sage-ai-group/learn-ml-by-building

Build your own X - Master machine learning by building everything from scratch. It aims to cover everything from linear regression to deep learning to large language models (LLMs).

Videos, notes and experiments to understand deep learning

AI-ML Companion: an interactive platform to learn AI & ML by watching it work - 28 tracks, 400+ modules, live visualizations - plus 20+ end-to-end real world projects from classical ML, DL, Computer Vision to production LLM & multi-agent systems.

All course materials for the Zero to Mastery Machine Learning and Data Science course.

TheGradientPath is your hands-on guide to ML and AI, mixing bite-sized Python scripts, notebooks, and videos. Start with fundamentals, climb to cutting-edge models, and learn by reading, coding, and watching. Fork the repo and join the journey.

Examples and experiments around ML for upcoming Coding Train videos

Master the fundamentals of machine learning, deep learning, and mathematical optimization by building key concepts and models from scratch using Python.

Interactive desktop app with 58 labs covering ML fundamentals, transformers, RAG, agents, fine-tuning and quantization and more.