.io
   Bandit is a tool designed to find common security issues in Python code.
   score: 52, stars: 5,517

7.  nccgroup/ScoutSuite
   Multi-Cloud Security Auditing Tool
   score: 49, stars: 5,732

8.  rhinosecuritylabs/pacu
   https://rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework/
   The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
   score: 47, stars: 3,709

9.  trailofbits/pip-audit
   https://pypi.org/project/pip-audit/
   Audits Python environments and dependency trees for known vulnerabilities
   score: 47, stars: 845

10.  pyupio/safety
    https://pyup.io/safety/
    Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
    score: 36, stars: 1,549

Simulation

Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation etc. Also see the Maths and Science category for crossover.

1.  isl-org/Open3D
   http://www.open3d.org
   Open3D: A Modern Library for 3D Data Processing
   score: 61, stars: 9,563

2.  qiskit/qiskit
   https://qiskit.org
   Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.
   score: 61, stars: 3,904

3.  astropy/astropy
   https://www.astropy.org
   Astronomy and astrophysics core library
   score: 60, stars: 3,973

4. atsushisakai/PythonRobotics
   https://atsushisakai.github.io/PythonRobotics/
   Python sample codes for robotics algorithms.
   score: 59, stars: 19,953

5.  quantumlib/Cirq
   A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.
   score: 52, stars: 3,935

6.  google/brax
   Massively parallel rigidbody physics simulation on accelerator hardware.
   score: 50, stars: 1,805

7.  bulletphysics/bullet3
   http://bulletphysics.org
   Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
   score: 48, stars: 11,179

8.  projectmesa/mesa
   Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
   score: 47, stars: 2,019

9.  rdkit/rdkit
   The official sources for the RDKit library
   score: 46, stars: 2,206

10.  bowang-lab/scGPT
    https://scgpt.readthedocs.io/en/latest/
    scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
    score: 44, stars: 501

11.  facebookresearch/habitat-lab
    https://aihabitat.org/
    A modular high-level library to train embodied AI agents across a variety of tasks and environments.
    score: 43, stars: 1,274

12.  deepmodeling/deepmd-kit
    https://docs.deepmodeling.com/projects/deepmd/
    A deep learning package for many-body potential energy representation and molecular dynamics
    score: 43, stars: 1,226

13.  pyscf/pyscf
    Python module for quantum chemistry
    score: 42, stars: 1,000

14.  netket/netket
    https://www.netket.org
    Machine learning algorithms for many-body quantum systems
    score: 42, stars: 455

15.  microsoft/PromptCraft-Robotics
    https://aka.ms/ChatGPT-Robotics
    Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
    score: 41, stars: 1,451

16. a-r-j/graphein
    https://graphein.ai/
    Protein Graph Library
    score: 41, stars: 900

17.  openai/mujoco-py
    MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.
    score: 37, stars: 2,605

18.  quantecon/QuantEcon.py
    https://quantecon.org/quantecon-py/
    A community based Python library for quantitative economics
    score: 37, stars: 1,755

19. viblo/pymunk
    http://www.pymunk.org
    Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
    score: 35, stars: 823

20.  facebookresearch/fairo
    A modular embodied agent architecture and platform for building embodied agents
    score: 28, stars: 823

21.  salesforce/ai-economist
    https://www.einstein.ai/the-ai-economist
    Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).
    score: 27, stars: 1,058

22.  udst/urbansim
    https://udst.github.io/urbansim/
    Platform for building statistical models of cities and regions
    score: 18, stars: 445

23. gboeing/pynamical
    https://geoffboeing.com/publications/nonlinear-chaos-fractals-prediction/
    Pynamical is a Python package for modeling and visualizing discrete nonlinear dynamical systems, chaos, and fractals.
    score: 14, stars: 594

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials etc.

1.  thealgorithms/Python
   https://the-algorithms.com/
   All Algorithms implemented in Python
   score: 81, stars: 171,149

2. donnemartin/system-design-primer
   Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.
   score: 70, stars: 231,533

3.  d2l-ai/d2l-en
   https://D2L.ai
   Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
   score: 69, stars: 19,401

4. hannibal046/Awesome-LLM
   Awesome-LLM: a curated list of Large Language Model
   score: 69, stars: 8,553

5. eugeneyan/open-llms
   📋 A list of open LLMs available for commercial use.
   score: 65, stars: 8,184

6.  microsoft/recommenders
   https://microsoft-recommenders.readthedocs.io/en/latest/
   Best Practices on Recommendation Systems
   score: 63, stars: 16,507

7. mooler0410/LLMsPracticalGuide
   https://arxiv.org/abs/2304.13712v2
   A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
   score: 62, stars: 6,719

8. gkamradt/langchain-tutorials
   Overview and tutorial of the LangChain Library
   score: 60, stars: 5,192

9.  roboflow/notebooks
   https://roboflow.com/models
   Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
   score: 60, stars: 3,199

10. jakevdp/PythonDataScienceHandbook
    http://jakevdp.github.io/PythonDataScienceHandbook
    Python Data Science Handbook: full text in Jupyter Notebooks
    score: 58, stars: 39,818

11. zhanymkanov/fastapi-best-practices
    FastAPI Best Practices and Conventions we used at our startup
    score: 56, stars: 5,043

12.  huggingface/deep-rl-class
    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.
    score: 56, stars: 3,227

13. neetcode-gh/leetcode
    Leetcode solutions
    score: 55, stars: 4,056

14.  realpython/python-guide
    https://docs.python-guide.org
    Python best practices guidebook, written for humans.
    score: 51, stars: 26,815

15. christoschristofidis/awesome-deep-learning
    A curated list of awesome Deep Learning tutorials, projects and communities.
    score: 50, stars: 21,727

16. nielsrogge/Transformers-Tutorials
    This repository contains demos I made with the Transformers library by HuggingFace.
    score: 50, stars: 5,779

17.  promptslab/Awesome-Prompt-Engineering
    https://discord.gg/m88xfYMbK6
    This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
    score: 50, stars: 2,268

18. donnemartin/interactive-coding-challenges
    120+ interactive Python coding interview challenges (algorithms and data structures). Includes Anki flashcards.
    score: 49, stars: 27,924

19. wesm/pydata-book
    Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
    score: 48, stars: 20,278

20. rasbt/machine-learning-book
    https://sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn
    Code Repository for Machine Learning with PyTorch and Scikit-Learn
    score: 47, stars: 2,305

21. fchollet/deep-learning-with-python-notebooks
    Jupyter notebooks for the code samples of the book "Deep Learning with Python"
    score: 45, stars: 17,248

22.  huggingface/diffusion-models-class
    Materials for the Hugging Face Diffusion Models Course
    score: 45, stars: 2,677

23. shangtongzhang/reinforcement-learning-an-introduction
    Python Implementation of Reinforcement Learning: An Introduction
    score: 44, stars: 12,713

24.  openai/spinningup
    https://spinningup.openai.com/
    An educational resource to help anyone learn deep reinforcement learning.
    score: 44, stars: 8,913

25. graykode/nlp-tutorial
    https://www.reddit.com/r/MachineLearning/comments/amfinl/project_nlptutoral_repository_who_is_studying/
    Natural Language Processing Tutorial for Deep Learning Researchers
    score: 43, stars: 13,080

26. karpathy/nn-zero-to-hero
    Neural Networks: Zero to Hero
    score: 43, stars: 8,837

27.  udacity/deep-learning-v2-pytorch
    Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101
    score: 39, stars: 5,035

28. timofurrer/awesome-asyncio
    A curated list of awesome Python asyncio frameworks, libraries, software and resources
    score: 39, stars: 4,195

29.  cosmicpython/book
    https://www.cosmicpython.com
    A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.
    score: 39, stars: 3,104

30. alirezadir/Machine-Learning-Interviews
    This repo is meant to serve as a guide for Machine Learning/AI technical interviews.
    score: 39, stars: 2,275

31. karpathy/micrograd
    A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
    score: 38, stars: 6,366

32. krzjoa/awesome-python-data-science
    https://krzjoa.github.io/awesome-python-data-science
    Probably the best curated list of data science software in Python.
    score: 38, stars: 2,102

33. atcold/NYU-DLSP21
    https://atcold.github.io/NYU-DLSP21/
    NYU Deep Learning Spring 2021
    score: 38, stars: 1,436

34. firmai/industry-machine-learning
    https://www.linkedin.com/company/firmai
    A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
    score: 37, stars: 6,896

35. amanchadha/coursera-deep-learning-specialization
    Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv...
    score: 35, stars: 2,279

36. cgpotts/cs224u
    Code for Stanford CS224u
    score: 34, stars: 1,978

37. chandlerbang/awesome-self-supervised-gnn
    Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
    score: 33, stars: 1,279

38.  bayesianmodelingandcomputationinpython/BookCode_Edition1
    https://www.bayesiancomputationbook.com
    bayesianmodelingandcomputationinpython/BookCode_Edition1
    score: 29, stars: 431

39.  fluentpython/example-code-2e
    https://amzn.to/3J48u2J
    Example code for Fluent Python, 2nd edition (O'Reilly 2022)
    score: 26, stars: 2,292

40. cerlymarco/MEDIUM_NoteBook
    Repository containing notebooks of my posts on Medium
    score: 25, stars: 1,947

41. davidadsp/Generative_Deep_Learning_2nd_Edition
    https://www.oreilly.com/library/view/generative-deep-learning/9781098134174/
    The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.
    score: 25, stars: 503

42. trananhkma/fucking-awesome-python
    awesome-python with ⭐ and 🍴
    score: 24, stars: 1,932

43. gerdm/prml
    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
    score: 22, stars: 1,453

44. jackhidary/quantumcomputingbook
    Companion site for the textbook Quantum Computing: An Applied Approach
    score: 20, stars: 710

45. rasbt/stat453-deep-learning-ss20
    http://pages.stat.wisc.edu/~sraschka/teaching/stat453-ss2020/
    STAT 453: Intro to Deep Learning @ UW-Madison (Spring 2020)
    score: 14, stars: 536

Template

Template tools and libraries: cookiecutter repos, generators, quick-starts etc.

1.  cookiecutter/cookiecutter
   https://pypi.org/project/cookiecutter/
   A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
   score: 61, stars: 20,412

2. tiangolo/full-stack-fastapi-postgresql
   Full stack, modern web application generator. Using FastAPI, PostgreSQL as database, Docker, automatic HTTPS and more.
   score: 51, stars: 13,175

3. asacristani/fastapi-rocket-boilerplate
   🐍💨 FastAPI Rocket Boilerplate to build an API based in Python with its most modern technologies!
   score: 49, stars: 265

4. drivendata/cookiecutter-data-science
   http://drivendata.github.io/cookiecutter-data-science/
   A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
   score: 47, stars: 7,022

5.  pyscaffold/pyscaffold
   https://pyscaffold.org
   🛠 Python project template generator with batteries included
   score: 38, stars: 1,881

6. buuntu/fastapi-react
   🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker
   score: 36, stars: 1,837

7. ionelmc/cookiecutter-pylibrary
   Enhanced cookiecutter template for Python libraries.
   score: 33, stars: 1,169

8. tezromach/python-package-template
   🚀 Your next Python package needs a bleeding-edge project structure.
   score: 31, stars: 1,019

9. martinheinz/python-project-blueprint
   Blueprint/Boilerplate For Python Projects
   score: 18, stars: 926

Terminal

Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars etc.

1.  willmcgugan/textual
   https://textual.textualize.io/
   The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
   score: 80, stars: 21,698

2.  willmcgugan/rich
   https://rich.readthedocs.io/en/latest/
   Rich is a Python library for rich text and beautiful formatting in the terminal.
   score: 79, stars: 45,056

3.  tqdm/tqdm
   https://tqdm.github.io
   ⚡ A Fast, Extensible Progress Bar for Python and CLI
   score: 61, stars: 25,999

4.  google/python-fire
   Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.
   score: 61, stars: 25,355

5. tiangolo/typer
   https://typer.tiangolo.com/
   Typer, build great CLIs. Easy to code. Based on Python type hints.
   score: 59, stars: 12,227

6.  pallets/click
   https://click.palletsprojects.com
   Python composable command line interface toolkit
   score: 58, stars: 14,364

7. saulpw/visidata
   http://visidata.org
   A terminal spreadsheet multitool for discovering and arranging data
   score: 56, stars: 6,867

8.  textualize/trogon
   Easily turn your Click CLI into a powerful terminal application
   score: 54, stars: 2,094

9. 1j01/textual-paint
   https://pypi.org/project/textual-paint/
   🎨 MS Paint in your terminal.
   score: 45, stars: 809

10.  urwid/urwid
    urwid.org
    Console user interface library for Python (official repo)
    score: 40, stars: 2,646

11. tmbo/questionary
    Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...
    score: 40, stars: 1,248

12.  jazzband/prettytable
    https://pypi.org/project/PrettyTable/
    Display tabular data in a visually appealing ASCII table format
    score: 37, stars: 1,129

13.  python-poetry/cleo
    Cleo allows you to create beautiful and testable command-line interfaces.
    score: 34, stars: 1,129

14. manrajgrover/halo
    💫 Beautiful spinners for terminal, IPython and Jupyter
    score: 31, stars: 2,785

15. jquast/blessed
    http://pypi.python.org/pypi/blessed
    Blessed is an easy, practical library for making python terminal apps
    score: 29, stars: 962

Testing

Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins etc.

1.  locustio/locust
   Write scalable load tests in plain Python 🚗💨
   score: 68, stars: 22,279

2.  pytest-dev/pytest
   https://pytest.org
   The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
   score: 66, stars: 10,681

3.  microsoft/playwright-python
   https://playwright.dev/python/
   Python version of the Playwright testing and automation library.
   score: 61, stars: 9,476

4.  robotframework/robotframework
   http://robotframework.org
   Generic automation framework for acceptance testing and RPA
   score: 59, stars: 8,393

5.  hypothesisworks/hypothesis
   https://hypothesis.works
   Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
   score: 59, stars: 6,952

6.  confident-ai/deepeval
   https://docs.confident-ai.com/
   Evaluation and Unit Testing for LLMs
   score: 55, stars: 532

7. nedbat/coveragepy
   https://coverage.readthedocs.io
   The code coverage tool for Python
   score: 54, stars: 2,658

8.  seleniumbase/SeleniumBase
   https://seleniumbase.io
   📊 Python's best framework for browser automation and testing.
   score: 53, stars: 3,612

9.  tox-dev/tox
   https://tox.wiki
   Command line driven CI frontend and development task automation tool.
   score: 53, stars: 3,375

10.  getsentry/responses
    A utility for mocking out the Python Requests library.
    score: 51, stars: 3,952

11.  behave/behave
    https://behave.readthedocs.io/en/latest/
    BDD, Python style.
    score: 43, stars: 2,960

12.  pytest-dev/pytest-xdist
    https://pytest-xdist.readthedocs.io
    pytest plugin for distributed testing and loop-on-failures testing modes.
    score: 43, stars: 1,247

13. spulec/freezegun
    Let your Python tests travel through time
    score: 42, stars: 3,830

14.  pytest-dev/pytest-testinfra
    https://testinfra.readthedocs.io
    Testinfra test your infrastructures
    score: 42, stars: 2,251

15.  pytest-dev/pytest-asyncio
    https://pytest-asyncio.readthedocs.io
    Asyncio support for pytest
    score: 42, stars: 1,221

16.  pytest-dev/pytest-mock
    https://pytest-mock.readthedocs.io/en/latest/
    Thin-wrapper around the mock package for easier use with pytest
    score: 40, stars: 1,659

17.  cobrateam/splinter
    http://splinter.readthedocs.org/en/latest/index.html
    splinter - python test framework for web applications
    score: 39, stars: 2,657

18.  pytest-dev/pytest-bdd
    https://pytest-bdd.readthedocs.io/en/latest/
    BDD library for the py.test runner
    score: 38, stars: 1,211

19.  taverntesting/tavern
    https://taverntesting.github.io/
    A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
    score: 38, stars: 950

20.  pytest-dev/pytest-cov
    Coverage plugin for pytest.
    score: 36, stars: 1,541

21. lundberg/respx
    https://lundberg.github.io/respx
    Mock HTTPX with awesome request patterns and response side effects 🦋
    score: 34, stars: 508

22. teemu/pytest-sugar
    a plugin for py.test that changes the default look and feel of py.test (e.g. progressbar, show tests that fail instantly)
    score: 33, stars: 1,142

23.  newsapps/beeswithmachineguns
    http://apps.chicagotribune.com/
    A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
    score: 32, stars: 6,352

24.  nose-devs/nose2
    https://nose2.io
    The successor to nose, based on unittest2
    score: 32, stars: 759

25. ionelmc/pytest-benchmark
    py.test fixture for benchmarking code
    score: 29, stars: 1,127

26. wolever/parameterized
    Parameterized testing with any Python test framework
    score: 27, stars: 781

Machine Learning - Time Series

Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics etc.

1.  sktime/sktime
   https://www.sktime.net
   A unified framework for machine learning with time series
   score: 67, stars: 6,961

2.  facebook/prophet
   https://facebook.github.io/prophet
   Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
   score: 62, stars: 17,025

3.  unit8co/darts
   https://unit8co.github.io/darts/
   A python library for user-friendly forecasting and anomaly detection on time series.
   score: 59, stars: 6,527

4.  nixtla/statsforecast
   https://nixtla.github.io/statsforecast/
   Lightning ⚡️ fast forecasting with statistical and econometric models.
   score: 57, stars: 3,065

5.  facebookresearch/Kats
   Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.
   score: 56, stars: 4,555

6.  awslabs/gluonts
   https://ts.gluon.ai
   Probabilistic time series modeling in Python
   score: 55, stars: 3,834

7.  blue-yonder/tsfresh
   http://tsfresh.readthedocs.io
   Automatic extraction of relevant features from time series:
   score: 52, stars: 7,776

8.  tdameritrade/stumpy
   https://stumpy.readthedocs.io/en/latest/
   STUMPY is a powerful and scalable Python library for modern time series analysis
   score: 49, stars: 2,805

9.  salesforce/Merlion
   Merlion: A Machine Learning Framework for Time Series Intelligence
   score: 44, stars: 3,115

10.  aistream-peelout/flow-forecast
    https://flow-forecast.atlassian.net/wiki/spaces/FF/overview
    Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
    score: 44, stars: 1,641

11.  uber/orbit
    https://orbit-ml.readthedocs.io/en/stable/
    A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
    score: 38, stars: 1,737

12. bashtage/arch
    ARCH models in Python
    score: 38, stars: 1,161

13. winedarksea/AutoTS
    Automated Time Series Forecasting
    score: 35, stars: 865

14.  alkaline-ml/pmdarima
    https://www.alkaline-ml.com/pmdarima
    A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
    score: 34, stars: 1,440

15. autoviml/Auto_TS
    Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.
    score: 33, stars: 618

16. rjt1990/pyflux
    Open source time series library for Python
    score: 28, stars: 2,051

17. firmai/atspy
    https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3580631
    AtsPy: Automated Time Series Models in Python (by @firmai)
    score: 17, stars: 496

Typing

Typing libraries: static and run-time type checking, annotations etc.

1.  python/mypy
   https://www.mypy-lang.org/
   Optional static typing for Python
   score: 68, stars: 16,594

2.  microsoft/pyright
   Static Type Checker for Python
   score: 66, stars: 10,983

3.  facebook/pyre-check
   https://pyre-check.org/
   Performant type-checking for python.
   score: 58, stars: 6,501

4.  python-attrs/attrs
   https://www.attrs.org/
   Python Classes Without Boilerplate
   score: 50, stars: 4,910

5.  google/pytype
   https://google.github.io/pytype
   A static type analyzer for Python code
   score: 50, stars: 4,368

6.  instagram/MonkeyType
   A Python library that generates static type annotations by collecting runtime types
   score: 49, stars: 4,373

7. agronholm/typeguard
   Run-time type checker for Python
   score: 44, stars: 1,294

8.  python-attrs/cattrs
   https://catt.rs
   Complex custom class converters for attrs.
   score: 41, stars: 692

9. patrick-kidger/torchtyping
   Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.
   score: 37, stars: 1,272

Utility

General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools, etc.

1.  home-assistant/core
   https://www.home-assistant.io
   🏡 Open source home automation that puts local control and privacy first.
   score: 88, stars: 63,432

2.  yt-dlp/yt-dlp
   https://discord.gg/H5MNcFW63r
   A youtube-dl fork with additional features and fixes
   score: 87, stars: 57,887

3.  astral-sh/ruff
   https://docs.astral.sh/ruff
   An extremely fast Python linter, written in Rust.
   score: 87, stars: 18,188

4.  python/cpython
   https://www.python.org/
   The Python programming language
   score: 84, stars: 56,197

5. ggerganov/whisper.cpp
   Port of OpenAI's Whisper model in C/C++
   score: 82, stars: 23,686

6.  localstack/localstack
   https://localstack.cloud
   💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
   score: 78, stars: 49,539

7.  facebookresearch/audiocraft
   Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.
   score: 77, stars: 16,777

8.  psf/black
   https://black.readthedocs.io/en/stable/
   The uncompromising Python code formatter
   score: 75, stars: 33,949

9.  python-poetry/poetry
   https://python-poetry.org
   Python packaging and dependency management made easy
   score: 73, stars: 27,007

10.  pydantic/pydantic
    https://docs.pydantic.dev
    Data validation using Python type hints
    score: 73, stars: 15,996

11.  modularml/mojo
    https://docs.modular.com/mojo
    The Mojo Programming Language
    score: 73, stars: 15,018

12.  pyenv/pyenv
    Simple Python version management
    score: 72, stars: 33,686

13. blakeblackshear/frigate
    https://frigate.video
    NVR with realtime local object detection for IP cameras
    score: 72, stars: 10,011

14. nvbn/thefuck
    Magnificent app which corrects your previous console command.
    score: 70, stars: 79,665

15.  micropython/micropython
    https://micropython.org
    MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
    score: 68, stars: 17,321

16. squidfunk/mkdocs-material
    https://squidfunk.github.io/mkdocs-material/
    Documentation that simply works
    score: 68, stars: 15,771

17. mingrammer/diagrams
    https://diagrams.mingrammer.com
    🎨 Diagram as Code for prototyping cloud system architectures
    score: 67, stars: 31,649

18.  pyodide/pyodide
    https://pyodide.org/en/stable/
    Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
    score: 67, stars: 10,566

19.  openai/openai-python
    https://pypi.org/project/openai/
    The official Python library for the OpenAI API
    score: 66, stars: 12,957

20.  python-pillow/Pillow
    https://python-pillow.org
    Python Imaging Library (Fork)
    score: 65, stars: 11,165

21.  nuitka/Nuitka
    http://nuitka.net
    Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 3.10, and 3.11. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
    score: 65, stars: 9,843

22.  pyo3/pyo3
    https://pyo3.rs
    Rust bindings for the Python interpreter
    score: 65, stars: 9,603

23.  mkdocs/mkdocs
    https://www.mkdocs.org
    Project documentation with Markdown.
    score: 64, stars: 17,197

24.  ipython/ipython
    https://ipython.readthedocs.org
    Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
    score: 64, stars: 15,963

25. alievk/avatarify-python
    Avatars for Zoom, Skype and other video-conferencing apps.
    score: 64, stars: 15,938

26.  rustpython/RustPython
    https://rustpython.github.io
    A Python Interpreter written in Rust
    score: 64, stars: 15,708

27.  sphinx-doc/sphinx
    https://www.sphinx-doc.org/
    The Sphinx documentation generator
    score: 63, stars: 5,682

28.  pdm-project/pdm
    https://pdm.fming.dev
    A modern Python package and dependency manager supporting the latest PEP standards
    score: 63, stars: 5,343

29.  kivy/kivy
    https://kivy.org
    Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
    score: 62, stars: 16,330

30. delgan/loguru
    Python logging made (stupidly) simple
    score: 62, stars: 16,273

31.  pyinstaller/pyinstaller
    http://www.pyinstaller.org
    Freeze (package) Python programs into stand-alone executables
    score: 62, stars: 10,671

32.  aws/serverless-application-model
    https://aws.amazon.com/serverless/sam
    The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
    score: 62, stars: 9,119

33.  adafruit/circuitpython
    https://circuitpython.org
    CircuitPython - a Python implementation for teaching coding with microcontrollers
    score: 62, stars: 3,684

34.  pre-commit/pre-commit
    https://pre-commit.com
    A framework for managing and maintaining multi-language pre-commit hooks.
    score: 61, stars: 11,055

35.  openai/triton
    Development repository for the Triton language and compiler
    score: 61, stars: 8,479

36.  cython/cython
    https://cython.org
    The most widely used Python to C compiler
    score: 61, stars: 8,432

37.  mamba-org/mamba
    https://mamba.readthedocs.io
    The Fast Cross-Platform Package Manager
    score: 61, stars: 5,258

38.  boto/boto3
    https://aws.amazon.com/sdk-for-python/
    AWS SDK for Python
    score: 60, stars: 8,354

39.  pycqa/pylint
    https://pylint.readthedocs.io/en/latest/
    It's not just a linter that annoys you!
    score: 60, stars: 4,871

40.  spack/spack
    https://spack.io
    A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
    score: 60, stars: 3,654

41.  spotify/pedalboard
    🎛 🔊 A Python library for working with audio.
    score: 59, stars: 4,496

42. timdettmers/bitsandbytes
    8-bit CUDA functions for PyTorch
    score: 59, stars: 4,054

43.  secdev/scapy
    https://scapy.net
    Scapy: the Python-based interactive packet manipulation program & library. Supports Python 2 & Python 3.
    score: 58, stars: 9,340

44.  jazzband/pip-tools
    https://pip-tools.rtfd.io
    A set of tools to keep your pinned Python dependencies fresh.
    score: 58, stars: 7,136

45.  googlecloudplatform/python-docs-samples
    Code samples used on cloud.google.com
    score: 58, stars: 6,593

46.  google/latexify_py
    A library to generate LaTeX expression from Python code.
    score: 58, stars: 6,453

47. dosisod/refurb
    A tool for refurbishing and modernizing Python codebases
    score: 58, stars: 2,389

48. eternnoir/pyTelegramBotAPI
    Python Telegram bot api.
    score: 57, stars: 7,213

49.  pyca/cryptography
    https://cryptography.io
    cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
    score: 57, stars: 5,835

50.  scikit-image/scikit-image
    https://scikit-image.org
    Image processing in Python
    score: 57, stars: 5,621

51.  conda-forge/miniforge
    https://conda-forge.org/miniforge
    A conda-forge distribution.
    score: 57, stars: 4,265

52.  lcompilers/lpython
    https://lpython.org/
    Python compiler
    score: 57, stars: 1,118

53.  paramiko/paramiko
    http://paramiko.org
    The leading native Python SSHv2 protocol library.
    score: 56, stars: 8,541

54.  facebookresearch/hydra
    https://hydra.cc
    Hydra is a framework for elegantly configuring complex applications
    score: 56, stars: 7,578

55.  pypa/pipx
    https://pypa.github.io/pipx/
    Install and Run Python Applications in Isolated Environments
    score: 56, stars: 7,022

56.  py-pdf/pypdf
    https://pypdf.readthedocs.io/en/latest/
    A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
    score: 56, stars: 6,476

57. kellyjonbrazil/jc
    CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.
    score: 56, stars: 6,451

58.  conda/conda
    https://docs.conda.io/projects/conda/
    A system-level, binary package and environment manager running on all major operating systems and platforms.
    score: 56, stars: 5,749

59.  pydata/xarray
    https://xarray.dev
    N-D labeled arrays and datasets in Python
    score: 56, stars: 3,193

60.  pyston/pyston
    https://www.pyston.org/
    A faster and highly-compatible implementation of the Python programming language.
    score: 56, stars: 2,449

61.  pygithub/PyGithub
    https://pygithub.readthedocs.io/
    Typed interactions with the GitHub API v3
    score: 55, stars: 6,311

62.  buildbot/buildbot
    https://www.buildbot.net
    Python-based continuous integration testing framework; your pull requests are more than welcome!
    score: 55, stars: 5,087

63.  pypa/hatch
    https://hatch.pypa.io/latest/
    Modern, extensible Python project management
    score: 55, stars: 4,557

64. keon/algorithms
    Minimal examples of data structures and algorithms in Python
    score: 54, stars: 23,022

65.  pytube/pytube
    https://pytube.io
    A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    score: 54, stars: 9,362

66.  googleapis/google-api-python-client
    https://googleapis.github.io/google-api-python-client/docs/
    🐍 The official Python client library for Google's discovery based APIs.
    score: 54, stars: 6,932

67.  pycqa/isort
    https://pycqa.github.io/isort/
    A Python utility / library to sort imports.
    score: 54, stars: 6,055

68.  pypa/setuptools
    https://pypi.org/project/setuptools/
    Official project repository for the Setuptools build system
    score: 54, stars: 2,156

69.  magicstack/uvloop
    Ultra fast asyncio event loop.
    score: 53, stars: 9,611

70. norvig/pytudes
    Python programs, usually short, of considerable difficulty, to perfect particular skills.
    score: 52, stars: 21,871

71.  xonsh/xonsh
    http://xon.sh
    🐚 Python-powered, cross-platform, Unix-gazing shell.
    score: 52, stars: 7,331

72.  icloud-photos-downloader/icloud_photos_downloader
    A command-line tool to download photos from iCloud
    score: 52, stars: 5,073

73. ashleve/lightning-hydra-template
    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
    score: 52, stars: 3,011

74.  pyo3/maturin
    https://maturin.rs
    Build and publish crates with pyo3, rust-cpython and cffi bindings as well as rust binaries as python packages
    score: 52, stars: 2,662

75. faif/python-patterns
    A collection of design patterns/idioms in Python
    score: 51, stars: 38,255

76. dbader/schedule
    https://schedule.readthedocs.io/
    Python job scheduling for humans.
    score: 51, stars: 11,139

77.  pallets/jinja
    https://jinja.palletsprojects.com
    A very fast and expressive template engine.
    score: 51, stars: 9,543

78.  marshmallow-code/marshmallow
    https://marshmallow.readthedocs.io/
    A lightweight library for converting complex objects to and from simple Python datatypes.
    score: 51, stars: 6,692

79.  wireservice/csvkit
    https://csvkit.readthedocs.io
    A suite of utilities for converting to and working with CSV, the king of tabular file formats.
    score: 51, stars: 5,592

80.  pypi/warehouse
    https://pypi.org
    The Python Package Index
    score: 51, stars: 3,365

81.  pygments/pygments
    http://pygments.org/
    Pygments is a generic syntax highlighter written in Python
    score: 51, stars: 1,414

82.  open-telemetry/opentelemetry-python
    https://opentelemetry.io
    OpenTelemetry Python API and SDK
    score: 51, stars: 1,387

83. sdispater/pendulum
    https://pendulum.eustace.io
    Python datetimes made easy
    score: 50, stars: 5,739

84. agronholm/apscheduler
    Task scheduling library for Python
    score: 50, stars: 5,310

85.  spotify/basic-pitch
    https://basicpitch.io
    A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
    score: 50, stars: 2,400

86.  whylabs/whylogs
    https://whylogs.readthedocs.io/
    An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
    score: 50, stars: 2,366

87.  beeware/briefcase
    https://briefcase.readthedocs.io/
    Tools to support converting a Python project into a standalone native application.
    score: 50, stars: 2,100

88.  arrow-py/arrow
    https://arrow.readthedocs.io
    🏹 Better dates & times for Python
    score: 49, stars: 8,392

89. jd/tenacity
    http://tenacity.readthedocs.io
    Retrying library for Python
    score: 49, stars: 5,311

90.  pytransitions/transitions
    A lightweight, object-oriented finite state machine implementation in Python with many extensions
    score: 49, stars: 5,061

91. asottile/pyupgrade
    A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.
    score: 49, stars: 2,865

92.  osohq/oso
    https://docs.osohq.com
    Oso is a batteries-included framework for building authorization in your application.
    score: 48, stars: 3,241

93.  more-itertools/more-itertools
    https://more-itertools.rtfd.io
    More routines for operating on iterables, beyond itertools
    score: 48, stars: 3,220

94.  pycqa/flake8
    https://flake8.pycqa.org
    flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
    score: 48, stars: 3,044

95.  camelot-dev/camelot
    https://camelot-py.readthedocs.io
    A Python library to extract tabular data from PDFs
    score: 48, stars: 2,334

96.  home-assistant/supervisor
    https://home-assistant.io/hassio/
    🏡 Home Assistant Supervisor
    score: 48, stars: 1,477

97.  anthropics/anthropic-sdk-python
    SDK providing access to Anthropic's safety-first language model APIs
    score: 48, stars: 474

98.  hugapi/hug
    Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.
    score: 47, stars: 6,736

99. theskumar/python-dotenv
    https://saurabh-kumar.com/python-dotenv/
    Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
    score: 47, stars: 6,494

100. bndr/pipreqs
     pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.
     score: 47, stars: 5,424

101. hhatto/autopep8
     https://pypi.org/project/autopep8/
     A tool that automatically formats Python code to conform to the PEP 8 style guide.
     score: 47, stars: 4,434

102. miguelgrinberg/python-socketio
     Python Socket.IO server and client
     score: 47, stars: 3,539

103.  zeromq/pyzmq
     http://zguide.zeromq.org/py:all
     PyZMQ: Python bindings for zeromq
     score: 47, stars: 3,440

104. p0dalirius/Coercer
     https://podalirius.net/
     A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
     score: 47, stars: 1,377

105. lidatong/dataclasses-json
     Easily serialize Data Classes to and from JSON
     score: 47, stars: 1,203

106.  pycqa/pycodestyle
     https://pycodestyle.pycqa.org
     Simple Python style checker in one Python file
     score: 46, stars: 4,913

107. indygreg/PyOxidizer
     A modern Python application packaging and distribution tool
     score: 46, stars: 4,909

108.  joblib/joblib
     http://joblib.readthedocs.org
     Computing with Python functions.
     score: 46, stars: 3,453

109.  python-markdown/markdown
     https://python-markdown.github.io/
     A Python implementation of John Gruber’s Markdown with Extension support.
     score: 46, stars: 3,389

110. legrandin/pycryptodome
     https://www.pycryptodome.org
     A self-contained cryptographic library for Python
     score: 46, stars: 2,499

111.  pyparsing/pyparsing
     Python library for creating PEG parsers
     score: 46, stars: 1,962

112.  libaudioflux/audioFlux
     https://audioflux.top
     A library for audio and music analysis, feature extraction.
     score: 46, stars: 1,889

113. rhettbull/osxphotos
     Python app to export pictures and associated metadata from Apple Photos on macOS. Also includes a package to provide programmatic access to the Photos library, pictures, and metadata.
     score: 46, stars: 1,358

114.  oracle/graalpython
     A Python 3 implementation built on GraalVM
     score: 46, stars: 1,031

115. barracuda-fsh/pyobd
     open source obd2 car diagnostics program - reuploaded
     score: 46, stars: 629

116. evhub/coconut
     http://coconut-lang.org
     Simple, elegant, Pythonic functional programming.
     score: 45, stars: 3,807

117. omry/omegaconf
     Flexible Python configuration system. The last one you will ever need.
     score: 45, stars: 1,621

118.  instagram/LibCST
     https://libcst.readthedocs.io/
     A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
     score: 45, stars: 1,261

119.  pyfpdf/fpdf2
     https://py-pdf.github.io/fpdf2/
     Simple PDF generation for Python
     score: 45, stars: 786

120.  pypa/gh-action-pypi-publish
     https://packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows/
     The blessed :octocat: GitHub Action, for publishing your 📦 distribution files to PyPI: https://github.com/marketplace/actions/pypi-publish
     score: 45, stars: 742

121.  fsspec/filesystem_spec
     A specification that python filesystems should adhere to.
     score: 45, stars: 658

122.  openai/point-e
     Point cloud diffusion for 3D model synthesis
     score: 44, stars: 5,873

123.  tebelorg/RPA-Python
     Python package for doing RPA
     score: 44, stars: 4,149

124.  tox-dev/pipdeptree
     https://pypi.python.org/pypi/pipdeptree
     A command line utility to display dependency tree of the installed Python packages
     score: 44, stars: 2,512

125. hgrecco/pint
     http://pint.readthedocs.org/
     Operate and manipulate physical quantities in Python
     score: 44, stars: 2,097

126. grahamdumpleton/wrapt
     A Python module for decorators, wrappers and monkey patching.
     score: 44, stars: 1,899

127. tartley/colorama
     Simple cross-platform colored terminal text in Python
     score: 43, stars: 3,262

128.  lxml/lxml
     https://lxml.de/
     The lxml XML toolkit for Python
     score: 43, stars: 2,456

129.  imageio/imageio
     https://imageio.readthedocs.io
     Python library for reading and writing image data
     score: 43, stars: 1,323

130. fabiocaccamo/python-benedict
     📘 dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.
     score: 43, stars: 1,168

131.  pypa/setuptools_scm
     the blessed package to manage your versions by scm tags
     score: 43, stars: 770

132.  milvus-io/pymilvus
     Python SDK for Milvus.
     score: 43, stars: 718

133.  open-telemetry/opentelemetry-python-contrib
     https://opentelemetry.io
     OpenTelemetry instrumentation for Python modules
     score: 43, stars: 511

134.  ets-labs/python-dependency-injector
     https://python-dependency-injector.ets-labs.org/
     Dependency injection framework for Python
     score: 42, stars: 3,244

135. jorisschellekens/borb
     https://borbpdf.com/
     borb is a library for reading, creating and manipulating PDF files in python.
     score: 42, stars: 3,148

136.  pypa/flit
     https://flit.pypa.io/
     Simplified packaging of Python modules
     score: 42, stars: 2,021

137.  numba/llvmlite
     http://llvmlite.pydata.org/
     A lightweight LLVM python binding for writing JIT compilers
     score: 42, stars: 1,715

138.  mkdocstrings/mkdocstrings
     https://mkdocstrings.github.io/
     📘 Automatic documentation from sources, for MkDocs.
     score: 42, stars: 1,376

139.  fsspec/s3fs
     http://s3fs.readthedocs.io/en/latest/
     S3 Filesystem
     score: 42, stars: 740

140.  prompt-toolkit/ptpython
     A better Python REPL
     score: 41, stars: 4,868

141.  pytoolz/toolz
     http://toolz.readthedocs.org/
     A functional standard library for Python.
     score: 41, stars: 4,352

142.  pexpect/pexpect
     http://pexpect.readthedocs.io/
     A Python module for controlling interactive programs in a pseudo-terminal
     score: 41, stars: 2,442

143.  yaml/pyyaml
     Canonical source repository for PyYAML
     score: 41, stars: 2,290

144. grantjenks/python-diskcache
     http://www.grantjenks.com/docs/diskcache/
     Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
     score: 41, stars: 1,869

145. samuelcolvin/watchfiles
     https://watchfiles.helpmanual.io
     Simple, modern and fast file watching and code reload in python.
     score: 41, stars: 1,312

146.  ossf/criticality_score
     Gives criticality score for an open source project
     score: 41, stars: 1,241

147.  aio-libs/yarl
     https://yarl.aio-libs.org
     Yet another URL library
     score: 41, stars: 1,002

148.  aio-libs/aiobotocore
     http://aiobotocore.readthedocs.io
     asyncio support for botocore library using aiohttp
     score: 41, stars: 996

149. samuelcolvin/dirty-equals
     https://dirty-equals.helpmanual.io
     Doing dirty (but extremely useful) things with equals.
     score: 41, stars: 717

150.  pypa/build
     https://pypa-build.readthedocs.io/en/stable/
     A simple, correct Python build frontend
     score: 41, stars: 561

151.  gefyrahq/gefyra
     https://gefyra.dev
     Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
     score: 41, stars: 560

152. astanin/python-tabulate
     https://pypi.org/project/tabulate/
     Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.
     score: 40, stars: 1,795

153. jaraco/keyring
     jaraco/keyring
     score: 40, stars: 1,113

154.  ipython/ipykernel
     https://ipykernel.readthedocs.io/en/stable/
     IPython Kernel for Jupyter
     score: 40, stars: 584

155.  steamship-core/steamship-langchain
     steamship-langchain
     score: 40, stars: 481

156.  platformdirs/platformdirs
     https://platformdirs.readthedocs.io
     A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
     score: 40, stars: 384

157.  qdrant/qdrant-client
     https://qdrant.tech
     Python client for Qdrant vector search engine
     score: 40, stars: 367

158.  mkdocstrings/griffe
     https://mkdocstrings.github.io/griffe
     Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API.
     score: 40, stars: 210

159.  dateutil/dateutil
     Useful extensions to the standard Python datetime features
     score: 39, stars: 2,138

160.  pyfilesystem/pyfilesystem2
     https://www.pyfilesystem.org
     Python's Filesystem abstraction layer
     score: 39, stars: 1,896

161.  landscapeio/prospector
     Inspects Python source files and provides information about type and location of classes, methods etc
     score: 39, stars: 1,856

162.  chaostoolkit/chaostoolkit
     https://chaostoolkit.org
     Chaos Engineering Toolkit & Orchestration for Developers
     score: 39, stars: 1,771

163. carpedm20/emoji
     emoji terminal output for Python
     score: 39, stars: 1,730

164. yukinarit/pyserde
     https://yukinarit.github.io/pyserde/guide/en
     Yet another serialization library on top of dataclasses, inspired by serde-rs.
     score: 39, stars: 569

165.  methexis-inc/terminal-copilot
     A smart terminal assistant that helps you find the right command.
     score: 39, stars: 528

166. jorgebastida/awslogs
     AWS CloudWatch logs for Humans™
     score: 37, stars: 4,673

167. rspeer/python-ftfy
     http://ftfy.readthedocs.org
     Fixes mojibake and other glitches in Unicode text, after the fact.
     score: 37, stars: 3,613

168.  linkedin/shiv
     shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.
     score: 37, stars: 1,621

169.  pycqa/pyflakes
     https://pypi.org/project/pyflakes
     A simple program which checks Python source files for errors
     score: 37, stars: 1,298

170.  pyca/bcrypt
     Modern(-ish) password hashing for your software and your servers
     score: 37, stars: 1,056

171.  requests/toolbelt
     https://toolbelt.readthedocs.org
     A toolbelt of useful classes and functions to be used with python-requests
     score: 37, stars: 954

172. terrycain/aioboto3
     Wrapper to use boto3 resources with the aiobotocore async backend
     score: 37, stars: 574

173. mtkennerly/poetry-dynamic-versioning
     Plugin for Poetry to enable dynamic versioning based on VCS tags
     score: 37, stars: 493

174.  scrapinghub/dateparser
     python parser for human readable dates
     score: 36, stars: 2,354

175.  google/gin-config
     Gin provides a lightweight configuration framework for Python
     score: 36, stars: 1,904

176.  pydoit/doit
     http://pydoit.org
     task management & automation tool
     score: 36, stars: 1,695

177.  python-injector/injector
     Python dependency injection framework, inspired by Guice
     score: 36, stars: 1,046

178.  python-versioneer/python-versioneer
     version-string management for VCS-controlled trees
     score: 36, stars: 1,038

179. c4urself/bump2version
     https://pypi.python.org/pypi/bump2version
     Version-bump your software with a single command
     score: 36, stars: 1,012

180.  pyo3/rust-numpy
     PyO3-based Rust bindings of the NumPy C-API
     score: 36, stars: 914

181.  pyo3/setuptools-rust
     https://setuptools-rust.readthedocs.io
     Setuptools plugin for Rust support
     score: 36, stars: 511

182.  conda/constructor
     https://conda.github.io/constructor/
     tool for creating installers from conda packages
     score: 36, stars: 419

183. rubik/radon
     http://radon.readthedocs.org/
     Various code metrics for Python code
     score: 35, stars: 1,533

184. konradhalas/dacite
     Simple creation of data classes from dictionaries.
     score: 35, stars: 1,526

185. wolph/python-progressbar
     http://progressbar-2.readthedocs.org/en/latest/
     Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"
     score: 35, stars: 828

186.  pycqa/autoflake
     https://pypi.org/project/autoflake/
     Removes unused imports and unused variables as reported by pyflakes
     score: 35, stars: 808

187. lukasschwab/arxiv.py
     Python wrapper for the arXiv API
     score: 35, stars: 806

188. bastibe/python-soundfile
     SoundFile is an audio library based on libsndfile, CFFI, and NumPy
     score: 35, stars: 592

189.  tox-dev/filelock
     https://py-filelock.readthedocs.io
     A platform-independent file lock for Python.
     score: 35, stars: 586

190.  instagram/Fixit
     https://fixit.rtfd.io/en/latest/
     Advanced Python linting framework with auto-fixes and hierarchical configuration that makes it easy to write custom in-repo lint rules.
     score: 35, stars: 544

191. suor/funcy
     A fancy and practical functional tools
     score: 34, stars: 3,151

192.  pytoolz/cytoolz
     Cython implementation of Toolz: High performance functional utilities
     score: 34, stars: 942

193.  fastai/fastcore
     http://fastcore.fast.ai
     Python supercharged for the fastai library
     score: 34, stars: 861

194.  zenodo/zenodo
     https://zenodo.org
     Research. Shared.
     score: 34, stars: 835

195.  pycqa/pylint-django
     Pylint plugin for improving code analysis for when using Django
     score: 34, stars: 564

196.  snok/install-poetry
     Github action for installing and configuring Poetry
     score: 34, stars: 461

197.  conda/conda-pack
     https://conda.github.io/conda-pack/
     Package conda environments for redistribution
     score: 34, stars: 442

198. mozillazg/pypy
     https://foss.heptapod.net/pypy/pypy
     The unofficial GitHub mirror of PyPy (mirrored via https://github.com/mozillazg/job-mirror-hg-repos)
     score: 34, stars: 423

199. nateshmbhat/pyttsx3
     Offline Text To Speech synthesis for python
     score: 33, stars: 1,717

200. nficano/python-lambda
     A toolkit for developing and deploying serverless Python code in AWS Lambda.
     score: 33, stars: 1,454

201.  pdoc3/pdoc
     https://pdoc3.github.io/pdoc/
     🐍 ➡️ 📜 Auto-generate API documentation for Python projects
     score: 33, stars: 1,012

202. erdewit/nest_asyncio
     Patch asyncio to allow nested event loops
     score: 33, stars: 569

203. cdgriffith/Box
     https://github.com/cdgriffith/Box/wiki
     Python dictionaries with advanced dot notation access
     score: 32, stars: 2,276

204. nschloe/tikzplotlib
     📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.
     score: 32, stars: 2,184

205.  pyca/pynacl
     https://pynacl.readthedocs.io/
     Python binding to the Networking and Cryptography (NaCl) library
     score: 32, stars: 993

206.  pycqa/docformatter
     https://pypi.python.org/pypi/docformatter
     Formats docstrings to follow PEP 257
     score: 32, stars: 460

207. liiight/notifiers
     http://notifiers.readthedocs.io/
     The easy way to send notifications
     score: 31, stars: 2,530

208.  kalliope-project/kalliope
     https://kalliope-project.github.io/
     Kalliope is a framework that will help you to create your own personal assistant.
     score: 31, stars: 1,674

209. rasbt/watermark
     An IPython magic extension for printing date and time stamps, version numbers, and hardware information
     score: 31, stars: 834

210.  fastai/ghapi
     https://ghapi.fast.ai/
     A delightful and complete interface to GitHub's amazing API
     score: 31, stars: 477

211. heuer/segno
     https://pypi.org/project/segno/
     Python QR Code and Micro QR Code encoder
     score: 30, stars: 468

212. ianmiell/shutit
     http://ianmiell.github.io/shutit/
     Automation framework for programmers
     score: 29, stars: 2,142

213.  py4j/py4j
     https://www.py4j.org
     Py4J enables Python programs to dynamically access arbitrary Java objects
     score: 29, stars: 1,106

214.  getsentry/milksnake
     A setuptools/wheel/cffi extension to embed a binary data in wheels
     score: 28, stars: 773

215. erotemic/ubelt
     A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching, Hashing: ubelt makes it easy!
     score: 27, stars: 691

216.  pycqa/mccabe
     pypi.python.org/pypi/mccabe
     McCabe complexity checker for Python
     score: 27, stars: 597

217. joowani/binarytree
     http://binarytree.readthedocs.io
     Python Library for Studying Binary Trees
     score: 26, stars: 1,788

218. julienpalard/Pipe
     A Python library to use infix notation in Python
     score: 26, stars: 1,742

219. klen/pylama
     Code audit tool for python.
     score: 26, stars: 1,023

220. ivankorobkov/python-inject
     Python dependency injection
     score: 26, stars: 582

221.  pylons/colander
     https://docs.pylonsproject.org/projects/colander/en/latest/
     A serialization/deserialization/validation library for strings, mappings and lists.
     score: 26, stars: 440

222. asweigart/pyperclip
     https://pypi.python.org/pypi/pyperclip
     Python module for cross-platform clipboard functions.
     score: 25, stars: 1,459

223. sethmmorton/natsort
     https://pypi.org/project/natsort/
     Simple yet flexible natural sorting in Python.
     score: 25, stars: 797

224. metachris/logzero
     https://logzero.readthedocs.io
     Robust and effective logging for Python 2 and 3.
     score: 24, stars: 1,028

225. alex-sherman/unsync
     Unsynchronize asyncio
     score: 24, stars: 853

226.  serpapi/google-search-results-python
     Google Search Results via SERP API pip Python Package
     score: 24, stars: 438

227. carlospuenteg/File-Injector
     File Injector is a script that allows you to store any file in an image using steganography
     score: 24, stars: 417

228. clarete/forbiddenfruit
     https://clarete.li/forbiddenfruit/
     Patch built-in python objects
     score: 22, stars: 787

229. brandon-rhodes/python-patterns
     Source code behind the python-patterns.guide site by Brandon Rhodes
     score: 18, stars: 1,141

230. kellyjonbrazil/jello
     CLI tool to filter JSON and JSON Lines data with Python syntax. (Similar to jq)
     score: 18, stars: 411

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL etc.

1.  apache/superset
   https://superset.apache.org/
   Apache Superset is a Data Visualization and Data Exploration Platform
   score: 81, stars: 54,792

2.  streamlit/streamlit
   https://streamlit.io
   Streamlit — A faster way to build and share data apps.
   score: 75, stars: 27,899

3.  gradio-app/gradio
   http://www.gradio.app
   Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
   score: 74, stars: 22,648

4.  matplotlib/matplotlib
   https://matplotlib.org/stable/
   matplotlib: plotting with Python
   score: 71, stars: 18,255

5.  bokeh/bokeh
   https://bokeh.org
   Interactive Data Visualization in the browser, from Python
   score: 66, stars: 18,147

6.  plotly/plotly.py
   https://plotly.com/python/
   The interactive graphing library for Python ✨ This project now includes Plotly Express!
   score: 63, stars: 14,275

7.  visgl/deck.gl
   https://deck.gl
   WebGL2 powered visualization framework
   score: 62, stars: 11,236

8.  altair-viz/altair
   https://altair-viz.github.io/
   Declarative statistical visualization library for Python
   score: 62, stars: 8,504

9.  plotly/dash
   https://plotly.com/dash
   Data Apps & Dashboards for Python. No JavaScript Required.
   score: 61, stars: 19,474

10. mwaskom/seaborn
    https://seaborn.pydata.org
    Statistical data visualization in Python
    score: 58, stars: 11,245

11.  holoviz/panel
    https://panel.holoviz.org
    Panel: The powerful data exploration & web app framework for Python
    score: 57, stars: 3,172

12. marceloprates/prettymaps
    A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.
    score: 54, stars: 10,340

13.  man-group/dtale
    http://alphatechadmin.pythonanywhere.com
    Visualizer for pandas data structures
    score: 54, stars: 4,282

14.  pyvista/pyvista
    https://docs.pyvista.org
    3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
    score: 53, stars: 2,002

15.  vispy/vispy
    http://vispy.org
    Main repository for Vispy
    score: 52, stars: 3,125

16.  holoviz/holoviews
    https://holoviews.org
    With Holoviews, your data visualizes itself.
    score: 49, stars: 2,503

17. marcomusy/vedo
    https://vedo.embl.es
    A python module for scientific analysis of 3D data based on VTK and Numpy
    score: 49, stars: 1,774

18.  pyqtgraph/pyqtgraph
    https://www.pyqtgraph.org
    Fast data visualization and GUI tools for scientific / engineering applications
    score: 48, stars: 3,421

19. has2k1/plotnine
    https://plotnine.readthedocs.io/en/stable/
    A Grammar of Graphics for Python
    score: 47, stars: 3,589

20.  lux-org/lux
    Automatically visualize your pandas dataframe via a single print! 📊 💡
    score: 44, stars: 4,756

21.  datapane/datapane
    https://datapane.com
    Build and share data reports in 100% Python
    score: 41, stars: 1,305

22.  facebookresearch/hiplot
    https://facebookresearch.github.io/hiplot/
    HiPlot makes understanding high dimensional data easy
    score: 40, stars: 2,570

23.  facultyai/dash-bootstrap-components
    https://dash-bootstrap-components.opensource.faculty.ai/
    Bootstrap components for Plotly Dash
    score: 38, stars: 1,017

24.  netflix/flamescope
    FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.
    score: 36, stars: 2,927

25.  ml-tooling/opyrator
    https://opyrator-playground.mltooling.org
    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
    score: 35, stars: 2,889

26.  nomic-ai/deepscatter
    Zoomable, animated scatterplots in the browser that scales over a billion points
    score: 35, stars: 880

27.  enthought/mayavi
    http://docs.enthought.com/mayavi/mayavi/
    3D visualization of scientific data in Python
    score: 33, stars: 1,162

28.  holoviz/holoviz
    https://holoviz.org/
    High-level tools to simplify visualization in Python.
    score: 28, stars: 735

29. luispedro/mahotas
    https://mahotas.rtfd.io
    Computer Vision in Python
    score: 24, stars: 812

30.  cuemacro/chartpy
    Easy to use Python API wrapper to plot charts with matplotlib, plotly, bokeh and more
    score: 19, stars: 530

31. vhranger/nodevectors
    Fastest network node embeddings in the west
    score: 19, stars: 481

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management etc.

1. tiangolo/fastapi
   https://fastapi.tiangolo.com/
   FastAPI framework, high performance, easy to learn, fast to code, ready for production
   score: 83, stars: 63,503

2.  django/django
   https://www.djangoproject.com/
   The Web framework for perfectionists with deadlines.
   score: 82, stars: 73,511

3.  reflex-dev/reflex
   https://reflex.dev
   🕸 Web apps in pure Python 🐍
   score: 77, stars: 13,243

4.  pyscript/pyscript
   https://github.com/pyscript/pyscript/discussions
   Home Page: https://pyscript.net Examples: https://pyscript.net/examples
   score: 74, stars: 17,084

5.  pallets/flask
   https://flask.palletsprojects.com
   The Python micro framework for building web applications.
   score: 72, stars: 64,613

6.  psf/requests
   https://requests.readthedocs.io/en/latest/
   A simple, yet elegant, HTTP library.
   score: 70, stars: 50,413

7.  sherlock-project/sherlock
   http://sherlock-project.github.io
   🔎 Hunt down social media accounts by username across social networks
   score: 70, stars: 43,922

8.  encode/httpx
   https://www.python-httpx.org/
   A next generation HTTP client for Python. 🦋
   score: 66, stars: 11,233

9.  flet-dev/flet
   https://flet.dev
   Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
   score: 66, stars: 6,889

10.  aio-libs/aiohttp
    https://docs.aiohttp.org
    Asynchronous HTTP client/server framework for asyncio and Python
    score: 65, stars: 14,001

11.  starlite-api/litestar
    https://litestar.dev/
    Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
    score: 65, stars: 3,087

12.  huge-success/sanic
    https://sanic.dev
    Accelerate your web app development | Build fast. Run fast.
    score: 63, stars: 17,405

13.  encode/starlette
    https://www.starlette.io/
    The little ASGI framework that shines. 🌟
    score: 62, stars: 8,762

14.  tornadoweb/tornado
    http://www.tornadoweb.org/
    Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
    score: 61, stars: 21,287

15. vitalik/django-ninja
    https://django-ninja.rest-framework.com
    💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
    score: 59, stars: 5,065

16.  strawberry-graphql/strawberry
    https://strawberry.rocks
    A GraphQL library for Python that leverages type annotations 🍓
    score: 59, stars: 3,486

17.  getpelican/pelican
    https://getpelican.com/
    Static site generator that supports Markdown and reST syntax. Powered by Python.
    score: 58, stars: 11,819

18.  encode/uvicorn
    https://www.uvicorn.org/
    An ASGI web server, for Python. 🦄
    score: 57, stars: 7,103

19.  graphql-python/graphene
    http://graphene-python.org/
    GraphQL framework for Python
    score: 55, stars: 7,811

20. benoitc/gunicorn
    http://www.gunicorn.org
    gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
    score: 54, stars: 9,189

21.  reactive-python/reactpy
    https://reactpy.dev
    It's React, but in Python
    score: 54, stars: 7,072

22.  falconry/falcon
    https://falcon.readthedocs.io/en/stable/
    The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
    score: 53, stars: 9,278

23.  pallets/werkzeug
    https://werkzeug.palletsprojects.com
    The comprehensive WSGI web application library.
    score: 52, stars: 6,435

24.  fastapi-users/fastapi-users
    https://fastapi-users.github.io/fastapi-users/
    Ready-to-use and customizable users management for FastAPI
    score: 51, stars: 3,473

25.  pywebio/PyWebIO
    https://pywebio.readthedocs.io
    Write interactive web app in script way.
    score: 50, stars: 4,095

26.  websocket-client/websocket-client
    https://github.com/websocket-client/websocket-client
    WebSocket client for Python
    score: 49, stars: 3,314

27.  python-restx/flask-restx
    https://flask-restx.readthedocs.io/en/latest/
    Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
    score: 49, stars: 1,953

28. unbit/uwsgi
    http://projects.unbit.it/uwsgi
    uWSGI application server container
    score: 48, stars: 3,344

29.  pylons/pyramid
    https://trypyramid.com/
    Pyramid - A Python web framework
    score: 46, stars: 3,844

30. s3rius/FastAPI-template
    Feature rich robust FastAPI template.
    score: 46, stars: 1,195

31.  pallets/quart
    https://quart.palletsprojects.com
    An async Python micro framework for building web applications.
    score: 45, stars: 2,237

32.  bottlepy/bottle
    http://bottlepy.org/
    bottle.py is a fast and simple micro-framework for python web-applications.
    score: 44, stars: 8,099

33.  pyeve/eve
    https://python-eve.org
    REST API framework designed for human beings
    score: 44, stars: 6,645

34.  rstudio/py-shiny
    https://shiny.posit.co/py/
    Shiny for Python
    score: 44, stars: 693

35.  pylons/waitress
    https://docs.pylonsproject.org/projects/waitress/en/latest/
    Waitress - A WSGI server for Python 3
    score: 43, stars: 1,301

36.  webpy/webpy
    http://webpy.org
    web.py is a web framework for python that is as simple as it is powerful.
    score: 42, stars: 5,835

37.  cherrypy/cherrypy
    https://docs.cherrypy.dev
    CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
    score: 42, stars: 1,719

38.  fastapi-admin/fastapi-admin
    https://fastapi-admin-docs.long2ice.io
    A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
    score: 40, stars: 2,174

39.  neoteroi/BlackSheep
    https://www.neoteroi.dev/blacksheep/
    Fast ASGI web framework for Python
    score: 40, stars: 1,461

40.  masoniteframework/masonite
    http://docs.masoniteproject.com
    The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
    score: 39, stars: 2,066

41.  wtforms/wtforms
    https://wtforms.readthedocs.io
    A flexible forms validation and rendering library for Python.
    score: 39, stars: 1,416

42. long2ice/fastapi-cache
    https://github.com/long2ice/fastapi-cache
    fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
    score: 39, stars: 867

43. koxudaxi/fastapi-code-generator
    This code generator creates FastAPI app from an openapi file.
    score: 39, stars: 795

44. klen/muffin
    Muffin is a fast, simple and asyncronous web-framework for Python 3
    score: 36, stars: 654

45. jordaneremieff/mangum
    https://mangum.io/
    AWS Lambda support for ASGI applications
    score: 35, stars: 1,465

46. awtkns/fastapi-crudrouter
    https://fastapi-crudrouter.awtkns.com
    A dynamic FastAPI router that automatically creates CRUD routes for your models
    score: 35, stars: 1,207

47. aeternalis-ingenium/FastAPI-Backend-Template
    A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.
    score: 32, stars: 446

48.  flipkart-incubator/Astra
    Automated Security Testing For REST API's
    score: 31, stars: 2,341

49.  magicstack/httptools
    Fast HTTP parser
    score: 31, stars: 1,135

50.  emmett-framework/emmett
    The web framework for inventors
    score: 31, stars: 888

51.  pylons/webob
    https://webob.org/
    WSGI request and response objects
    score: 29, stars: 425

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The influence Score value is loosely based on the OpenSSF criticality score calculation which defines the influence and importance of a project.

Last updated on 17 Oct 2023