Refolk

Top Python Machine learning repositories on GitHub

Libraries, models, and end-to-end systems for traditional and modern ML. Filtered to projects whose primary language is Python.

Ranked by stars across 6,417 Python repositories tagged machine-learning. Refreshed daily.

  1. 1
    huggingface/transformers161,764 · ⑂ 33,564

    🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

    • nlp
    • natural-language-processing
    • pytorch
    • pytorch-transformers
    • transformer
    • model-hub
  2. 2
    pytorch/pytorch100,914 · ⑂ 28,071

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

    • neural-network
    • autograd
    • gpu
    • numpy
    • deep-learning
    • tensor
  3. 3
    d2l-ai/d2l-zh78,463 · ⑂ 12,274

    《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

    • deep-learning
    • book
    • notebook
    • natural-language-processing
    • computer-vision
    • machine-learning
  4. 4
    OpenBB-finance/OpenBB69,482 · ⑂ 7,007

    Financial data platform for analysts, quants and AI agents.

    • python
    • machine-learning
    • finance
    • stocks
    • quantitative-finance
    • economics
  5. 5

    🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

    • deep-learning
    • deep-learning-tutorial
    • pytorch
    • gan
    • transformers
    • reinforcement-learning
  6. 6
    scikit-learn/scikit-learn66,378 · ⑂ 27,087

    scikit-learn: machine learning in Python

    • machine-learning
    • python
    • statistics
    • data-science
    • data-analysis
  7. 7
    keras-team/keras64,095 · ⑂ 19,735

    Deep Learning for humans

    • deep-learning
    • tensorflow
    • neural-networks
    • machine-learning
    • data-science
    • python
  8. 8
    ultralytics/ultralytics58,616 · ⑂ 11,233

    Ultralytics YOLO 🚀

    • hub
    • ultralytics
    • yolov8
    • yolo
    • deep-learning
    • image-classification
  9. 9
    ultralytics/yolov557,544 · ⑂ 17,464

    Ultralytics YOLOv5 in PyTorch > ONNX > CoreML > TFLite

    • yolov3
    • yolov5
    • object-detection
    • pytorch
    • onnx
    • coreml
  10. 10
    ageitgey/face_recognition56,522 · ⑂ 13,698

    The world's simplest facial recognition api for Python and the command line

    • machine-learning
    • face-detection
    • face-recognition
    • python
  11. 11
    deepfakes/faceswap55,294 · ⑂ 13,364

    Deepfakes Software For All

    • faceswap
    • face-swap
    • deep-learning
    • deeplearning
    • deep-neural-networks
    • deepfakes
  12. 12
    apache/airflow45,883 · ⑂ 17,264

    Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

    • airflow
    • apache
    • apache-airflow
    • python
    • scheduler
    • workflow
  13. 13
    streamlit/streamlit45,019 · ⑂ 4,291

    Streamlit — A faster way to build and share data apps.

    • python
    • machine-learning
    • data-science
    • deep-learning
    • data-visualization
    • streamlit
  14. 14
    microsoft/qlib44,896 · ⑂ 7,120

    Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process.

    • quantitative-finance
    • machine-learning
    • stock-data
    • platform
    • finance
    • algorithmic-trading
  15. 15
    roboflow/supervision44,729 · ⑂ 3,967

    We write your reusable computer vision tools. 💜

    • computer-vision
    • image-processing
    • python
    • yolo
    • instance-segmentation
    • object-detection
  16. 16
    gradio-app/gradio42,970 · ⑂ 3,505

    Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

    • machine-learning
    • models
    • ui
    • ui-components
    • interface
    • python
  17. 17
    ray-project/ray42,951 · ⑂ 7,708

    Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

    • ray
    • distributed
    • parallel
    • machine-learning
    • reinforcement-learning
    • deep-learning
  18. 18
    deepspeedai/DeepSpeed42,548 · ⑂ 4,862

    DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

    • deep-learning
    • pytorch
    • gpu
    • machine-learning
    • billion-parameters
    • data-parallelism
  19. 19
    paperless-ngx/paperless-ngx42,295 · ⑂ 2,816

    A community-supported supercharged document management system: scan, index and archive all your documents

    • angular
    • archiving
    • django
    • dms
    • document-management
    • document-management-system
  20. 20
    LAION-AI/Open-Assistant37,388 · ⑂ 3,277

    OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.

    • chatgpt
    • language-model
    • rlhf
    • ai
    • assistant
    • discord-bot
  21. 21

    Learn it. Build it. Ship it for others.

    • agents
    • ai
    • ai-agents
    • ai-engineering
    • computer-vision
    • course
  22. 22
    explosion/spaCy33,674 · ⑂ 4,688

    💫 Industrial-strength Natural Language Processing (NLP) in Python

    • natural-language-processing
    • data-science
    • machine-learning
    • python
    • cython
    • nlp
  23. 23
    eriklindernoren/ML-From-Scratch31,943 · ⑂ 5,347

    Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

    • machine-learning
    • deep-learning
    • deep-reinforcement-learning
    • machine-learning-from-scratch
    • data-science
    • data-mining
  24. 24
    Lightning-AI/pytorch-lightning31,198 · ⑂ 3,742

    Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

    • python
    • deep-learning
    • artificial-intelligence
    • ai
    • pytorch
    • data-science
  25. 25
    iperov/DeepFaceLive30,939 · ⑂ 1,269

    Real-time face swap for PC streaming or video calls

    • deepfake
    • real-time
    • faceswap
    • webcam
    • streaming
    • videocall

Find Python engineers shipping Machine learning

The list above ranks the most-starred public Python repositories tagged with the Machine learning topic, drawn from the public GitHub graph. Across 6,417 matching repositories, the contributors are a tight cluster of engineers with both Python chops and real Machine learning experience.

That overlap is rare. Most Python engineers haven’t shipped Machine learning, and most Machine learning maintainers don’t write Python. The people on this list’s contributor graph are the ones who do both.

Refolk turns this list into a search. Ask for Python Machine learning maintainers hiring” or Python engineers shipping Machine learning in 2025” and Refolk returns a ranked shortlist with the commits, profiles, and projects behind each name.

How this list is built

Refolk searched GitHub for public Python repositories tagged with the Machine learning topic, ranked them by stargazer count, and kept those with at least 25 stars. The list refreshes once a day.

Last refreshed: Sun, 21 Jun 2026 08:13:23 GMT

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