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1
Foundations — Python, Math & Data
Weeks 1–4 · Prerequisite skills for modern AI engineers2
Classical Machine Learning
Weeks 5–8 · Core mathematical ML intuition & tabular models3
Deep Learning & Neural Networks
Weeks 9–14 · From multilayer perceptrons to Transformer blocks4
LLM Engineering — The Core
Weeks 15–22 · APIs, Vector DBs, Prompting, Fine-Tuning & Evals5
Full Stack Development for AI Apps
Weeks 23–28 · Backend APIs, streaming responses, auth & metered billing6
Cloud Infrastructure & MLOps
Weeks 29–34 · Scale, vLLM serving, Docker/K8s containerization & observabilities7