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awesome-agentic-machine-learning

A curated list of awesome agentic machine learning projects, frameworks, and resources.
https://github.com/jxucoder/awesome-agentic-machine-learning

Last synced: 12 days ago
JSON representation

  • Research Papers

  • Datasets & Benchmarks

    • Foundation Models for ML

  • AutoML Agents

    • Data Interpreter - square) |
    • OpenHands - source AI software development agent adaptable to ML tasks. | ![GitHub stars](https://img.shields.io/github/stars/All-Hands-AI/OpenHands?style=flat-square) |
    • R&D-Agent - Agent?style=flat-square) |
    • AIDE - powered data science agent using tree search for solution exploration. | ![GitHub stars](https://img.shields.io/github/stars/WecoAI/aideml?style=flat-square) |
    • AutoGluon Assistant - agent system for end-to-end multimodal ML automation. Also known as MLZero. | ![GitHub stars](https://img.shields.io/github/stars/autogluon/autogluon-assistant?style=flat-square) |
    • InternAgent - R1 integration. | ![GitHub stars](https://img.shields.io/github/stars/Alpha-Innovator/InternAgent?style=flat-square) |
    • AIRA-dojo - dojo?style=flat-square) |
    • AutoMind - square) |
    • AutoML-Agent - Agent LLM Framework for Full-Pipeline AutoML. | ![GitHub stars](https://img.shields.io/github/stars/DeepAuto-AI/automl-agent?style=flat-square) |
    • FM Agent - Agent?style=flat-square) |
    • MLE-STAR - |
    • ML-Master - for-AI agent integrating exploration and reasoning with adaptive memory. By SJTU SAI. | ![GitHub stars](https://img.shields.io/github/stars/sjtu-sai-agents/ML-Master?style=flat-square) |
    • SELA - Search Enhanced LLM Agents for AutoML using MCTS. Part of MetaGPT. | ![GitHub stars](https://img.shields.io/github/stars/geekan/MetaGPT?style=flat-square) |
    • LADS (LightAutoDS) - AutoML agentic system combining LLM code generation with AutoGluon, LightAutoML, and FEDOT. | ![GitHub stars](https://img.shields.io/github/stars/sb-ai-lab/LADS?style=flat-square) |
    • SELA - Search Enhanced LLM Agents for AutoML using MCTS. Part of MetaGPT. | ![GitHub stars](https://img.shields.io/github/stars/geekan/MetaGPT?style=flat-square) |
  • Frameworks & Platforms

    • AutoGluon - source AutoML toolkit by Amazon with foundational models and LLM agents. | ![GitHub stars](https://img.shields.io/github/stars/autogluon/autogluon?style=flat-square) |
    • Karpathy - Dense. | ![GitHub stars](https://img.shields.io/github/stars/K-Dense-AI/karpathy?style=flat-square) |
    • K-Dense Web - loop multi-agent system for research, coding, and ML. | - |
  • MLE-bench Leaderboard

    • Foundation Models for ML

      • LLM4AutoML - harden/LLM4AutoML?style=flat-square) |
      • LLM-Based Data Science Agent Reading List - based data science agents. | ![GitHub stars](https://img.shields.io/github/stars/Stephen-SMJ/Reading-List-of-Large-Language-Model-Based-Data-Science-Agent?style=flat-square) |
      • ai-agent-papers - updated collection of AI agent research papers. | ![GitHub stars](https://img.shields.io/github/stars/masamasa59/ai-agent-papers?style=flat-square) |