dylanhogg/awesome-python

1,444 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 🔥

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: 77/100, stars/week: 69, stars: 22,395

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: 73/100, stars/week: 88, stars: 28,649

3. ethereum/web3.py
   http://web3py.readthedocs.io
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   score: 55/100, stars/week: 11, stars: 4,336

4. ethereum/consensus-specs
   Ethereum Proof-of-Stake Consensus Specifications
   score: 55/100, stars/week: 12, stars: 3,211

5. crytic/slither
   https://blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework/
   Static Analyzer for Solidity
   score: 54/100, stars/week: 17, stars: 4,361

6. ethereum/py-evm
   https://py-evm.readthedocs.io/en/latest/
   A Python implementation of the Ethereum Virtual Machine
   score: 43/100, stars/week: 5, stars: 2,019

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: 40/100, stars/week: 28, stars: 3,258

8. binance/binance-public-data
   Details on how to get Binance public data
   score: 37/100, stars/week: 7, stars: 1,118

9. bmoscon/cryptofeed
   Cryptocurrency Exchange Websocket Data Feed Handler
   score: 36/100, stars/week: 6, stars: 1,812

10. ethtx/ethtx
    https://www.ethtx.info
    Python package with core transaction decoding functions.
    score: 28/100, stars/week: 3, stars: 423

11. ethereum/eth-utils
    https://eth-utils.readthedocs.io/en/latest/
    Utility functions for working with ethereum related codebases.
    score: 28/100, stars/week: 1, stars: 284

12. ofek/bit
    https://ofek.dev/bit/
    Bitcoin made easy.
    score: 26/100, stars/week: 3, stars: 1,156

13. palkeo/panoramix
    Ethereum decompiler
    score: 26/100, stars/week: 3, stars: 662

14. man-c/pycoingecko
    Python wrapper for the CoinGecko API
    score: 24/100, stars/week: 3, stars: 986

15. ethtx/ethtx_ce
    https://ethtx.info
    Ethereum transaction decoder (community version).
    score: 23/100, stars/week: 2, stars: 258

16. pmaji/crypto-whale-watching-app
    Python Dash app that tracks whale activity in cryptocurrency markets.
    score: 18/100, stars/week: 2, stars: 578

17. blockchainsllc/in3
    https://in3.readthedocs.io/en/develop/index.html
    The IN3 client (written in C).
    score: 17/100, stars/week: 1, stars: 71

18. dylanhogg/crazy-awesome-crypto
    https://www.awesomecrypto.xyz/
    A list of awesome crypto and blockchain projects
    score: 12/100, stars/week: 1, stars: 54

19. nerolation/ethereum-datafarm
    Scrap blockchain data from the public API of Etherscan.io
    score: 10/100, stars/week: 1, stars: 52

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: 80/100, stars/week: 73, stars: 36,239

2. chroma-core/chroma
   https://www.trychroma.com/
   the AI-native open-source embedding database
   score: 75/100, stars/week: 172, stars: 7,162

3. apache/arrow
   https://arrow.apache.org/
   Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
   score: 73/100, stars/week: 31, stars: 12,020

4. scrapy/scrapy
   https://scrapy.org
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   score: 72/100, stars/week: 68, stars: 47,815

5. duckdb/duckdb
   http://www.duckdb.org
   DuckDB is an in-process SQL OLAP Database Management System
   score: 70/100, stars/week: 41, stars: 11,057

6. qdrant/qdrant
   https://qdrant.tech
   Qdrant - Vector Database for the next generation of AI applications. Also available in the cloud https://cloud.qdrant.io/
   score: 69/100, stars/week: 71, stars: 11,661

7. sqlalchemy/sqlalchemy
   https://www.sqlalchemy.org
   The Database Toolkit for Python
   score: 69/100, stars/week: 30, stars: 7,501

8. 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: 68/100, stars/week: 107, stars: 18,818

9. iterative/dvc
   https://dvc.org
   🦉 Data Version Control | Git for Data & Models | ML Experiments Management
   score: 67/100, stars/week: 35, stars: 11,754

10. joke2k/faker
    https://faker.readthedocs.io
    Faker is a Python package that generates fake data for you.
    score: 65/100, stars/week: 28, stars: 16,032

11. simonw/datasette
    https://datasette.io
    An open source multi-tool for exploring and publishing data
    score: 62/100, stars/week: 26, stars: 7,985

12. bigscience-workshop/petals
    https://petals.ml
    🌸 Run large language models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
    score: 62/100, stars/week: 86, stars: 5,028

13. redis/redis-py
    Redis Python Client
    score: 61/100, stars/week: 16, stars: 11,629

14. tiangolo/sqlmodel
    https://sqlmodel.tiangolo.com/
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    score: 60/100, stars/week: 101, stars: 10,169

15. datafold/data-diff
    https://docs.datafold.com/development_testing/open_source
    Compare tables within or across databases
    score: 59/100, stars/week: 33, stars: 2,392

16. docarray/docarray
    https://docs.docarray.org/
    🧬 Represent, send, and store multimodal data · Neural Search · Vector Search · Document Store
    score: 58/100, stars/week: 28, stars: 2,361

17. gristlabs/grist-core
    https://support.getgrist.com/self-managed/
    Grist is the evolution of spreadsheets.
    score: 57/100, stars/week: 24, stars: 3,995

18. coleifer/peewee
    http://docs.peewee-orm.com/
    a small, expressive orm -- supports postgresql, mysql and sqlite
    score: 56/100, stars/week: 15, stars: 10,194

19. 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: 56/100, stars/week: 43, stars: 4,771

20. 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: 56/100, stars/week: 31, stars: 2,920

21. yzhao062/pyod
    http://pyod.readthedocs.io
    A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
    score: 55/100, stars/week: 23, stars: 7,228

22. 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: 54/100, stars/week: 18, stars: 3,988

23. ibis-project/ibis
    https://ibis-project.org
    The flexibility of Python with the scale and performance of modern SQL.
    score: 54/100, stars/week: 6, stars: 2,897

24. lk-geimfari/mimesis
    https://mimesis.name
    Mimesis is a powerful Python library that empowers developers to generate massive amounts of synthetic data efficiently.
    score: 53/100, stars/week: 11, stars: 4,005

25. sqlalchemy/alembic
    A database migrations tool for SQLAlchemy.
    score: 53/100, stars/week: 8, stars: 2,005

26. pytorch/data
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.
    score: 50/100, stars/week: 8, stars: 1,009

27. kaggle/kaggle-api
    Official Kaggle API
    score: 49/100, stars/week: 18, stars: 5,402

28. 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: 47/100, stars/week: 47, stars: 15,104

29. jazzband/tablib
    https://tablib.readthedocs.io/
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    score: 47/100, stars/week: 6, stars: 4,257

30. sdv-dev/SDV
    https://docs.sdv.dev/sdv
    Synthetic data generation for tabular data
    score: 47/100, stars/week: 5, stars: 1,543

31. collerek/ormar
    https://collerek.github.io/ormar/
    python async orm with fastapi in mind and pydantic validation
    score: 47/100, stars/week: 8, stars: 1,380

32. zarr-developers/zarr-python
    http://zarr.readthedocs.io/
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    score: 47/100, stars/week: 2, stars: 1,182

33. s0md3v/Photon
    Incredibly fast crawler designed for OSINT.
    score: 46/100, stars/week: 35, stars: 9,801

34. 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: 46/100, stars/week: 4, stars: 3,141

35. 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: 46/100, stars/week: 5, stars: 2,638

36. 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: 46/100, stars/week: 4, stars: 1,876

37. 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: 46/100, stars/week: 10, stars: 1,408

38. google/tensorstore
    https://google.github.io/tensorstore/
    Library for reading and writing large multi-dimensional arrays.
    score: 46/100, stars/week: 6, stars: 1,177

39. mongodb/mongo-python-driver
    https://pymongo.readthedocs.io
    PyMongo - the Official MongoDB Python driver
    score: 45/100, stars/week: 5, stars: 3,882

40. simonw/sqlite-utils
    https://sqlite-utils.datasette.io
    Python CLI utility and library for manipulating SQLite databases
    score: 45/100, stars/week: 4, stars: 1,229

41. scikit-hep/awkward
    https://awkward-array.org
    Manipulate JSON-like data with NumPy-like idioms.
    score: 45/100, stars/week: 3, stars: 713

42. airbnb/knowledge-repo
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.
    score: 44/100, stars/week: 14, stars: 5,345

43. jmcnamara/XlsxWriter
    https://xlsxwriter.readthedocs.io
    A Python module for creating Excel XLSX files.
    score: 44/100, stars/week: 5, stars: 3,287

44. 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: 44/100, stars/week: 9, stars: 1,655

45. googleapis/python-bigquery
    googleapis/python-bigquery
    score: 44/100, stars/week: 3, stars: 623

46. intake/intake
    https://intake.readthedocs.io/
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    score: 42/100, stars/week: 2, stars: 910

47. binux/pyspider
    http://docs.pyspider.org/
    A Powerful Spider(Web Crawler) System in Python.
    score: 41/100, stars/week: 32, stars: 15,953

48. pynamodb/PynamoDB
    http://pynamodb.readthedocs.io
    A pythonic interface to Amazon's DynamoDB
    score: 41/100, stars/week: 4, stars: 2,216

49. uqfoundation/dill
    http://dill.rtfd.io
    serialize all of python
    score: 41/100, stars/week: 3, stars: 1,943

50. datastax/python-driver
    DataStax Python Driver for Apache Cassandra
    score: 41/100, stars/week: 2, stars: 1,342

51. alirezamika/autoscraper
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python
    score: 40/100, stars/week: 35, stars: 5,300

52. andialbrecht/sqlparse
    A non-validating SQL parser module for Python
    score: 40/100, stars/week: 5, stars: 3,320

53. aio-libs/aiomysql
    https://aiomysql.rtfd.io
    aiomysql is a library for accessing a MySQL database from the asyncio
    score: 40/100, stars/week: 3, stars: 1,610

54. 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: 39/100, stars/week: 6, stars: 1,649

55. ydataai/ydata-synthetic
    https://docs.synthetic.ydata.ai
    Synthetic data generators for tabular and time-series data
    score: 39/100, stars/week: 6, stars: 1,035

56. pallets/itsdangerous
    https://itsdangerous.palletsprojects.com
    Safely pass trusted data to untrusted environments and back.
    score: 38/100, stars/week: 4, stars: 2,700

57. pytables/PyTables
    http://www.pytables.org
    A Python package to manage extremely large amounts of data
    score: 38/100, stars/week: 1, stars: 1,219

58. aio-libs/aiocache
    http://aiocache.readthedocs.io
    Asyncio cache manager for redis, memcached and memory
    score: 38/100, stars/week: 2, stars: 879

59. simple-salesforce/simple-salesforce
    A very simple Salesforce.com REST API client for Python
    score: 37/100, stars/week: 2, stars: 1,465

60. jsonpickle/jsonpickle
    https://jsonpickle.github.io
    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: 37/100, stars/week: 1, stars: 1,143

61. 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: 37/100, stars/week: 2, stars: 993

62. aio-libs/aiokafka
    http://aiokafka.readthedocs.io/
    asyncio client for kafka
    score: 37/100, stars/week: 1, stars: 897

63. neo4j/neo4j-python-driver
    https://neo4j.com/docs/api/python-driver/current/
    Neo4j Bolt driver for Python
    score: 37/100, stars/week: 1, stars: 814

64. dask/fastparquet
    python implementation of the parquet columnar file format.
    score: 37/100, stars/week: 1, stars: 671

65. agronholm/sqlacodegen
    Automatic model code generator for SQLAlchemy
    score: 36/100, stars/week: 4, stars: 1,447

66. scylladb/python-driver
    https://python-driver.docs.scylladb.com
    ScyllaDB Python Driver, originally DataStax Python Driver for Apache Cassandra
    score: 35/100, stars/week: 1, stars: 47

67. aio-libs/aiopg
    http://aiopg.readthedocs.io
    aiopg is a library for accessing a PostgreSQL database from the asyncio
    score: 34/100, stars/week: 2, stars: 1,330

68. eliasdabbas/advertools
    https://advertools.readthedocs.io
    advertools - online marketing productivity and analysis tools
    score: 34/100, stars/week: 2, stars: 860

69. facebookresearch/Mephisto
    https://mephisto.ai/
    A suite of tools for managing crowdsourcing tasks from the inception through to data packaging for research use.
    score: 33/100, stars/week: 1, stars: 273

70. vi3k6i5/flashtext
    Extract Keywords from sentence or Replace keywords in sentences.
    score: 32/100, stars/week: 17, stars: 5,420

71. pyeve/cerberus
    http://python-cerberus.org
    Lightweight, extensible data validation library for Python
    score: 32/100, stars/week: 5, stars: 2,995

72. pinecone-io/pinecone-python-client
    https://www.pinecone.io/docs
    The Pinecone Python client
    score: 32/100, stars/week: 1, stars: 148

73. prefecthq/prefect-aws
    https://PrefectHQ.github.io/prefect-aws/
    Prefect integrations with AWS.
    score: 32/100, stars/week: 1, stars: 72

74. hyperqueryhq/whale
    https://rsyi.gitbook.io/whale
    🐳 The stupidly simple CLI workspace for your data warehouse.
    score: 31/100, stars/week: 4, stars: 724

75. bigscience-workshop/biomedical
    Tools for curating biomedical training data for large-scale language modeling
    score: 31/100, stars/week: 3, stars: 344

76. sdispater/orator
    https://orator-orm.com
    The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
    score: 30/100, stars/week: 3, stars: 1,405

77. macbre/sql-metadata
    https://pypi.python.org/pypi/sql-metadata
    Uses tokenized query returned by python-sqlparse and generates query metadata
    score: 30/100, stars/week: 1, stars: 581

78. google/weather-tools
    https://weather-tools.readthedocs.io/
    Apache Beam pipelines to make weather data accessible and useful.
    score: 30/100, stars/week: 1, stars: 145

79. goldsmith/Wikipedia
    https://wikipedia.readthedocs.org/
    A Pythonic wrapper for the Wikipedia API
    score: 29/100, stars/week: 5, stars: 2,642

80. mchong6/JoJoGAN
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization
    score: 28/100, stars/week: 16, stars: 1,349

81. amzn/ion-python
    https://amazon-ion.github.io/ion-docs/
    A Python implementation of Amazon Ion.
    score: 28/100, stars/week: 1, stars: 234

82. eleutherai/the-pile
    eleutherai/the-pile
    score: 27/100, stars/week: 7, stars: 1,157

83. ydataai/ydata-quality
    Data Quality assessment with one line of code
    score: 27/100, stars/week: 3, stars: 379

84. qdrant/qdrant-haystack
    An integration of Qdrant ANN vector database backend with Haystack
    score: 26/100, stars/week: 1, stars: 25

85. koaning/human-learn
    https://koaning.github.io/human-learn/
    Natural Intelligence is still a pretty good idea.
    score: 25/100, stars/week: 4, stars: 722

86. uber/fiber
    https://uber.github.io/fiber/
    Distributed Computing for AI Made Simple
    score: 24/100, stars/week: 5, stars: 1,023

87. airbnb/omniduct
    A toolkit providing a uniform interface for connecting to and extracting data from a wide variety of (potentially remote) data stores (including HDFS, Hive, Presto, MySQL, etc).
    score: 24/100, stars/week: 1, stars: 248

88. mattbierbaum/arxiv-public-datasets
    https://arxiv.org/abs/1905.00075
    A set of scripts to grab public datasets from resources related to arXiv
    score: 21/100, stars/week: 1, stars: 301

89. ktrueda/parquet-tools
    easy install parquet-tools
    score: 21/100, stars/week: 1, stars: 111

90. parallel-domain/pd-sdk
    The Parallel Domain SDK allows the community to access Parallel Domain's synthetic data as Python objects.
    score: 21/100, stars/week: 1, stars: 15

91. dmarx/psaw
    Python Pushshift.io API Wrapper (for comment/submission search)
    score: 20/100, stars/week: 1, stars: 350

92. vmiklos/ged2dot
    https://vmiklos.hu/ged2dot/
    GEDCOM to Graphviz converter
    score: 20/100, stars/week: 1, stars: 91

93. weaviate/semantic-search-through-wikipedia-with-weaviate
    Semantic search through a vectorized Wikipedia (SentenceBERT) with the Weaviate vector search engine
    score: 19/100, stars/week: 2, stars: 226

94. malloydata/malloy-py
    Python package for executing Malloy
    score: 19/100, stars/week: 1, stars: 9

95. tokern/data-lineage
    https://tokern.io/data-lineage/
    Generate and Visualize Data Lineage from query history
    score: 18/100, stars/week: 1, stars: 264

96. microsoft/genalog
    https://microsoft.github.io/genalog/
    Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.
    score: 18/100, stars/week: 1, stars: 258

97. paperswithcode/sota-extractor
    The SOTA extractor pipeline
    score: 17/100, stars/week: 1, stars: 263

98. mitvis/vistext
    http://vis.csail.mit.edu/pubs/vistext/
    VisText is a benchmark dataset for semantically rich chart captioning.
    score: 17/100, stars/week: 2, stars: 38

99. jovianml/opendatasets
    A Python library for downloading datasets from Kaggle, Google Drive, and other online sources.
    score: 16/100, stars/week: 1, stars: 274

100. nickreynke/python-gedcom
     https://nickreynke.github.io/python-gedcom/gedcom/index.html
     Python module for parsing, analyzing, and manipulating GEDCOM files
     score: 15/100, stars/week: 1, stars: 130

101. psycoguana/SubredditMediaDownloader
     Simple Python script to download images and videos from public subreddits without using Reddit's API 😎
     score: 14/100, stars/week: 1, stars: 119

102. thoppe/The-Pile-FreeLaw
     Download, parse, and filter data from Court Listener, part of the FreeLaw projects. Data-ready for The-Pile.
     score: 14/100, stars/week: 1, stars: 4

103. ndrplz/google-drive-downloader
     Minimal class to download shared files from Google Drive.
     score: 9/100, stars/week: 1, stars: 257

104. harangju/wikinet
     Python library for exploring networks of hyperlinked Wikipedia articles
     score: 4/100, stars/week: 1, stars: 10

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper
   Never use print for debugging again
   score: 62/100, stars/week: 71, stars: 15,949

2. gruns/icecream
   🍦 Never use print() to debug again.
   score: 45/100, stars/week: 24, stars: 6,848

3. inducer/pudb
   https://documen.tician.de/pudb/
   Full-screen console debugger for Python
   score: 41/100, stars/week: 4, stars: 2,706

4. gotcha/ipdb
   Integration of IPython pdb
   score: 35/100, stars/week: 2, stars: 1,726

5. shobrook/rebound
   Command-line tool that instantly fetches Stack Overflow results when an exception is thrown
   score: 33/100, stars/week: 14, stars: 4,017

6. alexmojaki/snoop
   A powerful set of Python debugging tools, based on PySnooper
   score: 33/100, stars/week: 4, stars: 943

7. ionelmc/python-hunter
   https://python-hunter.readthedocs.io/
   Hunter is a flexible code tracing toolkit.
   score: 28/100, stars/week: 1, stars: 739

8. alexmojaki/birdseye
   https://birdseye.readthedocs.io
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   score: 27/100, stars/week: 5, stars: 1,579

9. alexmojaki/heartrate
   Simple real time visualisation of the execution of a Python program.
   score: 20/100, stars/week: 7, stars: 1,627

Diffusion Text to Image

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

1. automatic1111/stable-diffusion-webui
   Stable Diffusion web UI
   score: 86/100, stars/week: 1900, stars: 90,969

2. huggingface/diffusers
   https://huggingface.co/docs/diffusers
   🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch
   score: 83/100, stars/week: 275, stars: 16,505

3. 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: 83/100, stars/week: 321, stars: 15,628

4. apple/ml-stable-diffusion
   Stable Diffusion with Core ML on Apple Silicon
   score: 74/100, stars/week: 380, stars: 13,520

5. carson-katri/dream-textures
   Stable Diffusion built-in to Blender
   score: 70/100, stars/week: 151, stars: 6,869

6. 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: 69/100, stars/week: 229, stars: 10,510

7. ashawkey/stable-dreamfusion
   Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.
   score: 69/100, stars/week: 152, stars: 6,299

8. lllyasviel/ControlNet
   Let us control diffusion models!
   score: 68/100, stars/week: 890, stars: 21,880

9. openai/consistency_models
   Official repo for consistency models.
   score: 68/100, stars/week: 253, stars: 5,327

10. stability-ai/stablediffusion
    High-Resolution Image Synthesis with Latent Diffusion Models
    score: 67/100, stars/week: 782, stars: 27,069

11. compvis/stable-diffusion
    https://ommer-lab.com/research/latent-diffusion-models/
    A latent text-to-image diffusion model
    score: 65/100, stars/week: 1165, stars: 57,786

12. facebookresearch/dinov2
    PyTorch code and models for the DINOv2 self-supervised learning method.
    score: 64/100, stars/week: 328, stars: 5,439

13. idea-research/GroundingDINO
    https://arxiv.org/abs/2303.05499
    The official implementation of "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
    score: 64/100, stars/week: 130, stars: 2,530

14. borisdayma/dalle-mini
    https://www.craiyon.com
    DALL·E Mini - Generate images from a text prompt
    score: 62/100, stars/week: 132, stars: 14,240

15. lucidrains/DALLE2-pytorch
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
    score: 62/100, stars/week: 147, stars: 9,919

16. 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: 60/100, stars/week: 140, stars: 2,795

17. nateraw/stable-diffusion-videos
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts
    score: 59/100, stars/week: 73, stars: 3,366

18. timothybrooks/instruct-pix2pix
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.
    score: 57/100, stars/week: 177, stars: 4,935

19. stability-ai/stability-sdk
    https://platform.stability.ai/
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    score: 54/100, stars/week: 47, stars: 2,294

20. compvis/latent-diffusion
    High-Resolution Image Synthesis with Latent Diffusion Models
    score: 53/100, stars/week: 98, stars: 8,158

21. jina-ai/discoart
    🪩 Create Disco Diffusion artworks in one line
    score: 53/100, stars/week: 68, stars: 3,820

22. nvlabs/prismer
    https://shikun.io/projects/prismer
    The implementation of "Prismer: A Vision-Language Model with An Ensemble of Experts".
    score: 52/100, stars/week: 57, stars: 1,166

23. lkwq007/stablediffusion-infinity
    Outpainting with Stable Diffusion on an infinite canvas
    score: 51/100, stars/week: 75, stars: 3,494

24. xavierxiao/Dreambooth-Stable-Diffusion
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion
    score: 50/100, stars/week: 148, stars: 6,769

25. chenyangqiqi/FateZero
    http://fate-zero-edit.github.io/
    Pytorch Implementation for [ICCV 2023] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    score: 50/100, stars/week: 40, stars: 748

26. saharmor/dalle-playground
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)
    score: 45/100, stars/week: 27, stars: 2,691

27. coyote-a/ultimate-upscale-for-automatic1111
    coyote-a/ultimate-upscale-for-automatic1111
    score: 43/100, stars/week: 30, stars: 888

28. thereforegames/unprompted
    Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.
    score: 43/100, stars/week: 15, stars: 601

29. salesforce/BLIP
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
    score: 42/100, stars/week: 39, stars: 3,041

30. divamgupta/stable-diffusion-tensorflow
    Stable Diffusion in TensorFlow / Keras
    score: 41/100, stars/week: 33, stars: 1,485

31. openai/glide-text2im
    GLIDE: a diffusion-based text-conditional image synthesis model
    score: 38/100, stars/week: 38, stars: 3,251

32. nvlabs/GCVit
    https://arxiv.org/abs/2206.09959
    [ICML 2023] Official PyTorch implementation of Global Context Vision Transformers
    score: 32/100, stars/week: 6, stars: 347

33. albarji/mixture-of-diffusers
    Mixture of Diffusers for scene composition and high resolution image generation
    score: 32/100, stars/week: 5, stars: 276

34. sharonzhou/long_stable_diffusion
    Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)
    score: 27/100, stars/week: 14, stars: 661

35. lunarring/latentblending
    Create butter-smooth transitions between prompts, powered by stable diffusion
    score: 26/100, stars/week: 7, stars: 255

36. tanelp/tiny-diffusion
    A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.
    score: 24/100, stars/week: 15, stars: 411

37. pollinations/dance-diffusion
    Tools to train a generative model on arbitrary audio samples
    score: 11/100, stars/week: 1, stars: 48

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: 78/100, stars/week: 168, stars: 22,811

2. ai4finance-foundation/FinGPT
   Data-Centric FinGPT. Open-source for open finance! Revolutionize 🔥 We'll soon release the trained model.
   score: 71/100, stars/week: 306, stars: 7,090

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: 63/100, stars/week: 75, stars: 11,538

4. ranaroussi/yfinance
   https://aroussi.com/post/python-yahoo-finance
   Download market data from Yahoo! Finance's API
   score: 61/100, stars/week: 30, stars: 9,815

5. ai4finance-foundation/FinRL
   https://finrl.readthedocs.io
   FinRL: Financial Reinforcement Learning. 🔥
   score: 61/100, stars/week: 49, stars: 7,787

6. quantconnect/Lean
   https://lean.io
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   score: 54/100, stars/week: 16, stars: 7,614

7. matplotlib/mplfinance
   https://pypi.org/project/mplfinance/
   Financial Markets Data Visualization using Matplotlib
   score: 52/100, stars/week: 15, stars: 2,857

8. ta-lib/ta-lib-python
   http://ta-lib.github.io/ta-lib-python
   Python wrapper for TA-Lib (http://ta-lib.org/).
   score: 49/100, stars/week: 13, stars: 8,023

9. quantopian/zipline
   https://www.zipline.io
   Zipline, a Pythonic Algorithmic Trading Library
   score: 48/100, stars/week: 29, stars: 16,304

10. mementum/backtrader
    https://www.backtrader.com
    Python Backtesting library for trading strategies
    score: 48/100, stars/week: 24, stars: 11,126

11. kernc/backtesting.py
    https://kernc.github.io/backtesting.py/
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    score: 47/100, stars/week: 16, stars: 3,850

12. ranaroussi/quantstats
    Portfolio analytics for quants, written in Python
    score: 47/100, stars/week: 14, stars: 3,274

13. 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: 46/100, stars/week: 13, stars: 1,677

14. polakowo/vectorbt
    https://vectorbt.dev
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    score: 44/100, stars/week: 10, stars: 2,986

15. google/tf-quant-finance
    High-performance TensorFlow library for quantitative finance.
    score: 42/100, stars/week: 18, stars: 3,953

16. 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: 41/100, stars/week: 7, stars: 1,493

17. robcarver17/pysystemtrade
    Systematic Trading in python
    score: 40/100, stars/week: 5, stars: 2,041

18. goldmansachs/gs-quant
    https://developer.gs.com/discover/products/gs-quant/
    Python toolkit for quantitative finance
    score: 39/100, stars/week: 8, stars: 1,936

19. quantopian/pyfolio
    https://quantopian.github.io/pyfolio
    Portfolio and risk analytics in Python
    score: 35/100, stars/week: 11, stars: 5,071

20. cuemacro/finmarketpy
    http://www.cuemacro.com
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    score: 35/100, stars/week: 7, stars: 3,144

21. gerrymanoim/exchange_calendars
    Calendars for various securities exchanges.
    score: 34/100, stars/week: 2, stars: 291

22. chancefocus/PIXIU
    This repository introduces PIXIU, an open-source resource featuring the first financial large language models (LLMs), instruction tuning data, and evaluation benchmarks to holistically assess financial LLMs. Our goal is to continually push forward the open-source development of financial artificial intelligence (AI).
    score: 34/100, stars/week: 19, stars: 141

23. quantopian/alphalens
    http://quantopian.github.io/alphalens
    Performance analysis of predictive (alpha) stock factors
    score: 32/100, stars/week: 7, stars: 2,721

24. lballabio/QuantLib-SWIG
    QuantLib wrappers to other languages
    score: 32/100, stars/week: 1, stars: 291

25. gbeced/basana
    A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.
    score: 32/100, stars/week: 6, stars: 137

26. gbeced/pyalgotrade
    http://gbeced.github.io/pyalgotrade/
    Python Algorithmic Trading Library
    score: 31/100, stars/week: 6, stars: 4,074

27. pmorissette/bt
    http://pmorissette.github.io/bt
    bt - flexible backtesting for Python
    score: 31/100, stars/week: 3, stars: 1,721

28. pmorissette/ffn
    pmorissette.github.io/ffn
    ffn - a financial function library for Python
    score: 30/100, stars/week: 3, stars: 1,544

29. cuemacro/findatapy
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.
    score: 30/100, stars/week: 3, stars: 1,405

30. idanya/algo-trader
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.
    score: 29/100, stars/week: 7, stars: 681

31. rsheftel/pandas_market_calendars
    Exchange calendars to use with pandas for trading applications
    score: 28/100, stars/week: 1, stars: 625

32. 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: 27/100, stars/week: 15, stars: 3,720

33. quantopian/research_public
    https://www.quantopian.com/lectures
    Quantitative research and educational materials
    score: 26/100, stars/week: 4, stars: 2,190

34. numerai/example-scripts
    https://numer.ai/
    A collection of scripts and notebooks to help you get started quickly.
    score: 26/100, stars/week: 1, stars: 585

35. quantopian/empyrical
    https://quantopian.github.io/empyrical
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    score: 24/100, stars/week: 2, stars: 1,078

36. quandl/quandl-python
    quandl/quandl-python
    score: 23/100, stars/week: 2, stars: 1,313

37. nasdaq/data-link-python
    A Python library for Nasdaq Data Link's RESTful API
    score: 23/100, stars/week: 3, stars: 273

38. enthought/pyql
    Cython QuantLib wrappers
    score: 22/100, stars/week: 1, stars: 818

39. daxm/fmpsdk
    SDK for Financial Modeling Prep's (FMP) API
    score: 22/100, stars/week: 1, stars: 109

40. numerai/numerai-cli
    Fully automated submission workflow in the cloud for <$1/mo
    score: 19/100, stars/week: 1, stars: 85

41. numerai/numerox
    Numerai tournament toolbox written in Python
    score: 15/100, stars/week: 1, stars: 132

42. mementum/bta-lib
    Technical Analysis library in pandas for backtesting algotrading and quantitative analysis
    score: 12/100, stars/week: 2, stars: 411

43. wilsonfreitas/python-bizdays
    http://wilsonfreitas.github.io/python-bizdays/
    Business days calculations and utilities
    score: 11/100, stars/week: 1, stars: 69

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel
   A retro game engine for Python
   score: 61/100, stars/week: 45, stars: 12,163

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: 54/100, stars/week: 18, stars: 6,146

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: 50/100, stars/week: 7, stars: 1,529

4. pythonarcade/arcade
   http://arcade.academy
   Easy to use Python library for creating 2D arcade games.
   score: 48/100, stars/week: 3, stars: 1,491

5. panda3d/panda3d
   https://www.panda3d.org/
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   score: 46/100, stars/week: 7, stars: 3,924

6. libtcod/python-tcod
   A high-performance Python port of libtcod. Includes the libtcodpy module for backwards compatibility with older projects.
   score: 31/100, stars/week: 1, stars: 360

7. lordmauve/pgzero
   https://pygame-zero.readthedocs.io/
   A zero-boilerplate games programming framework for Python 3, based on Pygame.
   score: 26/100, stars/week: 1, stars: 467

8. bitcraft/pytmx
   Python library to read Tiled Map Editor's TMX maps.
   score: 24/100, stars/week: 1, stars: 352

9. renpy/pygame_sdl2
   Reimplementation of portions of the pygame API using SDL2.
   score: 21/100, stars/week: 1, stars: 305

10. pygamelib/pygamelib
    https://www.pygamelib.org
    A (not so) small python library for console (as in terminal) game development. It is developed as a framework to help learn development and python in an entertaining way.
    score: 19/100, stars/week: 1, stars: 50

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: 66/100, stars/week: 144, stars: 1,964

2. osgeo/gdal
   https://gdal.org
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   score: 58/100, stars/week: 6, stars: 3,906

3. giswqs/geemap
   https://geemap.org
   A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.
   score: 56/100, stars/week: 15, stars: 2,801

4. microsoft/torchgeo
   https://torchgeo.rtfd.io
   TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
   score: 55/100, stars/week: 14, stars: 1,695

5. python-visualization/folium
   https://python-visualization.github.io/folium/
   Python Data. Leaflet.js Maps.
   score: 54/100, stars/week: 11, stars: 6,312

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: 54/100, stars/week: 11, stars: 4,274

7. opengeos/leafmap
   https://leafmap.org
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   score: 52/100, stars/week: 13, stars: 1,711

8. geopandas/geopandas
   http://geopandas.org/
   Python tools for geographic data
   score: 50/100, stars/week: 7, stars: 3,743

9. shapely/shapely
   https://shapely.readthedocs.io/en/stable/
   Manipulation and analysis of geometric objects
   score: 50/100, stars/week: 5, stars: 3,358

10. pytroll/satpy
    http://satpy.readthedocs.org/en/latest/
    Python package for earth-observing satellite data processing
    score: 50/100, stars/week: 2, stars: 929

11. holoviz/datashader
    http://datashader.org
    Quickly and accurately render even the largest data.
    score: 48/100, stars/week: 7, stars: 3,030

12. azavea/raster-vision
    https://docs.rastervision.io
    An open source library and framework for deep learning on satellite and aerial imagery.
    score: 47/100, stars/week: 5, stars: 1,879

13. rasterio/rasterio
    https://rasterio.readthedocs.io/
    Rasterio reads and writes geospatial raster datasets
    score: 46/100, stars/week: 3, stars: 1,982

14. apache/sedona
    http://sedona.apache.org/
    A cluster computing framework for processing large-scale geospatial data
    score: 44/100, stars/week: 3, stars: 1,506

15. osgeo/grass
    https://grass.osgeo.org
    GRASS GIS - free and open source Geographic Information System (GIS)
    score: 44/100, stars/week: 2, stars: 646

16. anitagraser/movingpandas
    http://movingpandas.org
    Implementation of Trajectory classes and functions built on top of GeoPandas
    score: 43/100, stars/week: 4, stars: 991

17. scitools/cartopy
    https://scitools.org.uk/cartopy/docs/latest
    Cartopy - a cartographic python library with matplotlib support
    score: 42/100, stars/week: 2, stars: 1,244

18. sentinel-hub/eo-learn
    https://eo-learn.readthedocs.io/en/latest/
    Earth observation processing framework for machine learning in Python
    score: 41/100, stars/week: 3, stars: 1,019

19. pyproj4/pyproj
    https://pyproj4.github.io/pyproj
    Python interface to PROJ (cartographic projections and coordinate transformations library)
    score: 41/100, stars/week: 2, stars: 900

20. domlysz/BlenderGIS
    Blender addons to make the bridge between Blender and geographic data
    score: 40/100, stars/week: 13, stars: 6,501

21. developmentseed/titiler
    https://developmentseed.org/titiler/
    Build your own Raster dynamic map tile services
    score: 40/100, stars/week: 2, stars: 543

22. corteva/rioxarray
    https://corteva.github.io/rioxarray
    geospatial xarray extension powered by rasterio
    score: 40/100, stars/week: 1, stars: 399

23. toblerity/Fiona
    https://fiona.readthedocs.io/
    Fiona reads and writes geographic data files
    score: 38/100, stars/week: 1, stars: 1,051

24. microsoft/GlobalMLBuildingFootprints
    Worldwide building footprints derived from satellite imagery
    score: 38/100, stars/week: 14, stars: 967

25. makepath/xarray-spatial
    https://xarray-spatial.org
    Raster-based Spatial Analytics for Python
    score: 38/100, stars/week: 4, stars: 723

26. 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: 38/100, stars/week: 1, stars: 558

27. kvos/CoastSat
    http://coastsat.wrl.unsw.edu.au/
    Global shoreline mapping tool from satellite imagery
    score: 38/100, stars/week: 2, stars: 545

28. earthlab/earthpy
    https://earthpy.readthedocs.io
    A package built to support working with spatial data using open source python
    score: 38/100, stars/week: 1, stars: 448

29. google/earthengine-api
    Python and JavaScript bindings for calling the Earth Engine API.
    score: 37/100, stars/week: 5, stars: 2,268

30. jupyter-widgets/ipyleaflet
    https://ipyleaflet.readthedocs.io
    A Jupyter - Leaflet.js bridge
    score: 37/100, stars/week: 2, stars: 1,382

31. matplotlib/basemap
    Plot on map projections (with coastlines and political boundaries) using matplotlib
    score: 37/100, stars/week: 1, stars: 736

32. cogeotiff/rio-tiler
    https://cogeotiff.github.io/rio-tiler/
    User friendly Rasterio plugin to read raster datasets.
    score: 37/100, stars/week: 1, stars: 418

33. pysal/pysal
    http://pysal.org/pysal
    PySAL: Python Spatial Analysis Library Meta-Package
    score: 36/100, stars/week: 2, stars: 1,160

34. sentinel-hub/sentinelhub-py
    http://sentinelhub-py.readthedocs.io/en/latest/
    Download and process satellite imagery in Python using Sentinel Hub services.
    score: 36/100, stars/week: 2, stars: 713

35. weecology/DeepForest
    https://deepforest.readthedocs.io/
    Python Package for Tree Crown Detection in Airborne RGB imagery
    score: 36/100, stars/week: 1, stars: 371

36. raphaelquast/EOmaps
    https://raphaelquast.github.io/EOmaps/
    A library to create interactive maps of geographical datasets
    score: 36/100, stars/week: 2, stars: 233

37. mcordts/cityscapesScripts
    README and scripts for the Cityscapes Dataset
    score: 34/100, stars/week: 5, stars: 1,962

38. sentinelsat/sentinelsat
    https://sentinelsat.readthedocs.io
    Search and download Copernicus Sentinel satellite images
    score: 34/100, stars/week: 2, stars: 903

39. holoviz/geoviews
    http://geoviews.org
    Simple, concise geographical visualization in Python
    score: 34/100, stars/week: 1, stars: 499

40. amazon-science/earth-forecasting-transformer
    Official implementation of Earthformer
    score: 34/100, stars/week: 4, stars: 223

41. developmentseed/geojson-pydantic
    Pydantic data models for the GeoJSON spec
    score: 34/100, stars/week: 1, stars: 142

42. geopandas/dask-geopandas
    https://dask-geopandas.readthedocs.io/
    Parallel GeoPandas with Dask
    score: 33/100, stars/week: 2, stars: 395

43. 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: 33/100, stars/week: 1, stars: 383

44. pysal/spopt
    https://pysal.org/spopt/
    Spatial Optimization
    score: 33/100, stars/week: 1, stars: 206

45. geopandas/contextily
    https://contextily.readthedocs.io/en/latest/
    Context geo-tiles in Python
    score: 32/100, stars/week: 1, stars: 429

46. datasystemslab/GeoTorchAI
    https://kanchanchy.github.io/geotorchai/
    GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036)
    score: 32/100, stars/week: 6, stars: 393

47. cogeotiff/rio-cogeo
    https://cogeotiff.github.io/rio-cogeo/
    Cloud Optimized GeoTIFF creation and validation plugin for rasterio
    score: 32/100, stars/week: 1, stars: 248

48. uber/h3-py
    https://uber.github.io/h3-py
    Python bindings for H3, a hierarchical hexagonal geospatial indexing system
    score: 31/100, stars/week: 2, stars: 654

49. geopython/OWSLib
    https://owslib.readthedocs.io
    OWSLib is a Python package for client programming with Open Geospatial Consortium (OGC) web service (hence OWS) interface standards, and their related content models.
    score: 31/100, stars/week: 1, stars: 341

50. graal-research/deepparse
    https://deepparse.org/
    Deepparse is a state-of-the-art library for parsing multinational street addresses using deep learning
    score: 31/100, stars/week: 1, stars: 232

51. fatiando/verde
    https://www.fatiando.org/verde
    Processing and gridding spatial data, machine-learning style
    score: 30/100, stars/week: 1, stars: 510

52. pysal/momepy
    https://docs.momepy.org
    Urban Morphology Measuring Toolkit
    score: 30/100, stars/week: 1, stars: 392

53. developmentseed/cogeo-mosaic
    https://developmentseed.org/cogeo-mosaic/
    Create and use COG mosaic based on mosaicJSON
    score: 30/100, stars/week: 1, stars: 85

54. plant99/felicette
    Satellite imagery for dummies.
    score: 29/100, stars/week: 11, stars: 1,801

55. gboeing/osmnx-examples
    https://osmnx.readthedocs.io
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    score: 29/100, stars/week: 4, stars: 1,289

56. scikit-mobility/scikit-mobility
    https://scikit-mobility.github.io/scikit-mobility/
    scikit-mobility: mobility analysis in Python
    score: 29/100, stars/week: 2, stars: 626

57. residentmario/geoplot
    https://residentmario.github.io/geoplot/index.html
    High-level geospatial data visualization library for Python.
    score: 28/100, stars/week: 2, stars: 1,081

58. giswqs/aws-open-data-geo
    A list of open geospatial datasets on AWS
    score: 28/100, stars/week: 8, stars: 248

59. toblerity/rtree
    https://rtree.readthedocs.io/en/latest/
    Rtree: spatial index for Python GIS ¶
    score: 27/100, stars/week: 1, stars: 559

60. geospatialpython/pyshp
    This library reads and writes ESRI Shapefiles in pure Python.
    score: 26/100, stars/week: 2, stars: 1,030

61. perrygeo/python-rasterstats
    Summary statistics of geospatial raster datasets based on vector geometries.
    score: 26/100, stars/week: 1, stars: 479

62. geopandas/pyogrio
    https://pyogrio.readthedocs.io
    Vectorized vector I/O using OGR
    score: 26/100, stars/week: 1, stars: 160

63. geopandas/xyzservices
    https://xyzservices.readthedocs.io/
    Source of XYZ tiles providers
    score: 26/100, stars/week: 1, stars: 103

64. spatialucr/geosnap
    https://oturns.github.io/geosnap/
    The Geospatial Neighborhood Analysis Package
    score: 25/100, stars/week: 1, stars: 191

65. giswqs/mapwidget
    http://mapwidget.gishub.org
    Custom Jupyter widgets for creating interactive 2D/3D maps using popular JavaScript libraries with bidirectional communication, such as Cesium, Mapbox, MapLibre, Leaflet, and OpenLayers
    score: 25/100, stars/week: 7, stars: 187

66. googlecloudplatform/dataflow-geobeam
    googlecloudplatform/dataflow-geobeam
    score: 25/100, stars/week: 1, stars: 80

67. openeventdata/mordecai
    Full text geoparsing as a Python library
    score: 24/100, stars/week: 1, stars: 710

68. pygeos/pygeos
    https://pygeos.readthedocs.io
    Wraps GEOS geometry functions in numpy ufuncs.
    score: 24/100, stars/week: 1, stars: 367

69. cgal/cgal-swig-bindings
    CGAL bindings using SWIG
    score: 23/100, stars/week: 1, stars: 284

70. darribas/gds_env
    https://darribas.org/gds_env
    A containerised platform for Geographic Data Science
    score: 23/100, stars/week: 1, stars: 105

71. developmentseed/landsat-util
    A utility to search, download and process Landsat 8 satellite imagery
    score: 21/100, stars/week: 1, stars: 686

72. developmentseed/label-maker
    http://devseed.com/label-maker/
    Data Preparation for Satellite Machine Learning
    score: 21/100, stars/week: 1, stars: 447

73. r-barnes/richdem
    High-performance Terrain and Hydrology Analysis
    score: 21/100, stars/week: 1, stars: 216

74. ghislainv/forestatrisk
    https://ecology.ghislainv.fr/forestatrisk
    📦 🐍 Python package to model and forecast the risk of deforestation
    score: 21/100, stars/week: 1, stars: 100

75. mapbox/mercantile
    Spherical mercator tile and coordinate utilities
    score: 20/100, stars/week: 1, stars: 362

76. scikit-geometry/scikit-geometry
    https://scikit-geometry.github.io/scikit-geometry
    Scientific Python Geometric Algorithms Library
    score: 19/100, stars/week: 1, stars: 378

77. openaddresses/pyesridump
    Scrapes an ESRI MapServer REST endpoint to spit out more generally-usable geodata.
    score: 19/100, stars/week: 1, stars: 278

78. developmentseed/geolambda
    Create and deploy Geospatial AWS Lambda functions
    score: 18/100, stars/week: 1, stars: 284

79. zorzi-s/PolyWorldPretrainedNetwork
    PolyWorld: Polygonal Building Extraction with Graph Neural Networks in Satellite Images
    score: 16/100, stars/week: 1, stars: 123

80. benbovy/spherely
    https://spherely.readthedocs.io/
    Manipulation and analysis of geometric objects on the sphere.
    score: 16/100, stars/week: 2, stars: 91

81. radiantearth/radiant-mlhub
    https://radiant-mlhub.readthedocs.io/
    A Python client for the Radiant MLHub API (https://mlhub.earth).
    score: 16/100, stars/week: 1, stars: 49

82. remotesensinglab/raster4ml
    https://raster4ml.readthedocs.io
    A geospatial raster processing library for machine learning
    score: 14/100, stars/week: 2, stars: 108

83. kuanb/peartree
    peartree: A library for converting transit data into a directed graph for sketch network analysis.
    score: 13/100, stars/week: 1, stars: 195

84. martibosch/detectree
    https://doi.org/10.21105/joss.02172
    Tree detection from aerial imagery in Python
    score: 13/100, stars/week: 1, stars: 155

85. cloudsen12/easystac
    https://easystac.readthedocs.io/
    A Python package for simple STAC queries
    score: 13/100, stars/week: 1, stars: 61

86. lydorn/Polygonization-by-Frame-Field-Learning
    This repository contains the code for our fast polygonal building extraction from overhead images pipeline.
    score: 11/100, stars/week: 1, stars: 232

87. gdaosu/LOD2BuildingModel
    SAT2LoD2: Automated LoD-2 Model Reconstruction from Satellite-derived DSM and Orthophoto
    score: 11/100, stars/week: 1, stars: 114

88. jasonrig/address-net
    A package to structure Australian addresses
    score: 10/100, stars/week: 1, stars: 182

89. bowenc0221/boundary-iou-api
    Boundary IoU API (Beta version)
    score: 9/100, stars/week: 1, stars: 187

90. artelys/geonetworkx
    Python tools for geographic graphs
    score: 8/100, stars/week: 1, stars: 30

91. gregorhd/mapcompare
    Comparison of Python packages and libraries for visualising geospatial vector data: applications for Smarter Cities.
    score: 8/100, stars/week: 1, stars: 29

92. lydorn/mapalignment
    Aligning and Updating Cadaster Maps with Remote Sensing Images
    score: 7/100, stars/week: 1, stars: 59

93. zorzi-s/projectRegularization
    Regularization of Building Boundaries using Adversarial and Regularized losses
    score: 6/100, stars/week: 1, stars: 87

94. zorzi-s/MapRepair
    Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images
    score: 6/100, stars/week: 1, stars: 17

95. edomel/BoundaryVT
    edomel/BoundaryVT
    score: 5/100, stars/week: 1, stars: 1

96. scisco/area
    Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python
    score: 4/100, stars/week: 1, stars: 90

97. lycantropos/wagyu
    https://github.com/mapbox/wagyu
    Python port of mapbox/wagyu library (with separate C++ binding)
    score: 2/100, stars/week: 1, stars: 3

Graph

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

1. networkx/networkx
   https://networkx.org
   Network Analysis in Python
   score: 60/100, stars/week: 19, stars: 12,870

2. stellargraph/stellargraph
   https://stellargraph.readthedocs.io/
   StellarGraph - Machine Learning on Graphs
   score: 40/100, stars/week: 9, stars: 2,742

3. westhealth/pyvis
   http://pyvis.readthedocs.io/en/latest/
   Python package for creating and visualizing interactive network graphs.
   score: 31/100, stars/week: 2, stars: 685

4. rampasek/GraphGPS
   Recipe for a General, Powerful, Scalable Graph Transformer
   score: 22/100, stars/week: 6, stars: 414

5. h4kor/graph-force
   https://pypi.org/project/graph-force/
   Python library for embedding large graphs in 2D space, using force-directed layouts.
   score: 16/100, stars/week: 4, stars: 163

6. hamed1375/Exphormer
   Exphormer: Sparse Transformer for Graphs
   score: 12/100, stars/week: 2, stars: 53

7. guyallard/markov_clustering
   markov clustering in python
   score: 8/100, stars/week: 1, stars: 141

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: 65/100, stars/week: 44, stars: 11,811

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: 62/100, stars/week: 65, stars: 10,716

3. parthjadhav/Tkinter-Designer
   An easy and fast way to create a Python GUI 🐍
   score: 57/100, stars/week: 60, stars: 6,865

4. r0x0r/pywebview
   https://pywebview.flowrl.com
   Build GUI for your Python program with JavaScript, HTML, and CSS
   score: 51/100, stars/week: 8, stars: 3,664

5. dddomodossola/remi
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.
   score: 43/100, stars/week: 6, stars: 3,332

6. wxwidgets/Phoenix
   http://wxpython.org/
   wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
   score: 43/100, stars/week: 3, stars: 2,022

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

1. jupyterlab/jupyterlab
   https://jupyterlab.readthedocs.io/
   JupyterLab computational environment.
   score: 71/100, stars/week: 35, stars: 13,117

2. jupyter/notebook
   https://jupyter-notebook.readthedocs.io/
   Jupyter Interactive Notebook
   score: 66/100, stars/week: 23, stars: 10,297

3. mwouts/jupytext
   https://jupytext.readthedocs.io
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   score: 58/100, stars/week: 22, stars: 6,071

4. jupyterlite/jupyterlite
   https://jupyterlite.rtfd.io/en/latest/try/lab
   Wasm powered Jupyter running in the browser 💡
   score: 57/100, stars/week: 27, stars: 3,282

5. voila-dashboards/voila
   https://voila.readthedocs.io
   Voilà turns Jupyter notebooks into standalone web applications
   score: 56/100, stars/week: 18, stars: 4,838

6. jupyterlab/jupyterlab-desktop
   JupyterLab desktop application, based on Electron.
   score: 52/100, stars/week: 8, stars: 2,895

7. nteract/papermill
   http://papermill.readthedocs.io/en/latest/
   📚 Parameterize, execute, and analyze notebooks
   score: 51/100, stars/week: 16, stars: 5,302

8. executablebooks/jupyter-book
   http://jupyterbook.org
   Create beautiful, publication-quality books and documents from computational content.
   score: 51/100, stars/week: 12, stars: 3,430

9. mito-ds/monorepo
   https://trymito.io
   The mitosheet package, trymito.io, and other public Mito code.
   score: 51/100, stars/week: 22, stars: 1,788

10. connorferster/handcalcs
    Python library for converting Python calculations into rendered latex.
    score: 47/100, stars/week: 29, stars: 5,236

11. jupyter/nbconvert
    https://nbconvert.readthedocs.io/
    Jupyter Notebook Conversion
    score: 47/100, stars/week: 3, stars: 1,528

12. jupyter-lsp/jupyterlab-lsp
    Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
    score: 45/100, stars/week: 7, stars: 1,539

13. jupyter/nbdime
    http://nbdime.readthedocs.io
    Tools for diffing and merging of Jupyter notebooks.
    score: 42/100, stars/week: 6, stars: 2,480

14. vizzuhq/ipyvizzu
    https://ipyvizzu.vizzuhq.com
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    score: 42/100, stars/week: 10, stars: 845

15. maartenbreddels/ipyvolume
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL
    score: 41/100, stars/week: 5, stars: 1,870

16. nbqa-dev/nbQA
    https://nbqa.readthedocs.io/en/latest/index.html
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    score: 41/100, stars/week: 5, stars: 830

17. jupyter/nbgrader
    https://nbgrader.readthedocs.io/
    A system for assigning and grading notebooks
    score: 40/100, stars/week: 2, stars: 1,208

18. jupyter/nbformat
    http://nbformat.readthedocs.io/
    Reference implementation of the Jupyter Notebook format
    score: 33/100, stars/week: 1, stars: 213

19. jupyter/nbviewer
    https://nbviewer.jupyter.org
    nbconvert as a web service: Render Jupyter Notebooks as static web pages
    score: 32/100, stars/week: 3, stars: 2,103

20. quantopian/qgrid
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks
    score: 31/100, stars/week: 6, stars: 2,967

21. 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: 31/100, stars/week: 5, stars: 609

22. xiaohk/stickyland
    https://xiaohk.github.io/stickyland/
    Break the linear presentation of Jupyter Notebooks with sticky cells!
    score: 31/100, stars/week: 4, stars: 433

23. cmudig/AutoProfiler
    Automatically profile dataframes in the Jupyter sidebar
    score: 29/100, stars/week: 3, stars: 238

24. nteract/testbook
    https://testbook.readthedocs.io
    🧪 📗 Unit test your Jupyter Notebooks the right way
    score: 28/100, stars/week: 2, stars: 361

25. chaoleili/jupyterlab_tensorboard
    Tensorboard extension for jupyterlab.
    score: 23/100, stars/week: 1, stars: 303

26. computationalmodelling/nbval
    A py.test plugin to validate Jupyter notebooks
    score: 22/100, stars/week: 1, stars: 408

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. torantulino/Auto-GPT
   https://agpt.co
   An experimental open-source attempt to make GPT-4 fully autonomous.
   score: 89/100, stars/week: 7812, stars: 143,969

2. hwchase17/langchain
   https://langchain-langchain.vercel.app
   ⚡ Building applications with LLMs through composability ⚡
   score: 87/100, stars/week: 1372, stars: 54,704

3. ggerganov/llama.cpp
   Port of Facebook's LLaMA model in C/C++
   score: 87/100, stars/week: 1792, stars: 34,579

4. jerryjliu/llama_index
   https://gpt-index.readthedocs.io/en/latest/
   LlamaIndex (GPT Index) is a data framework for your LLM applications
   score: 85/100, stars/week: 505, stars: 18,992

5. oobabooga/text-generation-webui
   A gradio web UI for running Large Language Models like LLaMA, llama.cpp, GPT-J, Pythia, OPT, and GALACTICA.
   score: 85/100, stars/week: 580, stars: 17,734

6. 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: 84/100, stars/week: 1085, stars: 34,419

7. hpcaitech/ColossalAI
   https://www.colossalai.org
   Making large AI models cheaper, faster and more accessible
   score: 83/100, stars/week: 339, stars: 30,739

8. acheong08/ChatGPT
   Reverse engineered ChatGPT API
   score: 81/100, stars/week: 807, stars: 26,760

9. lm-sys/FastChat
   An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and FastChat-T5.
   score: 81/100, stars/week: 1387, stars: 24,979

10. acheong08/EdgeGPT
    Reverse engineered API of Microsoft's Bing Chat AI
    score: 81/100, stars/week: 326, stars: 7,646

11. microsoft/semantic-kernel
    https://aka.ms/semantic-kernel
    Integrate cutting-edge LLM technology quickly and easily into your apps
    score: 80/100, stars/week: 521, stars: 10,882

12. logspace-ai/langflow
    http://www.logspace.ai
    ⛓️ Langflow is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows.
    score: 80/100, stars/week: 449, stars: 10,599

13. 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: 79/100, stars/week: 1031, stars: 10,462

14. nomic-ai/gpt4all
    https://gpt4all.io
    gpt4all: an ecosystem of open-source chatbots trained on a massive collections of clean assistant data including code, stories and dialogue
    score: 78/100, stars/week: 2912, stars: 49,096

15. xtekky/gpt4free
    https://discord.gg/gpt4free
    The official gpt4free repository | various collection of powerful language models
    score: 78/100, stars/week: 2582, stars: 42,800

16. yoheinakajima/babyagi
    GPT-4 powered task-driven autonomous agent
    score: 78/100, stars/week: 1012, stars: 16,062

17. microsoft/guidance
    A guidance language for controlling large language models.
    score: 77/100, stars/week: 316, stars: 11,536

18. mlc-ai/mlc-llm
    https://mlc.ai/mlc-llm
    Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.
    score: 77/100, stars/week: 856, stars: 10,401

19. thudm/ChatGLM-6B
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型
    score: 76/100, stars/week: 1692, stars: 31,915

20. idea-research/Grounded-Segment-Anything
    Grounded-SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    score: 76/100, stars/week: 637, stars: 9,828

21. huggingface/peft
    https://huggingface.co/docs/peft
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    score: 76/100, stars/week: 232, stars: 7,960

22. optimalscale/LMFlow
    https://optimalscale.github.io/LMFlow/
    An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
    score: 76/100, stars/week: 408, stars: 6,890

23. 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: 75/100, stars/week: 455, stars: 6,565

24. tloen/alpaca-lora
    Instruct-tune LLaMA on consumer hardware
    score: 74/100, stars/week: 862, stars: 16,261

25. zilliztech/GPTCache
    https://gptcache.readthedocs.io
    Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
    score: 74/100, stars/week: 263, stars: 4,558

26. openlmlab/MOSS
    https://txsun1997.github.io/blogs/moss.html
    An open-source tool-augmented conversational language model from Fudan University
    score: 73/100, stars/week: 790, stars: 11,180

27. 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: 72/100, stars/week: 274, stars: 4,826

28. abetlen/llama-cpp-python
    https://llama-cpp-python.readthedocs.io
    Python bindings for llama.cpp
    score: 72/100, stars/week: 115, stars: 2,016

29. karpathy/nanoGPT
    The simplest, fastest repository for training/finetuning medium-sized GPTs.
    score: 71/100, stars/week: 771, stars: 22,808

30. openai/chatgpt-retrieval-plugin
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.
    score: 71/100, stars/week: 1081, stars: 18,848

31. 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: 71/100, stars/week: 604, stars: 10,450

32. microsoft/TaskMatrix
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.
    score: 70/100, stars/week: 1649, stars: 33,687

33. artidoro/qlora
    https://arxiv.org/abs/2305.14314
    QLoRA: Efficient Finetuning of Quantized LLMs
    score: 70/100, stars/week: 634, stars: 6,614

34. minedojo/Voyager
    https://voyager.minedojo.org/
    An Open-Ended Embodied Agent with Large Language Models
    score: 70/100, stars/week: 441, stars: 3,720

35. vllm-project/vllm
    https://vllm.readthedocs.io
    A high-throughput and memory-efficient inference and serving engine for LLMs
    score: 70/100, stars/week: 156, stars: 3,655

36. haotian-liu/LLaVA
    https://llava.hliu.cc
    Large Language-and-Vision Assistant built towards multimodal GPT-4 level capabilities.
    score: 70/100, stars/week: 258, stars: 3,583

37. 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: 69/100, stars/week: 47, stars: 16,698

38. blinkdl/ChatRWKV
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.
    score: 69/100, stars/week: 307, stars: 8,382

39. openlm-research/open_llama
    OpenLLaMA, a permissively licensed open source reproduction of Meta AI’s LLaMA 7B trained on the RedPajama dataset
    score: 69/100, stars/week: 508, stars: 6,250

40. bhaskatripathi/pdfGPT
    https://huggingface.co/spaces/bhaskartripathi/pdfChatter
    PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The only open source solution to turn your pdf files in a chatbot!
    score: 69/100, stars/week: 273, stars: 5,394

41. nlpxucan/WizardLM
    Family of instruction-following LLMs powered by Evol-Instruct: WizardLM, WizardCoder
    score: 69/100, stars/week: 312, stars: 4,068

42. h2oai/h2o-llmstudio
    https://h2o.ai
    H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs
    score: 69/100, stars/week: 162, stars: 2,249

43. imartinez/privateGPT
    Interact privately with your documents using the power of GPT, 100% privately, no data leaks
    score: 68/100, stars/week: 2849, stars: 33,385

44. vision-cair/MiniGPT-4
    https://minigpt-4.github.io
    MiniGPT-4: Enhancing Vision-language Understanding with Advanced Large Language Models
    score: 68/100, stars/week: 1527, stars: 21,610

45. microsoft/JARVIS
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
    score: 68/100, stars/week: 1299, stars: 21,341

46. deepset-ai/haystack
    https://haystack.deepset.ai
    🔍 Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-4, Falcon and alike). Haystack offers production-ready tools to quickly build complex question answering, semantic search, text generation applications, and more.
    score: 68/100, stars/week: 51, stars: 9,985

47. fauxpilot/fauxpilot
    FauxPilot - an open-source alternative to GitHub Copilot server
    score: 67/100, stars/week: 251, stars: 12,701

48. shishirpatil/gorilla
    https://gorilla.cs.berkeley.edu/
    Gorilla: An API store for LLMs
    score: 67/100, stars/week: 490, stars: 4,554

49. mmabrouk/llm-workflow-engine
    Power CLI and Workflow manager for LLMs (core package)
    score: 67/100, stars/week: 102, stars: 3,402

50. chainlit/chainlit
    https://docs.chainlit.io
    Build Python LLM apps in minutes ⚡️
    score: 67/100, stars/week: 122, stars: 2,301

51. 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: 67/100, stars/week: 154, stars: 1,767

52. 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: 66/100, stars/week: 1337, stars: 25,802

53. facebookresearch/llama
    Inference code for LLaMA models
    score: 66/100, stars/week: 1090, stars: 24,761

54. whitead/paper-qa
    LLM Chain for answering questions from documents with citations
    score: 65/100, stars/week: 115, stars: 2,778

55. mayooear/gpt4-pdf-chatbot-langchain
    https://www.youtube.com/watch?v=ih9PBGVVOO4
    GPT4 & LangChain Chatbot for large PDF docs
    score: 64/100, stars/week: 674, stars: 12,339

56. 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: 64/100, stars/week: 131, stars: 2,128

57. eleutherai/gpt-neox
    An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library.
    score: 63/100, stars/week: 43, stars: 5,799

58. ravenscroftj/turbopilot
    Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU
    score: 63/100, stars/week: 241, stars: 3,619

59. iryna-kondr/scikit-llm
    Seamlessly integrate powerful language models like ChatGPT into scikit-learn for enhanced text analysis tasks.
    score: 63/100, stars/week: 192, stars: 1,985

60. nvidia/NeMo-Guardrails
    NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
    score: 63/100, stars/week: 133, stars: 1,837

61. togethercomputer/RedPajama-Data
    The RedPajama-Data repository contains code for preparing large datasets for training large language models.
    score: 62/100, stars/week: 227, stars: 3,249

62. thudm/CodeGeeX
    https://codegeex.cn
    CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
    score: 61/100, stars/week: 139, stars: 6,159

63. lvwerra/trl
    http://hf.co/docs/trl
    Train transformer language models with reinforcement learning.
    score: 61/100, stars/week: 23, stars: 4,003

64. freedomintelligence/LLMZoo
    ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡
    score: 61/100, stars/week: 154, stars: 2,488

65. 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: 60/100, stars/week: 339, stars: 825

66. thudm/GLM-130B
    GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)
    score: 59/100, stars/week: 133, stars: 6,752

67. eth-sri/lmql
    https://lmql.ai
    A programming language for large language models.
    score: 58/100, stars/week: 53, stars: 1,844

68. instruction-tuning-with-gpt-4/GPT-4-LLM
    https://instruction-tuning-with-gpt-4.github.io/
    Instruction Tuning with GPT-4
    score: 56/100, stars/week: 198, stars: 3,059

69. juncongmoo/pyllama
    LLaMA: Open and Efficient Foundation Language Models
    score: 56/100, stars/week: 118, stars: 2,449

70. 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: 56/100, stars/week: 51, stars: 1,777

71. 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: 55/100, stars/week: 88, stars: 8,979

72. nvidia/Megatron-LM
    Ongoing research training transformer models at scale
    score: 55/100, stars/week: 25, stars: 5,733

73. microsoft/LoRA
    https://arxiv.org/abs/2106.09685
    Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
    score: 55/100, stars/week: 50, stars: 5,479

74. nomic-ai/pygpt4all
    https://nomic-ai.github.io/pygpt4all/
    Official supported Python bindings for llama.cpp + gpt4all
    score: 55/100, stars/week: 64, stars: 1,016

75. 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: 54/100, stars/week: 44, stars: 885

76. microsoft/BioGPT
    microsoft/BioGPT
    score: 53/100, stars/week: 81, stars: 3,998

77. microsoft/LMOps
    https://aka.ms/nlpagi
    General technology for enabling AI capabilities w/ LLMs and MLLMs
    score: 53/100, stars/week: 57, stars: 1,824

78. civitai/sd_civitai_extension
    All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI
    score: 53/100, stars/week: 51, stars: 1,669

79. salesforce/xgen
    Salesforce open-source LLMs with 8k sequence length.
    score: 53/100, stars/week: 145, stars: 625

80. karpathy/minGPT
    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training
    score: 52/100, stars/week: 103, stars: 15,810

81. eleutherai/lm-evaluation-harness
    A framework for few-shot evaluation of autoregressive language models.
    score: 52/100, stars/week: 11, stars: 1,813

82. explosion/spacy-llm
    🦙 Integrating LLMs into structured NLP pipelines
    score: 52/100, stars/week: 23, stars: 424

83. ibm/Dromedary
    Dromedary: towards helpful, ethical and reliable LLMs.
    score: 50/100, stars/week: 81, stars: 945

84. oliveirabruno01/babyagi-asi
    BabyAGI: an Autonomous and Self-Improving agent, or BASI
    score: 50/100, stars/week: 45, stars: 692

85. openai/gpt-2
    https://openai.com/blog/better-language-models/
    Code for the paper "Language Models are Unsupervised Multitask Learners"
    score: 49/100, stars/week: 84, stars: 19,605

86. microsoft/torchscale
    https://aka.ms/nlpagi
    Transformers at any scale
    score: 49/100, stars/week: 53, stars: 1,892

87. lucidrains/toolformer-pytorch
    Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI
    score: 48/100, stars/week: 65, stars: 1,530

88. jina-ai/thinkgpt
    Agent techniques to augment your LLM and push it beyong its limits
    score: 48/100, stars/week: 90, stars: 1,288

89. 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: 47/100, stars/week: 25, stars: 1,985

90. hegelai/prompttools
    https://docs.hegel-ai.com
    Open-source tools for prompt testing and experimentation
    score: 47/100, stars/week: 91, stars: 366

91. ctlllll/LLM-ToolMaker
    Large Language Models as Tool Makers
    score: 46/100, stars/week: 97, stars: 820

92. microsoft/Megatron-DeepSpeed
    Ongoing research training transformer language models at scale, including: BERT & GPT-2
    score: 46/100, stars/week: 7, stars: 809

93. yizhongw/self-instruct
    Aligning pretrained language models with instruction data generated by themselves.
    score: 45/100, stars/week: 90, stars: 2,780

94. 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: 44/100, stars/week: 26, stars: 1,038

95. run-llama/llama-lab
    Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex
    score: 43/100, stars/week: 54, stars: 772

96. 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: 42/100, stars/week: 49, stars: 7,936

97. approximatelabs/datadm
    DataDM is your private data assistant. Slide into your data's DMs
    score: 42/100, stars/week: 30, stars: 258

98. explosion/spacy-transformers
    https://spacy.io/usage/embeddings-transformers
    🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
    score: 41/100, stars/week: 6, stars: 1,265

99. bigscience-workshop/Megatron-DeepSpeed
    Ongoing research training transformer language models at scale, including: BERT & GPT-2
    score: 40/100, stars/week: 8, stars: 926

100. minimaxir/gpt-2-simple
     Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts
     score: 39/100, stars/week: 14, stars: 3,312

101. minimaxir/aitextgen
     https://docs.aitextgen.io
     A robust Python tool for text-based AI training and generation using GPT-2.
     score: 39/100, stars/week: 9, stars: 1,787

102. kbressem/medAlpaca
     LLM finetuned for medical question answering
     score: 39/100, stars/week: 13, stars: 230

103. pan-ml/panml
     PanML is a high level generative AI/ML development and analysis library designed for ease of use and fast experimentation.
     score: 38/100, stars/week: 9, stars: 95

104. 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: 37/100, stars/week: 50, stars: 1,532

105. muennighoff/sgpt
     https://arxiv.org/abs/2202.08904
     SGPT: GPT Sentence Embeddings for Semantic Search
     score: 37/100, stars/week: 8, stars: 641

106. hazyresearch/ama_prompting
     Ask Me Anything language model prompting
     score: 36/100, stars/week: 11, stars: 481

107. likenneth/honest_llama
     Inference-Time Intervention: Eliciting Truthful Answers from a Language Model
     score: 36/100, stars/week: 18, stars: 171

108. declare-lab/instruct-eval
     https://declare-lab.net/instruct-eval/
     This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.
     score: 35/100, stars/week: 16, stars: 275

109. night-chen/ToolQA
     https://arxiv.org/pdf/2306.13304.pdf
     ToolQA, a new dataset to evaluate the capabilities of LLMs in answering challenging questions with external tools. It offers two levels (easy/hard) across eight real-life scenarios.
     score: 34/100, stars/week: 16, stars: 111

110. hazyresearch/H3
     Language Modeling with the H3 State Space Model
     score: 33/100, stars/week: 14, stars: 439

111. reasoning-machines/pal
     https://reasonwithpal.com
     PaL: Program-Aided Language Models (ICML 2023)
     score: 33/100, stars/week: 9, stars: 321

112. keirp/automatic_prompt_engineer
     Large Language Models Are Human-Level Prompt Engineers
     score: 32/100, stars/week: 15, stars: 609

113. openbioml/chemnlp
     ChemNLP project
     score: 32/100, stars/week: 3, stars: 83

114. yueyu1030/AttrPrompt
     [Preprint] This is the code for the paper Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias.
     score: 32/100, stars/week: 9, stars: 70

115. amazon-science/alexa-teacher-models
     AlexaTM 20B is a 20B-Parameter sequence-to-sequence transformer model
     score: 29/100, stars/week: 7, stars: 356

116. microsoft/ChatGPT-Robot-Manipulation-Prompts
     microsoft/ChatGPT-Robot-Manipulation-Prompts
     score: 29/100, stars/week: 13, stars: 214

117. extreme-bert/extreme-bert
     https://extreme-bert.github.io/extreme-bert-page
     ExtremeBERT is a toolkit that accelerates the pretraining of customized language models on customized datasets, described in the paper “ExtremeBERT: A Toolkit for Accelerating Pretraining of Customized BERT”.
     score: 28/100, stars/week: 8, stars: 279

118. openai/gpt-2-output-dataset
     Dataset of GPT-2 outputs for research in detection, biases, and more
     score: 26/100, stars/week: 7, stars: 1,755

119. conceptofmind/toolformer
     Open-source implementation of Toolformer: Language Models Can Teach Themselves to Use Tools
     score: 26/100, stars/week: 11, stars: 250

120. prefecthq/langchain-prefect
     https://prefecthq.github.io/langchain-prefect/
     Tools for using Langchain with Prefect
     score: 26/100, stars/week: 4, stars: 81

121. whu-zqh/ChatGPT-vs.-BERT
     https://arxiv.org/abs/2302.10198
     🎁[ChatGPT4NLU] A Comparative Study on ChatGPT and Fine-tuned BERT
     score: 25/100, stars/week: 8, stars: 178

122. lucidrains/medical-chatgpt
     Implementation of ChatGPT, but tailored towards primary care medicine, with the reward being able to collect patient histories in a thorough and efficient manner and come up with a reasonable differential diagnosis
     score: 24/100, stars/week: 9, stars: 294

123. openai/image-gpt
     Archived. Code and models from the paper "Generative Pretraining from Pixels"
     score: 23/100, stars/week: 11, stars: 1,930

124. 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: 22/100, stars/week: 7, stars: 1,872

125. bigscience-workshop/t-zero
     Reproduce results and replicate training fo T0 (Multitask Prompted Training Enables Zero-Shot Task Generalization)
     score: 22/100, stars/week: 4, stars: 408

126. salesforce/jaxformer
     Minimal library to train LLMs on TPU in JAX with pjit().
     score: 21/100, stars/week: 4, stars: 222

127. anthropics/evals
     Model-Written Evaluation Datasets
     score: 16/100, stars/week: 4, stars: 151

128. larsbaunwall/bricky
     Haystack/OpenAI based chatbot curating a custom knowledgebase
     score: 16/100, stars/week: 3, stars: 81

129. zrrskywalker/LLaMA-Adapter
     Fine-tuning LLaMA to follow Instructions within 1 Hour and 1.2M Parameters
     score: 16/100, stars/week: 3, stars: 22

130. qanastek/DrBERT
     https://drbert.univ-avignon.fr/
     DrBERT: A Robust Pre-trained Model in French for Biomedical and Clinical domains
     score: 15/100, stars/week: 1, stars: 12

131. ai21labs/in-context-ralm
     In-Context Retrieval-Augmented Language Models
     score: 14/100, stars/week: 3, stars: 97

132. ai21labs/lm-evaluation
     Evaluation suite for large-scale language models.
     score: 10/100, stars/week: 1, stars: 112

Math and Science

Maths and science libraries.

1. numpy/numpy
   https://numpy.org
   The fundamental package for scientific computing with Python.
   score: 81/100, stars/week: 35, stars: 24,014

2. scipy/scipy
   https://scipy.org
   SciPy library main repository
   score: 68/100, stars/week: 17, stars: 11,463

3. cupy/cupy
   https://cupy.dev
   NumPy & SciPy for GPU
   score: 65/100, stars/week: 20, stars: 7,039

4. sympy/sympy
   https://sympy.org/
   A computer algebra system written in pure Python
   score: 64/100, stars/week: 16, stars: 11,058

5. facebookresearch/theseus
   A library for differentiable nonlinear optimization
   score: 50/100, stars/week: 15, stars: 1,369

6. pyomo/pyomo
   https://www.pyomo.org
   An object-oriented algebraic modeling language in Python for structured optimization problems.
   score: 47/100, stars/week: 4, stars: 1,586

7. lean-dojo/LeanDojo
   https://leandojo.org
   Tool for data extraction and interacting with Lean programmatically.
   score: 47/100, stars/week: 36, stars: 209

8. geomstats/geomstats
   http://geomstats.ai
   Computations and statistics on manifolds with geometric structures.
   score: 43/100, stars/week: 3, stars: 970

9. fredrik-johansson/mpmath
   http://mpmath.org
   Python library for arbitrary-precision floating-point arithmetic
   score: 34/100, stars/week: 1, stars: 800

10. google-research/torchsde
    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
    score: 33/100, stars/week: 8, stars: 1,306

11. lean-dojo/ReProver
    https://leandojo.org
    Retrieval-Augmented Theorem Provers for Lean
    score: 24/100, stars/week: 3, stars: 67

12. lukaszahradnik/PyNeuraLogic
    https://pyneuralogic.readthedocs.io/
    PyNeuraLogic lets you use Python to create Differentiable Logic Programs
    score: 23/100, stars/week: 1, stars: 238

13. willianfuks/tfcausalimpact
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
    score: 21/100, stars/week: 2, stars: 425

14. dit/dit
    http://docs.dit.io
    Python package for information theory.
    score: 19/100, stars/week: 1, stars: 446

15. sj001/AI-Feynman
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression
    score: 18/100, stars/week: 2, stars: 519

16. albahnsen/pycircular
    pycircular is a Python module for circular data analysis
    score: 12/100, stars/week: 1, stars: 71

17. mimecorg/fraqtive
    https://fraqtive.mimec.org/
    Generator of the Mandelbrot family fractals.
    score: 7/100, stars/week: 1, stars: 28

18. jszymon/pacal
    PaCAL - ProbAbilistic CALculator
    score: 7/100, stars/week: 1, stars: 22

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: 85/100, stars/week: 81, stars: 55,101

2. openai/evals
   Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
   score: 84/100, stars/week: 430, stars: 11,120

3. openai/openai-cookbook
   https://platform.openai.com/docs/
   Examples and guides for using the OpenAI API
   score: 76/100, stars/week: 607, stars: 43,284

4. open-mmlab/mmdetection
   https://mmdetection.readthedocs.io
   OpenMMLab Detection Toolbox and Benchmark
   score: 75/100, stars/week: 97, stars: 24,931

5. google/jax
   http://jax.readthedocs.io/
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   score: 75/100, stars/week: 96, stars: 23,809

6. google/mediapipe
   https://mediapipe.dev
   Cross-platform, customizable ML solutions for live and streaming media.
   score: 75/100, stars/week: 105, stars: 22,638

7. suno-ai/bark
   🔊 Text-Prompted Generative Audio Model
   score: 74/100, stars/week: 1505, stars: 23,019

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: 73/100, stars/week: 49, stars: 24,378

9. jina-ai/jina
   https://docs.jina.ai
   🔮 Multimodal AI services & pipelines with cloud-native stack: gRPC, Kubernetes, Docker, OpenTelemetry, Prometheus, Jaeger, etc.
   score: 73/100, stars/week: 104, stars: 18,789

10. facebookresearch/faiss
    https://faiss.ai
    A library for efficient similarity search and clustering of dense vectors.
    score: 69/100, stars/week: 69, stars: 23,283

11. facebookresearch/AnimatedDrawings
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"
    score: 68/100, stars/week: 252, stars: 8,464

12. google-research/google-research
    https://research.google
    Google Research
    score: 67/100, stars/week: 120, stars: 30,227

13. 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: 67/100, stars/week: 42, stars: 15,265

14. huggingface/accelerate
    https://huggingface.co/docs/accelerate
    🚀 A simple way to train and use PyTorch models with multi-GPU, TPU, mixed-precision
    score: 66/100, stars/week: 36, stars: 5,234

15. optuna/optuna
    https://optuna.org
    A hyperparameter optimization framework
    score: 65/100, stars/week: 29, stars: 8,356

16. onnx/onnx
    https://onnx.ai/
    Open standard for machine learning interoperability
    score: 64/100, stars/week: 49, stars: 15,130

17. 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: 64/100, stars/week: 48, stars: 13,088

18. pycaret/pycaret
    https://www.pycaret.org
    An open-source, low-code machine learning library in Python
    score: 64/100, stars/week: 39, stars: 7,483

19. 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: 64/100, stars/week: 23, stars: 7,252

20. open-mmlab/mmsegmentation
    https://mmsegmentation.readthedocs.io/en/latest/
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    score: 64/100, stars/week: 37, stars: 6,110

21. awslabs/autogluon
    https://auto.gluon.ai/
    AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data
    score: 64/100, stars/week: 28, stars: 5,968

22. tencentarc/GFPGAN
    GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
    score: 63/100, stars/week: 246, stars: 30,166

23. deepmind/alphafold
    Open source code for AlphaFold.
    score: 61/100, stars/week: 96, stars: 10,537

24. 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: 61/100, stars/week: 79, stars: 8,350

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: 61/100, stars/week: 20, stars: 6,616

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: 61/100, stars/week: 26, stars: 5,461

27. marqo-ai/marqo
    https://www.marqo.ai/
    Vector search for humans.
    score: 61/100, stars/week: 62, stars: 3,189

28. project-monai/MONAI
    https://monai.io/
    AI Toolkit for Healthcare Imaging
    score: 60/100, stars/week: 22, stars: 4,403

29. pymc-devs/pymc
    https://docs.pymc.io/
    Bayesian Modeling in Python
    score: 59/100, stars/week: 10, stars: 7,663

30. open-mmlab/mmcv
    https://mmcv.readthedocs.io/en/latest/
    OpenMMLab Computer Vision Foundation
    score: 59/100, stars/week: 19, stars: 5,059

31. online-ml/river
    https://riverml.xyz
    🌊 Online machine learning in Python
    score: 59/100, stars/week: 18, stars: 4,313

32. sanchit-gandhi/whisper-jax
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.
    score: 59/100, stars/week: 146, stars: 2,995

33. 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: 58/100, stars/week: 22, stars: 6,007

34. aws/sagemaker-python-sdk
    https://sagemaker.readthedocs.io/
    A library for training and deploying machine learning models on Amazon SageMaker
    score: 58/100, stars/week: 6, stars: 1,882

35. tensorflow/tensor2tensor
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
    score: 57/100, stars/week: 43, stars: 13,878

36. 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: 57/100, stars/week: 22, stars: 6,184

37. lutzroeder/netron
    https://netron.app
    Visualizer for neural network, deep learning, and machine learning models
    score: 56/100, stars/week: 35, stars: 23,429

38. microsoft/FLAML
    https://microsoft.github.io/FLAML/
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    score: 56/100, stars/week: 16, stars: 2,570

39. 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: 55/100, stars/week: 36, stars: 11,719

40. microsoft/Swin-Transformer
    https://arxiv.org/abs/2103.14030
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    score: 55/100, stars/week: 92, stars: 11,190

41. 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: 54/100, stars/week: 106, stars: 25,219

42. 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: 54/100, stars/week: 568, stars: 9,578

43. statsmodels/statsmodels
    http://www.statsmodels.org/devel/
    Statsmodels: statistical modeling and econometrics in Python
    score: 54/100, stars/week: 13, stars: 8,680

44. scikit-learn-contrib/imbalanced-learn
    https://imbalanced-learn.org
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    score: 54/100, stars/week: 13, stars: 6,418

45. lmcinnes/umap
    Uniform Manifold Approximation and Projection
    score: 54/100, stars/week: 20, stars: 6,339

46. ourownstory/neural_prophet
    https://neuralprophet.com
    NeuralProphet: A simple forecasting package
    score: 54/100, stars/week: 18, stars: 3,037

47. featurelabs/featuretools
    https://www.featuretools.com
    An open source python library for automated feature engineering
    score: 53/100, stars/week: 21, stars: 6,708

48. apple/coremltools
    https://coremltools.readme.io
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    score: 53/100, stars/week: 11, stars: 3,488

49. huggingface/optimum
    https://huggingface.co/docs/optimum/main/
    🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
    score: 53/100, stars/week: 12, stars: 1,349

50. deepmind/deepmind-research
    This repository contains implementations and illustrative code to accompany DeepMind publications
    score: 52/100, stars/week: 50, stars: 11,975

51. spotify/annoy
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
    score: 52/100, stars/week: 21, stars: 11,609

52. epistasislab/tpot
    http://epistasislab.github.io/tpot/
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    score: 52/100, stars/week: 22, stars: 9,155

53. uber/causalml
    Uplift modeling and causal inference with machine learning algorithms
    score: 52/100, stars/week: 19, stars: 4,105

54. lucidrains/musiclm-pytorch
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch
    score: 52/100, stars/week: 103, stars: 2,613

55. harisiqbal88/PlotNeuralNet
    Latex code for making neural networks diagrams
    score: 51/100, stars/week: 75, stars: 19,752

56. google/automl
    Google Brain AutoML
    score: 51/100, stars/week: 33, stars: 5,939

57. rucaibox/RecBole
    https://recbole.io/
    A unified, comprehensive and efficient recommendation library
    score: 51/100, stars/week: 16, stars: 2,732

58. lightly-ai/lightly
    https://docs.lightly.ai/self-supervised-learning/
    A python library for self-supervised learning on images.
    score: 51/100, stars/week: 16, stars: 2,407

59. 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: 51/100, stars/week: 17, stars: 618

60. automl/auto-sklearn
    https://automl.github.io/auto-sklearn
    Automated Machine Learning with scikit-learn
    score: 50/100, stars/week: 16, stars: 7,045

61. rasbt/mlxtend
    https://rasbt.github.io/mlxtend/
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    score: 50/100, stars/week: 9, stars: 4,462

62. mljar/mljar-supervised
    https://mljar.com
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    score: 50/100, stars/week: 10, stars: 2,685

63. google-research/t5x
    google-research/t5x
    score: 50/100, stars/week: 21, stars: 1,968

64. huggingface/evaluate
    https://huggingface.co/docs/evaluate
    🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
    score: 50/100, stars/week: 21, stars: 1,450

65. 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: 50/100, stars/week: 36, stars: 1,200

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: 50/100, stars/week: 17, stars: 1,101

67. 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: 49/100, stars/week: 9, stars: 3,601

68. hyperopt/hyperopt
    http://hyperopt.github.io/hyperopt
    Distributed Asynchronous Hyperparameter Optimization in Python
    score: 48/100, stars/week: 10, stars: 6,798

69. tensorflow/addons
    Useful extra functionality for TensorFlow 2.x maintained by SIG-addons
    score: 48/100, stars/week: 6, stars: 1,653

70. kubeflow/katib
    Repository for hyperparameter tuning
    score: 48/100, stars/week: 4, stars: 1,348

71. google/vizier
    https://oss-vizier.readthedocs.io
    Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
    score: 48/100, stars/week: 14, stars: 1,062

72. 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: 48/100, stars/week: 7, stars: 839

73. hips/autograd
    Efficiently computes derivatives of numpy code.
    score: 47/100, stars/week: 14, stars: 6,387

74. districtdatalabs/yellowbrick
    http://www.scikit-yb.org/
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    score: 47/100, stars/week: 10, stars: 4,049

75. cmusphinx/pocketsphinx
    A small speech recognizer
    score: 47/100, stars/week: 7, stars: 3,433

76. huggingface/notebooks
    Notebooks using the Hugging Face libraries 🤗
    score: 47/100, stars/week: 15, stars: 2,495

77. jina-ai/finetuner
    https://finetuner.jina.ai
    🎯 Task-oriented finetuning for better embeddings on neural search
    score: 47/100, stars/week: 11, stars: 1,122

78. aleju/imgaug
    http://imgaug.readthedocs.io
    Image augmentation for machine learning experiments.
    score: 46/100, stars/week: 32, stars: 13,652

79. uberi/speech_recognition
    https://pypi.python.org/pypi/SpeechRecognition/
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    score: 46/100, stars/week: 15, stars: 7,340

80. nmslib/hnswlib
    https://github.com/nmslib/hnswlib
    Header-only C++/python library for fast approximate nearest neighbors
    score: 46/100, stars/week: 10, stars: 3,241

81. hazyresearch/safari
    Convolutions for Sequence Modeling
    score: 46/100, stars/week: 31, stars: 711

82. ddbourgin/numpy-ml
    https://numpy-ml.readthedocs.io/
    Machine learning, in numpy
    score: 45/100, stars/week: 52, stars: 11,798

83. facebookresearch/vissl
    https://vissl.ai
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    score: 45/100, stars/week: 17, stars: 3,076

84. pytorch/glow
    Compiler for Neural Network hardware accelerators
    score: 45/100, stars/week: 9, stars: 3,006

85. microsoft/Semi-supervised-learning
    https://usb.readthedocs.io
    A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
    score: 45/100, stars/week: 13, stars: 848

86. nicolashug/Surprise
    http://surpriselib.com
    A Python scikit for building and analyzing recommender systems
    score: 44/100, stars/week: 16, stars: 5,874

87. 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: 44/100, stars/week: 11, stars: 3,055

88. thudm/CogVideo
    Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"
    score: 44/100, stars/week: 50, stars: 3,046

89. linkedin/greykite
    A flexible, intuitive and fast forecasting library
    score: 44/100, stars/week: 14, stars: 1,720

90. laekov/fastmoe
    https://fastmoe.ai
    A fast MoE impl for PyTorch
    score: 44/100, stars/week: 7, stars: 1,016

91. probml/pyprobml
    Python code for "Probabilistic Machine learning" book by Kevin Murphy
    score: 43/100, stars/week: 15, stars: 5,720

92. 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: 43/100, stars/week: 33, stars: 4,397

93. maif/shapash
    https://maif.github.io/shapash/
    🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
    score: 43/100, stars/week: 14, stars: 2,376

94. csinva/imodels
    https://csinva.io/imodels
    Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
    score: 43/100, stars/week: 5, stars: 1,141

95. castorini/pyserini
    http://pyserini.io/
    Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
    score: 43/100, stars/week: 5, stars: 1,001

96. scikit-learn-contrib/hdbscan
    http://hdbscan.readthedocs.io/en/latest/
    A high performance implementation of HDBSCAN clustering.
    score: 42/100, stars/week: 5, stars: 2,489

97. rentruewang/koila
    https://rentruewang.github.io/koila
    Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
    score: 42/100, stars/week: 20, stars: 1,777

98. automl/TabPFN
    http://priorlabs.ai
    Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
    score: 42/100, stars/week: 15, stars: 873

99. cleverhans-lab/cleverhans
    An adversarial example library for constructing attacks, building defenses, and benchmarking both
    score: 41/100, stars/week: 16, stars: 5,862

100. mdbloice/Augmentor
     https://augmentor.readthedocs.io/en/stable
     Image augmentation library in Python for machine learning.
     score: 41/100, stars/week: 12, stars: 4,930

101. scikit-learn-contrib/category_encoders
     http://contrib.scikit-learn.org/category_encoders/
     A library of sklearn compatible categorical variable encoders
     score: 40/100, stars/week: 5, stars: 2,253

102. apple/ml-ane-transformers
     Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)
     score: 39/100, stars/week: 38, stars: 2,294

103. 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: 39/100, stars/week: 10, stars: 2,066

104. huggingface/autotrain-advanced
     https://huggingface.co/autotrain
     🤗 AutoTrain Advanced
     score: 39/100, stars/week: 6, stars: 868

105. opentensor/bittensor
     https://www.bittensor.com/
     Internet-scale Neural Networks
     score: 39/100, stars/week: 2, stars: 371

106. eleutherai/oslo
     https://oslo.eleuther.ai
     OSLO: Open Source for Large-scale Optimization
     score: 39/100, stars/week: 3, stars: 157

107. scikit-optimize/scikit-optimize
     https://scikit-optimize.github.io
     Sequential model-based optimization with a scipy.optimize interface
     score: 38/100, stars/week: 6, stars: 2,617

108. bmabey/pyLDAvis
     Python library for interactive topic model visualization. Port of the R LDAvis package.
     score: 38/100, stars/week: 3, stars: 1,724

109. googleapis/python-speech
     googleapis/python-speech
     score: 38/100, stars/week: 1, stars: 344

110. koaning/scikit-lego
     https://scikit-lego.netlify.app
     Extra blocks for scikit-learn pipelines.
     score: 37/100, stars/week: 4, stars: 1,038

111. merantix-momentum/squirrel-core
     https://squirrel-core.readthedocs.io/
     A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way 🌰
     score: 37/100, stars/week: 3, stars: 266

112. hpcaitech/EnergonAI
     Large-scale model inference.
     score: 36/100, stars/week: 7, stars: 589

113. amzn/pecos
     https://libpecos.org/
     PECOS - Prediction for Enormous and Correlated Spaces
     score: 36/100, stars/week: 2, stars: 447

114. teamhg-memex/eli5
     http://eli5.readthedocs.io
     A library for debugging/inspecting machine learning classifiers and explaining their predictions
     score: 35/100, stars/week: 7, stars: 2,670

115. awslabs/dgl-ke
     https://dglke.dgl.ai/doc/
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     score: 35/100, stars/week: 6, stars: 1,144

116. cvxgrp/pymde
     https://pymde.org
     Minimum-distortion embedding with PyTorch
     score: 35/100, stars/week: 3, stars: 480

117. dask/dask-ml
     http://ml.dask.org
     Scalable Machine Learning with Dask
     score: 34/100, stars/week: 2, stars: 860

118. linkedin/FastTreeSHAP
     Fast SHAP value computation for interpreting tree-based models
     score: 34/100, stars/week: 5, stars: 450

119. lmcinnes/pynndescent
     A Python nearest neighbor descent for approximate nearest neighbors
     score: 33/100, stars/week: 2, stars: 776

120. nvidia/cuda-python
     https://nvidia.github.io/cuda-python/
     CUDA Python Low-level Bindings
     score: 33/100, stars/week: 5, stars: 612

121. 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: 32/100, stars/week: 7, stars: 913

122. 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: 32/100, stars/week: 2, stars: 451

123. jacopotagliabue/reclist
     https://reclist.io
     Behavioral "black-box" testing for recommender systems
     score: 31/100, stars/week: 4, stars: 412

124. contextlab/hypertools
     http://hypertools.readthedocs.io/en/latest/
     A Python toolbox for gaining geometric insights into high-dimensional data
     score: 30/100, stars/week: 5, stars: 1,781

125. qdrant/quaterion
     https://quaterion.qdrant.tech/
     Blazing fast framework for fine-tuning similarity learning models
     score: 30/100, stars/week: 5, stars: 524

126. borealisai/advertorch
     A Toolbox for Adversarial Robustness Research
     score: 29/100, stars/week: 4, stars: 1,191

127. stan-dev/pystan
     PyStan, a Python interface to Stan, a platform for statistical modeling. Documentation: https://pystan.readthedocs.io
     score: 28/100, stars/week: 1, stars: 268

128. jonasgeiping/breaching
     Breaching privacy in federated learning scenarios for vision and text
     score: 28/100, stars/week: 2, stars: 181

129. intellabs/bayesian-torch
     A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
     score: 27/100, stars/week: 2, stars: 299

130. infer-actively/pymdp
     A Python implementation of active inference for Markov Decision Processes
     score: 27/100, stars/week: 1, stars: 273

131. scikit-learn-contrib/metric-learn
     http://contrib.scikit-learn.org/metric-learn/
     Metric learning algorithms in Python
     score: 26/100, stars/week: 2, stars: 1,339

132. scikit-learn-contrib/lightning
     https://contrib.scikit-learn.org/lightning/
     Large-scale linear classification, regression and ranking in Python
     score: 25/100, stars/week: 2, stars: 1,657

133. google-research/maxvit
     [ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...
     score: 23/100, stars/week: 6, stars: 356

134. autonlab/auton-survival
     http://autonlab.github.io/auton-survival
     Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
     score: 23/100, stars/week: 1, stars: 249

135. nicolas-chaulet/torch-points3d
     https://torch-points3d.readthedocs.io/en/latest/
     Pytorch framework for doing deep learning on point clouds.
     score: 22/100, stars/week: 1, stars: 152

136. microsoft/Focal-Transformer
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"
     score: 19/100, stars/week: 4, stars: 512

137. mrdbourke/m1-machine-learning-test
     Code for testing various M1 Chip benchmarks with TensorFlow.
     score: 19/100, stars/week: 4, stars: 424

138. carla-recourse/CARLA
     CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
     score: 18/100, stars/week: 1, stars: 243

139. hazyresearch/domino
     hazyresearch/domino
     score: 18/100, stars/week: 1, stars: 118

140. eleutherai/pyfra
     Python Research Framework
     score: 12/100, stars/week: 1, stars: 107

141. brohrer/cottonwood
     https://end-to-end-machine-learning.teachable.com/p/write-a-neural-network-framework/
     A flexible neural network framework for running experiments and trying ideas.
     score: 10/100, stars/week: 1, stars: 75

142. pgniewko/forward_forward_vhts
     The Forward-Forward Algorithm for Drug Discovery
     score: 9/100, stars/week: 1, stars: 31

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: 96/100, stars/week: 438, stars: 176,207

2. pytorch/pytorch
   https://pytorch.org
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   score: 89/100, stars/week: 190, stars: 68,887

3. keras-team/keras
   http://keras.io/
   Deep Learning for humans
   score: 84/100, stars/week: 135, stars: 58,846

4. pytorchlightning/lightning
   https://lightning.ai
   Deep learning framework to train, deploy, and ship AI products Lightning fast.
   score: 79/100, stars/week: 106, stars: 24,046

5. 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: 77/100, stars/week: 56, stars: 20,602

6. openai/whisper
   Robust Speech Recognition via Large-Scale Weak Supervision
   score: 76/100, stars/week: 929, stars: 41,184

7. microsoft/DeepSpeed
   https://www.deepspeed.ai/
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   score: 76/100, stars/week: 147, stars: 26,935

8. dmlc/dgl
   http://dgl.ai
   Python package built to ease deep learning on graph, on top of existing DL frameworks.
   score: 74/100, stars/week: 43, stars: 11,959

9. rwightman/pytorch-image-models
   https://huggingface.co/docs/timm
   PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more
   score: 73/100, stars/week: 111, stars: 26,022

10. 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: 71/100, stars/week: 2071, stars: 36,099

11. facebookresearch/detectron2
    https://detectron2.readthedocs.io/en/latest/
    Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
    score: 71/100, stars/week: 126, stars: 25,540

12. pyg-team/pytorch_geometric
    https://pyg.org
    Graph Neural Network Library for PyTorch
    score: 71/100, stars/week: 59, stars: 18,074

13. 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: 71/100, stars/week: 137, stars: 12,091

14. facebookresearch/ImageBind
    ImageBind One Embedding Space to Bind Them All
    score: 71/100, stars/week: 384, stars: 6,700

15. deepfakes/faceswap
    https://www.faceswap.dev
    Deepfakes Software For All
    score: 69/100, stars/week: 158, stars: 46,295

16. 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: 68/100, stars/week: 76, stars: 4,076

17. danielgatis/rembg
    Rembg is a tool to remove images background
    score: 66/100, stars/week: 69, stars: 10,657

18. lucidrains/imagen-pytorch
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
    score: 65/100, stars/week: 116, stars: 7,094

19. xinntao/Real-ESRGAN
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
    score: 64/100, stars/week: 206, stars: 21,671

20. 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: 64/100, stars/week: 100, stars: 14,683

21. 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: 64/100, stars/week: 36, stars: 3,106

22. cvg/LightGlue
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)
    score: 64/100, stars/week: 341, stars: 1,365

23. 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: 63/100, stars/week: 47, stars: 20,486

24. kornia/kornia
    https://kornia.github.io/kornia/
    Computer Vision and Robotics Library for AI
    score: 63/100, stars/week: 32, stars: 8,362

25. facebookresearch/pytorch3d
    https://pytorch3d.org/
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    score: 63/100, stars/week: 38, stars: 7,467

26. mosaicml/composer
    http://docs.mosaicml.com
    Train neural networks up to 7x faster
    score: 62/100, stars/week: 47, stars: 4,364

27. google/flax
    https://flax.readthedocs.io
    Flax is a neural network library for JAX that is designed for flexibility.
    score: 60/100, stars/week: 24, stars: 4,497

28. iperov/DeepFaceLab
    DeepFaceLab is the leading software for creating deepfakes.
    score: 58/100, stars/week: 154, stars: 41,328

29. 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: 58/100, stars/week: 45, stars: 12,284

30. arogozhnikov/einops
    https://einops.rocks
    Deep learning operations reinvented (for pytorch, tensorflow, jax and others)
    score: 58/100, stars/week: 27, stars: 7,005

31. pyro-ppl/pyro
    http://pyro.ai
    Deep universal probabilistic programming with Python and PyTorch
    score: 57/100, stars/week: 25, stars: 8,019

32. pytorch/torchrec
    Pytorch domain library for recommendation systems
    score: 57/100, stars/week: 14, stars: 1,484

33. matterport/Mask_RCNN
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
    score: 56/100, stars/week: 77, stars: 23,245

34. pytorch/botorch
    https://botorch.org/
    Bayesian optimization in PyTorch
    score: 56/100, stars/week: 10, stars: 2,686

35. facebookresearch/Detectron
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
    score: 55/100, stars/week: 85, stars: 25,846

36. facebookresearch/detr
    End-to-End Object Detection with Transformers
    score: 55/100, stars/week: 68, stars: 11,362

37. pytorch/ignite
    https://pytorch-ignite.ai
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    score: 54/100, stars/week: 14, stars: 4,304

38. 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: 53/100, stars/week: 41, stars: 11,215

39. keras-team/autokeras
    http://autokeras.com/
    AutoML library for deep learning
    score: 53/100, stars/week: 30, stars: 8,883

40. google/trax
    Trax — Deep Learning with Clear Code and Speed
    score: 52/100, stars/week: 38, stars: 7,639

41. skorch-dev/skorch
    A scikit-learn compatible neural network library that wraps PyTorch
    score: 52/100, stars/week: 16, stars: 5,234

42. alpa-projects/alpa
    https://alpa.ai
    Training and serving large-scale neural networks with auto parallelization.
    score: 52/100, stars/week: 20, stars: 2,625

43. williamyang1991/VToonify
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer
    score: 51/100, stars/week: 71, stars: 3,217

44. facebookresearch/mmf
    https://mmf.sh/
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    score: 50/100, stars/week: 19, stars: 5,271

45. deepmind/dm-haiku
    https://dm-haiku.readthedocs.io
    JAX-based neural network library
    score: 50/100, stars/week: 14, stars: 2,547

46. rasbt/deeplearning-models
    A collection of various deep learning architectures, models, and tips
    score: 49/100, stars/week: 73, stars: 15,819

47. neuralmagic/sparseml
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
    score: 48/100, stars/week: 12, stars: 1,701

48. keras-team/keras-cv
    Industry-strength Computer Vision workflows with Keras
    score: 48/100, stars/week: 4, stars: 763

49. 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: 47/100, stars/week: 18, stars: 5,076

50. explosion/thinc
    https://thinc.ai
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    score: 44/100, stars/week: 5, stars: 2,737

51. danielegrattarola/spektral
    https://graphneural.network
    Graph Neural Networks with Keras and Tensorflow 2.
    score: 44/100, stars/week: 9, stars: 2,271

52. xl0/lovely-tensors
    https://xl0.github.io/lovely-tensors
    Tensors, ready for human consumption
    score: 44/100, stars/week: 23, stars: 981

53. fepegar/torchio
    http://www.torchio.org
    Medical imaging toolkit for deep learning
    score: 42/100, stars/week: 9, stars: 1,775

54. tensorly/tensorly
    http://tensorly.org
    TensorLy: Tensor Learning in Python.
    score: 41/100, stars/week: 4, stars: 1,414

55. facebookresearch/PyTorch-BigGraph
    https://torchbiggraph.readthedocs.io/
    Generate embeddings from large-scale graph-structured data.
    score: 40/100, stars/week: 13, stars: 3,266

56. calculatedcontent/WeightWatcher
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks
    score: 39/100, stars/week: 5, stars: 1,287

57. nerdyrodent/VQGAN-CLIP
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.
    score: 37/100, stars/week: 22, stars: 2,455

58. tensorflow/similarity
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
    score: 37/100, stars/week: 5, stars: 960

59. tensorflow/mesh
    Mesh TensorFlow: Model Parallelism Made Easier
    score: 32/100, stars/week: 5, stars: 1,441

60. google-research/electra
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
    score: 30/100, stars/week: 12, stars: 2,210

61. praw-dev/asyncpraw
    https://asyncpraw.readthedocs.io
    Async PRAW, an abbreviation for "Asynchronous Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
    score: 29/100, stars/week: 1, stars: 86

62. facebookresearch/ppuda
    Code for Parameter Prediction for Unseen Deep Architectures (NeurIPS 2021)
    score: 27/100, stars/week: 5, stars: 474

63. vt-vl-lab/FGVC
    [ECCV 2020] Flow-edge Guided Video Completion
    score: 26/100, stars/week: 10, stars: 1,513

64. samuela/git-re-basin
    https://arxiv.org/abs/2209.04836
    Code release for "Git Re-Basin: Merging Models modulo Permutation Symmetries"
    score: 26/100, stars/week: 9, stars: 406

65. kakaobrain/rq-vae-transformer
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)
    score: 22/100, stars/week: 8, stars: 585

66. researchmm/STTN
    https://arxiv.org/abs/2007.10247
    [ECCV'2020] STTN: Learning Joint Spatial-Temporal Transformations for Video Inpainting
    score: 21/100, stars/week: 2, stars: 377

67. nyandwi/ModernConvNets
    Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras
    score: 17/100, stars/week: 4, stars: 316

68. hysts/pytorch_image_classification
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
    score: 16/100, stars/week: 4, stars: 1,230

69. rafiqhasan/auto-tensorflow
    Build Low Code Automated Tensorflow explainable models in just 3 lines of code. Library created by: Hasan Rafiq - https://www.linkedin.com/in/sam04/
    score: 15/100, stars/week: 1, stars: 177

70. xl0/lovely-jax
    https://xl0.github.io/lovely-jax
    JAX Arrays for human consumption
    score: 15/100, stars/week: 1, stars: 29

71. mcahny/Deep-Video-Inpainting
    Official pytorch implementation for "Deep Video Inpainting" (CVPR 2019)
    score: 14/100, stars/week: 2, stars: 479

72. suanrong/SDNE
    http://www.kdd.org/kdd2016/subtopic/view/structural-deep-network-embedding
    This is a implementation of SDNE (Structural Deep Network embedding)
    score: 12/100, stars/week: 1, stars: 319

73. blackhc/toma
    Helps you write algorithms in PyTorch that adapt to the available (CUDA) memory
    score: 12/100, stars/week: 1, stars: 310

74. benedekrozemberczki/tigerlily
    TigerLily: Finding drug interactions in silico with the Graph.
    score: 12/100, stars/week: 1, stars: 93

75. jerryyli/valhalla-nmt
    Code repository for CVPR 2022 paper "VALHALLA: Visual Hallucination for Machine Translation"
    score: 10/100, stars/week: 1, stars: 25

Machine Learning - Interpretability

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

1. slundberg/shap
   A game theoretic approach to explain the output of any machine learning model.
   score: 66/100, stars/week: 56, stars: 19,709

2. arize-ai/phoenix
   https://docs.arize.com/phoenix
   ML Observability in a Notebook - Uncover Insights, Surface Problems, Monitor, and Fine Tune your Generative LLM, CV and Tabular Models
   score: 55/100, stars/week: 32, stars: 1,203

3. pytorch/captum
   https://captum.ai
   Model interpretability and understanding for PyTorch
   score: 52/100, stars/week: 19, stars: 4,048

4. seldonio/alibi
   https://docs.seldon.io/projects/alibi/en/stable/
   Algorithms for explaining machine learning models
   score: 48/100, stars/week: 9, stars: 2,108

5. marcotcr/lime
   Lime: Explaining the predictions of any machine learning classifier
   score: 47/100, stars/week: 28, stars: 10,748

6. eleutherai/pythia
   Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers
   score: 47/100, stars/week: 16, stars: 1,375

7. oegedijk/explainerdashboard
   http://explainerdashboard.readthedocs.io
   Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
   score: 45/100, stars/week: 9, stars: 1,858

8. 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: 43/100, stars/week: 20, stars: 3,159

9. 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: 41/100, stars/week: 12, stars: 1,750

10. selfexplainml/PiML-Toolbox
    https://selfexplainml.github.io/PiML-Toolbox
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    score: 40/100, stars/week: 10, stars: 669

11. tensorflow/lucid
    A collection of infrastructure and tools for research in neural network interpretability.
    score: 39/100, stars/week: 15, stars: 4,564

12. alignmentresearch/tuned-lens
    https://tuned-lens.readthedocs.io/en/latest/
    Tools for understanding how transformer predictions are built layer-by-layer
    score: 38/100, stars/week: 6, stars: 255

13. cdpierse/transformers-interpret
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
    score: 33/100, stars/week: 6, stars: 1,058

14. xplainable/xplainable
    https://www.xplainable.io
    Real-time explainable machine learning for business optimisation
    score: 18/100, stars/week: 1, stars: 10

15. eleutherai/knowledge-neurons
    A library for finding knowledge neurons in pretrained transformer models.
    score: 10/100, stars/week: 1, stars: 117

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: 81/100, stars/week: 71, stars: 30,965

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 toolkit of libraries (Ray AIR) for accelerating ML workloads.
   score: 79/100, stars/week: 75, stars: 26,615

3. mlflow/mlflow
   https://mlflow.org
   Open source platform for the machine learning lifecycle
   score: 72/100, stars/week: 55, stars: 14,789

4. prefecthq/prefect
   https://prefect.io
   Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
   score: 71/100, stars/week: 46, stars: 12,331

5. 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: 68/100, stars/week: 82, stars: 5,118

6. great-expectations/great_expectations
   https://docs.greatexpectations.io/
   Always know what to expect from your data.
   score: 67/100, stars/week: 28, stars: 8,615

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: 66/100, stars/week: 38, stars: 8,520

8. dagster-io/dagster
   https://dagster.io
   An orchestration platform for the development, production, and observation of data assets.
   score: 66/100, stars/week: 29, stars: 7,917

9. horovod/horovod
   http://horovod.ai
   Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
   score: 64/100, stars/week: 43, stars: 13,431

10. uber/ludwig
    http://ludwig.ai
    Data-centric declarative deep learning framework
    score: 63/100, stars/week: 37, stars: 9,022

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: 62/100, stars/week: 31, stars: 6,457

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: 61/100, stars/week: 18, stars: 7,259

13. netflix/metaflow
    https://metaflow.org
    🚀 Build and manage real-life data science projects with ease!
    score: 59/100, stars/week: 34, stars: 6,829

14. bentoml/BentoML
    https://bentoml.com
    Build Production-Grade AI Applications
    score: 59/100, stars/week: 23, stars: 5,278

15. feast-dev/feast
    https://feast.dev
    Feature Store for Machine Learning
    score: 59/100, stars/week: 18, stars: 4,536

16. determined-ai/determined
    https://determined.ai
    Determined: Deep Learning Training Platform
    score: 58/100, stars/week: 13, stars: 2,379

17. allegroai/clearml
    https://clear.ml/docs
    ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management
    score: 57/100, stars/week: 21, stars: 4,546

18. aimhubio/aim
    https://aimstack.io
    Aim 💫 — An easy-to-use & supercharged open-source AI metadata tracker (experiment tracking, AI agents tracing)
    score: 57/100, stars/week: 18, stars: 3,955

19. 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: 56/100, stars/week: 29, stars: 16,648

20. flyteorg/flyte
    https://flyte.org
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    score: 56/100, stars/week: 18, stars: 3,587

21. kubeflow/pipelines
    https://www.kubeflow.org/docs/components/pipelines/
    Machine Learning Pipelines for Kubeflow
    score: 56/100, stars/week: 11, stars: 3,242

22. dagworks-inc/hamilton
    https://hamilton.dagworks.io/en/latest/
    A scalable general purpose micro-framework for defining dataflows. You can use it to build dataframes, numpy matrices, python objects, ML models, LLM workflows, etc. Embed Hamilton anywhere python runs, e.g. spark, airflow, jupyter, fastapi, python scripts, etc. Comes with lineage out of the box.
    score: 56/100, stars/week: 33, stars: 711

23. evidentlyai/evidently
    Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b
    score: 55/100, stars/week: 26, stars: 3,680

24. orchest/orchest
    https://orchest.readthedocs.io/en/stable/
    Build data pipelines, the easy way 🛠️
    score: 54/100, stars/week: 23, stars: 3,914

25. adap/flower
    https://flower.dev
    Flower: A Friendly Federated Learning Framework
    score: 54/100, stars/week: 15, stars: 2,785

26. ploomber/ploomber
    https://ploomber.io
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    score: 51/100, stars/week: 17, stars: 3,115

27. polyaxon/polyaxon
    https://polyaxon.com
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    score: 49/100, stars/week: 9, stars: 3,359

28. 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: 45/100, stars/week: 5, stars: 342

29. kedro-org/kedro-viz
    https://demo.kedro.org
    Visualise your Kedro data and machine-learning pipelines and track your experiments.
    score: 41/100, stars/week: 2, stars: 563

30. nccr-itmo/FEDOT
    https://fedot.readthedocs.io
    Automated modeling and machine learning framework FEDOT
    score: 39/100, stars/week: 2, stars: 542

31. astronomer/astro-sdk
    https://astro-sdk-python.rtfd.io/
    Astro SDK allows rapid and clean development of {Extract, Load, Transform} workflows using Python and SQL, powered by Apache Airflow.
    score: 39/100, stars/week: 3, stars: 269

32. astronomer/astronomer
    https://www.astronomer.io
    Helm Charts for the Astronomer Platform, Apache Airflow as a Service on Kubernetes
    score: 38/100, stars/week: 1, stars: 444

33. kubeflow/examples
    A repository to host extended examples and tutorials
    score: 37/100, stars/week: 4, stars: 1,301

34. hi-primus/optimus
    https://hi-optimus.com
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    score: 36/100, stars/week: 4, stars: 1,389

35. tensorflow/data-validation
    Library for exploring and validating machine learning data
    score: 35/100, stars/week: 2, stars: 722

36. google/ml-metadata
    https://www.tensorflow.org/tfx/guide/mlmd
    For recording and retrieving metadata associated with ML developer and data scientist workflows.
    score: 34/100, stars/week: 2, stars: 544

37. astronomer/airflow-chart
    A Helm chart to install Apache Airflow on Kubernetes
    score: 32/100, stars/week: 1, stars: 254

38. unionai-oss/unionml
    https://www.union.ai/unionml
    UnionML: the easiest way to build and deploy machine learning microservices
    score: 30/100, stars/week: 3, stars: 299

39. prefecthq/prefect-dbt
    https://prefecthq.github.io/prefect-dbt/
    Collection of Prefect integrations for working with dbt with your Prefect flows.
    score: 27/100, stars/week: 1, stars: 70

40. kubeflow-kale/kale
    http://kubeflow-kale.github.io
    Kubeflow’s superfood for Data Scientists
    score: 26/100, stars/week: 2, stars: 607

41. getindata/kedro-kubeflow
    https://kedro-kubeflow.readthedocs.io
    Kedro Plugin to support running workflows on Kubeflow Pipelines
    score: 23/100, stars/week: 1, stars: 42

42. bodywork-ml/bodywork-core
    https://bodywork.readthedocs.io/en/latest/
    ML pipeline orchestration and model deployments on Kubernetes, made really easy.
    score: 22/100, stars/week: 3, stars: 424

43. kubeflow/fairing
    Python SDK for building, training, and deploying ML models
    score: 20/100, stars/week: 1, stars: 333

44. aiqc/AIQC
    End-to-end deep learning on your desktop or server.
    score: 13/100, stars/week: 1, stars: 94

45. anyscale/airflow-provider-ray
    Ray provider for Apache Airflow
    score: 11/100, stars/week: 1, stars: 34

46. anyscale/prefect-anyscale
    Prefect integration with Anyscale
    score: 11/100, stars/week: 1, stars: 7

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: 67/100, stars/week: 70, stars: 3,224

2. openai/gym
   https://www.gymlibrary.dev
   A toolkit for developing and comparing reinforcement learning algorithms.
   score: 65/100, stars/week: 85, stars: 32,369

3. lucidrains/PaLM-rlhf-pytorch
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM
   score: 63/100, stars/week: 221, stars: 7,139

4. 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: 60/100, stars/week: 49, stars: 15,089

5. pytorch/rl
   A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
   score: 57/100, stars/week: 16, stars: 1,291

6. thu-ml/tianshou
   https://tianshou.readthedocs.io
   An elegant PyTorch deep reinforcement learning library.
   score: 52/100, stars/week: 23, stars: 6,489

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: 50/100, stars/week: 10, stars: 1,898

8. google/dopamine
   https://github.com/google/dopamine
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   score: 48/100, stars/week: 39, stars: 10,165

9. openai/baselines
   OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
   score: 47/100, stars/week: 45, stars: 14,576

10. deepmind/pysc2
    StarCraft II Learning Environment
    score: 47/100, stars/week: 24, stars: 7,768

11. deepmind/dm_control
    DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
    score: 47/100, stars/week: 11, stars: 3,229

12. tensorlayer/TensorLayer
    http://tensorlayerx.com
    Deep Learning and Reinforcement Learning Library for Scientists and Engineers
    score: 46/100, stars/week: 19, stars: 7,206

13. facebookresearch/ReAgent
    https://reagent.ai
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    score: 46/100, stars/week: 10, stars: 3,411

14. arise-initiative/robosuite
    https://robosuite.ai
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    score: 34/100, stars/week: 3, stars: 879

15. keras-rl/keras-rl
    http://keras-rl.readthedocs.io/
    Deep Reinforcement Learning for Keras.
    score: 33/100, stars/week: 14, stars: 5,425

16. salesforce/warp-drive
    Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning Framework on a GPU (JMLR 2022)
    score: 33/100, stars/week: 3, stars: 383

17. kzl/decision-transformer
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.
    score: 32/100, stars/week: 15, stars: 1,762

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: 27/100, stars/week: 15, stars: 1,027

19. zacwellmer/WorldModels
    World Models with TensorFlow 2
    score: 9/100, stars/week: 1, stars: 251

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: 93/100, stars/week: 435, stars: 107,595

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: 75/100, stars/week: 96, stars: 16,676

3. togethercomputer/OpenChatKit
   OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots
   score: 75/100, stars/week: 427, stars: 8,675

4. explosion/spaCy
   https://spacy.io
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   score: 70/100, stars/week: 56, stars: 26,644

5. pytorch/fairseq
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
   score: 69/100, stars/week: 87, stars: 26,856

6. prefecthq/marvin
   https://askmarvin.ai
   A lightweight framework for building AI-powered software that's reliable, scalable, and easy to trust
   score: 69/100, stars/week: 155, stars: 2,990

7. flairnlp/flair
   https://flairnlp.github.io/flair/
   A very simple framework for state-of-the-art Natural Language Processing (NLP)
   score: 66/100, stars/week: 48, stars: 12,954

8. speechbrain/speechbrain
   http://speechbrain.github.io
   A PyTorch-based Speech Toolkit
   score: 65/100, stars/week: 37, stars: 6,280

9. microsoft/unilm
   https://aka.ms/GeneralAI
   Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
   score: 64/100, stars/week: 66, stars: 13,781

10. nvidia/NeMo
    https://nvidia.github.io/NeMo/
    NeMo: a toolkit for conversational AI
    score: 64/100, stars/week: 35, stars: 7,291

11. espnet/espnet
    https://espnet.github.io/espnet/
    End-to-End Speech Processing Toolkit
    score: 64/100, stars/week: 23, stars: 6,793

12. openai/tiktoken
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.
    score: 64/100, stars/week: 174, stars: 5,833

13. ukplab/sentence-transformers
    https://www.SBERT.net
    Multilingual Sentence & Image Embeddings with BERT
    score: 61/100, stars/week: 53, stars: 11,259

14. maartengr/BERTopic
    https://maartengr.github.io/BERTopic/
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    score: 61/100, stars/week: 30, stars: 4,470

15. facebookresearch/ParlAI
    https://parl.ai
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    score: 60/100, stars/week: 31, stars: 10,165

16. argilla-io/argilla
    https://docs.argilla.io
    ✨Argilla: the open-source data curation platform for LLMs
    score: 59/100, stars/week: 19, stars: 2,299

17. jina-ai/clip-as-service
    https://clip-as-service.jina.ai
    🏄 Embed/reason/rank images and sentences with CLIP models
    score: 58/100, stars/week: 47, stars: 11,719

18. neuml/txtai
    https://neuml.github.io/txtai
    💡 Semantic search and workflows powered by language models
    score: 58/100, stars/week: 28, stars: 4,330

19. rare-technologies/gensim
    https://radimrehurek.com/gensim
    Topic Modelling for Humans
    score: 57/100, stars/week: 22, stars: 14,500

20. doccano/doccano
    https://doccano.herokuapp.com
    Open source annotation tool for machine learning practitioners.
    score: 57/100, stars/week: 29, stars: 8,007

21. huggingface/setfit
    Efficient few-shot learning with Sentence Transformers
    score: 56/100, stars/week: 26, stars: 1,496

22. nltk/nltk
    https://www.nltk.org
    NLTK Source
    score: 55/100, stars/week: 16, stars: 12,120

23. google/sentencepiece
    Unsupervised text tokenizer for Neural Network-based text generation.
    score: 55/100, stars/week: 23, stars: 7,806

24. promptslab/Promptify
    https://discord.gg/m88xfYMbK6
    Prompt Engineering | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
    score: 55/100, stars/week: 69, stars: 2,217

25. gunthercox/ChatterBot
    https://chatterbot.readthedocs.io
    ChatterBot is a machine learning, conversational dialog engine for creating chat bots
    score: 54/100, stars/week: 29, stars: 13,425

26. jonasgeiping/cramming
    Cramming the training of a (BERT-type) language model into limited compute.
    score: 53/100, stars/week: 37, stars: 1,096

27. alibaba/EasyNLP
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit
    score: 51/100, stars/week: 24, stars: 1,682

28. deeppavlov/DeepPavlov
    https://deeppavlov.ai
    An open source library for deep learning end-to-end dialog systems and chatbots.
    score: 50/100, stars/week: 21, stars: 6,282

29. abertsch72/unlimiformer
    Public repo for the preprint "Unlimiformer: Long-Range Transformers with Unlimited Length Input"
    score: 49/100, stars/week: 70, stars: 815

30. salesforce/CodeGen
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.
    score: 48/100, stars/week: 59, stars: 4,066

31. neuralmagic/deepsparse
    Inference runtime offering GPU-class performance on CPUs and APIs to integrate ML into your application
    score: 48/100, stars/week: 11, stars: 1,567

32. featureform/featureform
    https://www.featureform.com
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    score: 48/100, stars/week: 10, stars: 1,453

33. allenai/allennlp
    http://www.allennlp.org
    An open-source NLP research library, built on PyTorch.
    score: 47/100, stars/week: 35, stars: 11,537

34. kingoflolz/mesh-transformer-jax
    Model parallel transformers in JAX and Haiku
    score: 47/100, stars/week: 48, stars: 6,000

35. bytedance/lightseq
    LightSeq: A High Performance Library for Sequence Processing and Generation
    score: 46/100, stars/week: 15, stars: 2,862

36. sloria/TextBlob
    https://textblob.readthedocs.io/
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    score: 44/100, stars/week: 16, stars: 8,629

37. makcedward/nlpaug
    https://makcedward.github.io/
    Data augmentation for NLP
    score: 44/100, stars/week: 17, stars: 4,028

38. layout-parser/layout-parser
    https://layout-parser.github.io/
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    score: 44/100, stars/week: 23, stars: 3,779

39. 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: 44/100, stars/week: 5, stars: 2,946

40. bigscience-workshop/promptsource
    Toolkit for creating, sharing and using natural language prompts.
    score: 44/100, stars/week: 17, stars: 1,959

41. keras-team/keras-nlp
    Modular Natural Language Processing workflows with Keras
    score: 44/100, stars/week: 3, stars: 516

42. nomic-ai/nomic
    https://atlas.nomic.ai
    Interact with massive embedding, text and image datasets in your web browser
    score: 43/100, stars/week: 12, stars: 664

43. salesforce/CodeT5
    https://arxiv.org/abs/2305.07922
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    score: 42/100, stars/week: 19, stars: 2,011

44. 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: 41/100, stars/week: 15, stars: 4,917

45. jamesturk/jellyfish
    https://jamesturk.github.io/jellyfish/
    🪼 a python library for doing approximate and phonetic matching of strings.
    score: 41/100, stars/week: 2, stars: 1,872

46. explosion/spacy-models
    https://spacy.io
    💫 Models for the spaCy Natural Language Processing (NLP) library
    score: 40/100, stars/week: 4, stars: 1,360

47. jsvine/markovify
    A simple, extensible Markov chain generator.
    score: 39/100, stars/week: 7, stars: 3,176

48. 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: 38/100, stars/week: 13, stars: 8,519

49. huawei-noah/Pretrained-Language-Model
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
    score: 38/100, stars/week: 14, stars: 2,814

50. cqcl/lambeq
    https://cqcl.github.io/lambeq/
    A high-level Python library for Quantum Natural Language Processing
    score: 38/100, stars/week: 3, stars: 366

51. jbesomi/texthero
    https://texthero.org
    Text preprocessing, representation and visualization from zero to hero.
    score: 37/100, stars/week: 16, stars: 2,755

52. dialogflow/python-dialogflow
    https://dialogflow.com/
    Python client for Dialogflow: Design and integrate a conversational user interface into your applications and devices.
    score: 37/100, stars/week: 1, stars: 397

53. intellabs/fastRAG
    Efficient Retrieval Augmentation and Generation Framework
    score: 37/100, stars/week: 9, stars: 238

54. deepset-ai/FARM
    https://farm.deepset.ai
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    score: 35/100, stars/week: 8, stars: 1,678

55. facebookresearch/DrQA
    Reading Wikipedia to Answer Open-Domain Questions
    score: 34/100, stars/week: 13, stars: 4,392

56. life4/textdistance
    Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
    score: 34/100, stars/week: 9, stars: 3,140

57. huggingface/neuralcoref
    https://huggingface.co/coref/
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    score: 34/100, stars/week: 8, stars: 2,716

58. norskregnesentral/skweak
    skweak: A software toolkit for weak supervision applied to NLP tasks
    score: 34/100, stars/week: 7, stars: 881

59. ddangelov/Top2Vec
    Top2Vec learns jointly embedded topic, document and word vectors.
    score: 33/100, stars/week: 14, stars: 2,607

60. thudm/P-tuning-v2
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks
    score: 33/100, stars/week: 15, stars: 1,433

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: 32/100, stars/week: 2, stars: 1,302

62. explosion/spacy-streamlit
    https://share.streamlit.io/ines/spacy-streamlit-demo/master/app.py
    👑 spaCy building blocks and visualizers for Streamlit apps
    score: 32/100, stars/week: 4, stars: 682

63. pemistahl/lingua-py
    The most accurate natural language detection library for Python, suitable for long and short text alike
    score: 32/100, stars/week: 5, stars: 566

64. google-research/language
    https://ai.google/research/teams/language/
    Shared repository for open-sourced projects from the Google AI Language team.
    score: 30/100, stars/week: 5, stars: 1,472

65. shivam5992/textstat
    https://textstat.org
    📝 python package to calculate readability statistics of a text object - paragraphs, sentences, articles.
    score: 29/100, stars/week: 2, stars: 971

66. ibm/transition-amr-parser
    SoTA Abstract Meaning Representation (AMR) parsing with word-node alignments in Pytorch. Includes checkpoints and other tools such as statistical significance Smatch.
    score: 29/100, stars/week: 1, stars: 204

67. facebookresearch/dpr-scale
    Scalable training for dense retrieval models.
    score: 29/100, stars/week: 1, stars: 180

68. 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: 28/100, stars/week: 4, stars: 1,478

69. gunthercox/chatterbot-corpus
    http://chatterbot-corpus.readthedocs.io
    A multilingual dialog corpus
    score: 27/100, stars/week: 3, stars: 1,291

70. koaning/whatlies
    https://koaning.github.io/whatlies/
    Toolkit to help understand "what lies" in word embeddings. Also benchmarking!
    score: 27/100, stars/week: 2, stars: 460

71. plasticityai/magnitude
    A fast, efficient universal vector embedding utility package.
    score: 25/100, stars/week: 5, stars: 1,595

72. explosion/spacy-stanza
    💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy
    score: 25/100, stars/week: 2, stars: 682

73. lexpredict/lexpredict-lexnlp
    LexNLP by LexPredict
    score: 24/100, stars/week: 2, stars: 622

74. openai/grade-school-math
    openai/grade-school-math
    score: 24/100, stars/week: 5, stars: 493

75. lingjzhu/CharsiuG2P
    Multilingual G2P in 100 languages
    score: 23/100, stars/week: 2, stars: 172

76. 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: 22/100, stars/week: 4, stars: 448

77. franck-dernoncourt/NeuroNER
    http://neuroner.com
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    score: 21/100, stars/week: 4, stars: 1,660

78. hazyresearch/fonduer
    https://fonduer.readthedocs.io/
    A knowledge base construction engine for richly formatted data
    score: 21/100, stars/week: 1, stars: 392

79. keredson/wordninja
    Probabilistically split concatenated words using NLP based on English Wikipedia unigram frequencies.
    score: 20/100, stars/week: 2, stars: 701

80. yixinl7/BRIO
    ACL 2022: BRIO: Bringing Order to Abstractive Summarization
    score: 20/100, stars/week: 3, stars: 270

81. nipunsadvilkar/pySBD
    🐍💯pySBD (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box.
    score: 19/100, stars/week: 1, stars: 631

82. iclrandd/Blackstone
    https://research.iclr.co.uk
    ⚫ A spaCy pipeline and model for NLP on unstructured legal text.
    score: 18/100, stars/week: 2, stars: 612

83. allenai/s2orc-doc2json
    Parsers for scientific papers (PDF2JSON, TEX2JSON, JATS2JSON)
    score: 18/100, stars/week: 1, stars: 215

84. kootenpv/contractions
    Fixes contractions such as you're to you are
    score: 17/100, stars/week: 1, stars: 287

85. amansrivastava17/embedding-as-service
    One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques
    score: 17/100, stars/week: 1, stars: 187

86. sebischair/Lbl2Vec
    https://wwwmatthes.in.tum.de/pages/naimi84squl1/Lbl2Vec-An-Embedding-based-Approach-for-Unsupervised-Document-Retrieval-on-Predefined-Topics
    Lbl2Vec learns jointly embedded label, document and word vectors to retrieve documents with predefined topics from an unlabeled document corpus.
    score: 16/100, stars/week: 1, stars: 134

87. google-research/byt5
    google-research/byt5
    score: 15/100, stars/week: 3, stars: 433

88. yoadtew/zero-shot-image-to-text
    Implementation of Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic
    score: 14/100, stars/week: 2, stars: 215

89. infinitylogesh/mutate
    A library to synthesize text datasets using Large Language Models (LLM)
    score: 14/100, stars/week: 1, stars: 146

90. amazon-science/dq-bart
    DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and Quantization (ACL 2022)
    score: 14/100, stars/week: 1, stars: 39

91. airi-institute/Probing_framework
    Framework for probing tasks
    score: 12/100, stars/week: 1, stars: 19

92. hazyresearch/fonduer-tutorials
    https://github.com/HazyResearch/fonduer
    A collection of simple tutorials for using Fonduer
    score: 11/100, stars/week: 1, stars: 98

93. coastalcph/lex-glue
    LexGLUE: A Benchmark Dataset for Legal Language Understanding in English
    score: 10/100, stars/week: 1, stars: 128

94. ferdinandzhong/punctuator
    A small seq2seq punctuator tool based on DistilBERT
    score: 7/100, stars/week: 1, stars: 41

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: 81/100, stars/week: 57, stars: 39,000

2. gventuri/pandas-ai
   https://pandas-ai.readthedocs.io/en/latest/
   Pandas AI is a Python library that integrates generative artificial intelligence capabilities into Pandas, making dataframes conversational
   score: 80/100, stars/week: 595, stars: 7,832

3. kanaries/pygwalker
   https://docs.kanaries.net/pygwalker
   PyGWalker: Turn your pandas dataframe into a Tableau-style User Interface for visual analysis
   score: 73/100, stars/week: 298, stars: 6,688

4. 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: 62/100, stars/week: 15, stars: 3,526

5. ydataai/ydata-profiling
   https://ydata-profiling.ydata.ai
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   score: 60/100, stars/week: 27, stars: 10,885

6. pandera-dev/pandera
   https://www.union.ai/pandera
   A light-weight, flexible, and expressive statistical data testing library
   score: 54/100, stars/week: 9, stars: 2,437

7. eventual-inc/Daft
   https://getdaft.io
   The Python DataFrame for Complex Data
   score: 52/100, stars/week: 12, stars: 837

8. nalepae/pandarallel
   https://nalepae.github.io/pandarallel
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   score: 50/100, stars/week: 13, stars: 3,161

9. jmcarpenter2/swifter
   A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
   score: 43/100, stars/week: 8, stars: 2,306

10. pyjanitor-devs/pyjanitor
    https://pyjanitor-devs.github.io/pyjanitor
    Clean APIs for data cleaning. Python implementation of R package Janitor
    score: 43/100, stars/week: 4, stars: 1,170

11. holoviz/hvplot
    https://hvplot.holoviz.org
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    score: 38/100, stars/week: 2, stars: 780

12. adamerose/PandasGUI
    A GUI for Pandas DataFrames
    score: 37/100, stars/week: 13, stars: 2,979

13. 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: 37/100, stars/week: 6, stars: 2,682

14. scikit-learn-contrib/sklearn-pandas
    Pandas integration with sklearn
    score: 33/100, stars/week: 5, stars: 2,735

15. blaze/blaze
    blaze.pydata.org
    NumPy and Pandas interface to Big Data
    score: 31/100, stars/week: 5, stars: 3,153

16. machow/siuba
    https://siuba.org
    Python library for using dplyr like syntax with pandas and SQL
    score: 31/100, stars/week: 4, stars: 1,030

17. polyaxon/traceml
    Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.
    score: 29/100, stars/week: 1, stars: 480

18. holoviz/spatialpandas
    Pandas extension arrays for spatial/geometric operations
    score: 29/100, stars/week: 1, stars: 275

19. zsailer/pandas_flavor
    https://zsailer.github.io/software/pandas-flavor/
    The easy way to write your own flavor of Pandas
    score: 27/100, stars/week: 1, stars: 280

20. tkrabel/bamboolib
    https://bamboolib.com
    bamboolib - a GUI for pandas DataFrames
    score: 24/100, stars/week: 4, stars: 907

21. ddelange/mapply
    Sensible multi-core apply function for Pandas
    score: 15/100, stars/week: 1, stars: 54

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: 78/100, stars/week: 111, stars: 18,627

2. google/flatbuffers
   https://flatbuffers.dev/
   FlatBuffers: Memory Efficient Serialization Library
   score: 69/100, stars/week: 43, stars: 20,768

3. exaloop/codon
   https://docs.exaloop.io/codon
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   score: 68/100, stars/week: 137, stars: 13,015

4. celery/celery
   https://docs.celeryq.dev
   Distributed Task Queue (development branch)
   score: 66/100, stars/week: 29, stars: 21,841

5. dask/dask
   https://dask.org
   Parallel computing with task scheduling
   score: 66/100, stars/week: 25, stars: 11,203

6. nebuly-ai/nebuly
   https://www.nebuly.com/
   The next-generation platform to monitor and optimize your AI costs in one place 🚀
   score: 66/100, stars/week: 109, stars: 8,237

7. pybind/pybind11
   https://pybind11.readthedocs.io/
   Seamless operability between C++11 and Python
   score: 64/100, stars/week: 31, stars: 13,158

8. modin-project/modin
   http://modin.readthedocs.io
   Modin: Scale your Pandas workflows by changing a single line of code
   score: 63/100, stars/week: 33, stars: 8,815

9. numba/numba
   http://numba.pydata.org/
   NumPy aware dynamic Python compiler using LLVM
   score: 61/100, stars/week: 14, stars: 8,743

10. python-trio/trio
    https://trio.readthedocs.io
    Trio – a friendly Python library for async concurrency and I/O
    score: 57/100, stars/week: 16, stars: 5,439

11. 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: 54/100, stars/week: 17, stars: 7,949

12. mher/flower
    https://flower.readthedocs.io
    Real-time monitor and web admin for Celery distributed task queue
    score: 50/100, stars/week: 10, stars: 5,765

13. ultrajson/ultrajson
    https://pypi.org/project/ujson/
    Ultra fast JSON decoder and encoder written in C with Python bindings
    score: 48/100, stars/week: 6, stars: 4,103

14. dask/distributed
    https://distributed.dask.org
    A distributed task scheduler for Dask
    score: 48/100, stars/week: 3, stars: 1,478

15. intel/intel-extension-for-pytorch
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
    score: 47/100, stars/week: 5, stars: 858

16. agronholm/anyio
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio
    score: 46/100, stars/week: 5, stars: 1,316

17. ipython/ipyparallel
    https://ipyparallel.readthedocs.io/
    IPython Parallel: Interactive Parallel Computing in Python
    score: 45/100, stars/week: 5, stars: 2,437

18. h5py/h5py
    http://www.h5py.org
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    score: 45/100, stars/week: 3, stars: 1,895

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: 43/100, stars/week: 3, stars: 998

20. brandtbucher/specialist
    Visualize CPython 3.11's specializing, adaptive interpreter. 🔥
    score: 43/100, stars/week: 9, stars: 570

21. intel/intel-extension-for-transformers
    Extending Hugging Face transformers APIs for Transformer-based models and improve the productivity of inference deployment. With extremely compressed models, the toolkit can greatly improve the inference efficiency on Intel platforms.
    score: 43/100, stars/week: 7, stars: 290

22. tlkh/asitop
    https://tlkh.github.io/asitop/
    Perf monitoring CLI tool for Apple Silicon
    score: 39/100, stars/week: 18, stars: 1,643

23. tiangolo/asyncer
    https://asyncer.tiangolo.com/
    Asyncer, async and await, focused on developer experience.
    score: 38/100, stars/week: 13, stars: 1,073

24. omyyyy/pycom
    A Python compiler, down to native code, using C++
    score: 37/100, stars/week: 20, stars: 1,110

25. zerointensity/pointers.py
    https://pointers.zintensity.dev/
    Bringing the hell of pointers to Python.
    score: 37/100, stars/week: 11, stars: 814

26. python-cachier/cachier
    Persistent, stale-free, local and cross-machine caching for Python functions.
    score: 36/100, stars/week: 1, stars: 452

27. eventlet/eventlet
    https://eventlet.net
    Concurrent networking library for Python
    score: 33/100, stars/week: 2, stars: 1,192

28. joblib/loky
    http://loky.readthedocs.io/en/stable/
    Robust and reusable Executor for joblib
    score: 32/100, stars/week: 1, stars: 466

29. nschloe/perfplot
    📈 Performance analysis for Python snippets
    score: 30/100, stars/week: 3, stars: 1,172

30. noxdafox/pebble
    Multi threading and processing eye-candy.
    score: 29/100, stars/week: 1, stars: 433

31. pympler/pympler
    Development tool to measure, monitor and analyze the memory behavior of Python objects in a running Python application.
    score: 28/100, stars/week: 1, stars: 1,063

32. blosc/python-blosc
    https://www.blosc.org/python-blosc/python-blosc.html
    A Python wrapper for the extremely fast Blosc compression library
    score: 28/100, stars/week: 1, stars: 333

33. crunch-io/lazycsv
    https://pypi.org/project/lazycsv/
    lazycsv is a C implementation of a csv parser for python
    score: 27/100, stars/week: 6, stars: 113

34. klen/py-frameworks-bench
    https://klen.github.io/py-frameworks-bench/
    Another benchmark for some python frameworks
    score: 25/100, stars/week: 1, stars: 690

35. qdrant/vector-db-benchmark
    https://qdrant.tech/benchmarks/
    Framework for benchmarking vector search engines
    score: 25/100, stars/week: 1, stars: 105

36. markshannon/faster-cpython
    How to make CPython faster.
    score: 22/100, stars/week: 6, stars: 919

37. dgilland/cacheout
    https://cacheout.readthedocs.io
    A caching library for Python
    score: 19/100, stars/week: 1, stars: 368

38. tlkh/tf-metal-experiments
    TensorFlow Metal Backend on Apple Silicon Experiments (just for fun)
    score: 14/100, stars/week: 2, stars: 227