Curated roadmap for AI/ML upskilling
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This repository provides a comprehensive, structured roadmap for learning Artificial Intelligence and Machine Learning from scratch. It targets aspiring AI/ML engineers, data scientists, and researchers by curating free online resources, progressing from foundational mathematics and programming to advanced topics like Generative AI, NLP, and Agentic AI.
How It Works
The roadmap is organized into modules, starting with essential mathematics and Python programming, then progressing through Data Science, Machine Learning, Computer Vision, Deep Learning, Generative AI (including RAG), NLP, Reinforcement Learning, and Agentic AI. Each module lists curated free resources, primarily from YouTube and online courses, with highly recommended items marked with a star (⭐).
Quick Start & Requirements
Highlighted Details
Maintenance & Community
The repository encourages community contributions via a CONTRIBUTING
file. It lists several AI newsletters and blogs for staying updated.
Licensing & Compatibility
The repository itself is not a software package and does not specify a license. The linked resources may have their own licenses.
Limitations & Caveats
This is a curated list of learning resources, not a software project to be installed or run. The effectiveness of the roadmap depends on the user's self-discipline and ability to navigate external resources. Some advanced topics or courses may require prior knowledge or significant time commitment.
1 month ago
Inactive