16 GitHub Repos That Can Take You From AI Beginner to Builder

• Author: Akhila G.
• Source: LinkedIn Post
• Tags: github-repos, ai-learning, curated-list

Overview

16 GitHub repos that can take you from AI/ML beginner → builder. Combined, they’ve earned 750,000+ stars — and every single one is 100% free.

Whether you’re learning fundamentals, implementing papers, or building LLM agents:

1. 100 Days of ML Coding (49.8k ⭐)
2. All Algorithms Implemented in Python (219k ⭐)
3. Mathematics for Machine Learning (15.1k ⭐)
4. Made With ML (46.7k ⭐)
5. 60+ Implementations of Deep Learning Papers (65.9k ⭐)
6. Neural Networks: Zero to Hero (20.8k ⭐) — Karpathy
7. Hands-On LLMs Book (23.4k ⭐)
8. Prompt Engineering Guide (71.5k ⭐)
9. AI Agents for Beginners — by Microsoft (53.9k ⭐)
10. Generative AI Agent Techniques (20.5k ⭐)
11. RAG Techniques (25.9k ⭐)
12. Data Science for Real-World Problems (28.6k ⭐)
13. Awesome Natural Language Processing (18.2k ⭐)
14. Awesome Reinforcement Learning (9.6k ⭐)
15. All Reinforcement Learning Algorithms from Scratch (1.4k ⭐)
16. (plus one more in the carousel)

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