Study Material

Structured tracks to take you from curious to capable.

AI for Beginners

Start from zero: what AI is, how neural networks learn, and where LLMs fit.

Beginner10 hours
Fundamentals
Transformers Explained
Fundamentals
Prompt Engineering

Building with LLMs

Hands-on patterns for RAG, agents, structured outputs, and evals.

Intermediate15 hours
Applications
Retrieval-Augmented Generation
Applications
AI Agents & Tool Use
Training
Evaluating LLMs

Training & Fine-Tuning

Go deep on LoRA, QLoRA, dataset curation, and post-training methods.

Advanced25 hours
Training
Fine-Tuning LLMs
Fundamentals
Safety & Alignment
Architectures
Mixture of Experts