awesome-ml  by underlines

Curated list of LLM/ML/DS resources

created 5 years ago
2,437 stars

Top 19.5% on sourcepulse

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Project Summary

This repository is a curated list of resources for Machine Learning, with a strong focus on Large Language Models (LLMs) and related analytics. It serves as a comprehensive directory for researchers, developers, and practitioners seeking tools, models, datasets, and research papers in the rapidly evolving ML landscape.

How It Works

The project functions as a community-driven, categorized index of open-source projects, libraries, datasets, and research papers. It leverages a hierarchical structure to organize a vast array of ML-related topics, from core LLM models and fine-tuning techniques to specialized areas like multimodal AI, AI DevOps, and audio processing. This broad categorization allows users to quickly navigate and discover relevant resources.

Highlighted Details

  • Extensive coverage of LLMs, including open models, tools, GUIs, RAG, agents, and prompt engineering.
  • Detailed sections on multimodal AI, covering image, video, and audio models with specific tasks like text-to-video and speech recognition.
  • Resources for AI DevOps, ML databases, and safety/responsibility in AI.
  • Includes links to benchmarks, leaderboards, datasets, and research papers for performance evaluation and academic exploration.

Maintenance & Community

Contributions are actively welcomed via Pull Requests, indicating an active community effort to maintain and expand the list.

Licensing & Compatibility

The repository itself, as a curated list, does not impose licensing restrictions on the linked resources. However, users must adhere to the licenses of the individual projects and datasets they choose to adopt.

Limitations & Caveats

As a curated list, the quality and maintenance status of individual linked resources can vary. Users should independently verify the relevance, functionality, and licensing of any external project or dataset.

Health Check
Last commit

3 months ago

Responsiveness

1+ week

Pull Requests (30d)
2
Issues (30d)
0
Star History
150 stars in the last 90 days

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