ai_all_resources  by nivu

AI resource list for math, ML, and DL knowledge

created 5 years ago
1,252 stars

Top 32.2% on sourcepulse

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Project Summary

This repository is a comprehensive, curated list of resources for learning Artificial Intelligence, Machine Learning, and Deep Learning. It targets individuals from beginners to advanced practitioners seeking structured learning paths, tutorials, courses, and foundational knowledge in mathematics and programming for AI. The primary benefit is providing a centralized, organized collection of high-quality educational materials, saving users time in discovering and vetting learning resources.

How It Works

The repository functions as a curated directory, categorizing vast amounts of AI learning content. It organizes resources by topic (e.g., Mathematics, Python, ML Algorithms, Deep Learning Architectures, NLP, Computer Vision, Reinforcement Learning), modality (e.g., MOOCs, YouTube channels, books, papers, glossaries), and specific courses or tutorials from reputable institutions and individuals. This structured approach facilitates efficient navigation and discovery of relevant learning materials.

Quick Start & Requirements

Highlighted Details

  • Extensive coverage of foundational mathematics for ML, including linear algebra and calculus via 3Blue1Brown.
  • Detailed breakdowns of core ML algorithms (e.g., Linear Regression, SVM, Random Forests) with links to visual explanations and implementations.
  • In-depth sections on Deep Learning architectures like CNNs, RNNs, Transformers, and GANs, with links to seminal papers and tutorials.
  • Broad coverage of specialized AI fields including Computer Vision, Natural Language Processing, and Reinforcement Learning.

Maintenance & Community

  • Maintained by Navaneeth Malingan.
  • Community links include Telegram and Facebook groups for AI Coimbatore and TensorFlow User Group Coimbatore.

Licensing & Compatibility

  • The repository itself is not software; it's a collection of links. The licensing of the linked external resources varies by their original source.

Limitations & Caveats

This repository is a static compilation of links and does not host any code or provide interactive learning environments. The quality and availability of external resources are subject to their original providers.

Health Check
Last commit

1 month ago

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Inactive

Pull Requests (30d)
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Star History
62 stars in the last 90 days

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