Course
Open →AI Engineering — RAG, Agents & Production Systems
Design grounded AI applications, retrieval pipelines, evaluations, agents, and production safeguards.
6 lessonsApplied AI pathway
AI Engineer
Build grounded AI systems, evaluate RAG, secure prompts, create projects, and publish evidence.
AI EngineerML EngineerAI Product Engineer
Your learning sequence
Build capability in deliberate stages
Complete the sequence, while revisiting weak areas whenever your Skill Graph recommends it.
Course
Open →Machine Learning — Practical Foundations
A practical, evidence-driven pathway for machine learning skills.
6 lessonsInteractive lab
Open →RAG Grounded Answer Evaluation
Evaluate retrieval relevance, answer grounding, and citation completeness.
30 minutesInteractive lab
Open →AI Prompt Safety Red-Team Lab
Identify prompt-injection risk and propose layered mitigations.
25 minutesInteractive lab
Open →ML Evaluation & Fairness Lab
Evaluate performance, calibration, and subgroup risk.
30 minutesCapstone project
Open →Grounded RAG Assistant
Design and evaluate a retrieval-grounded assistant with citations, safety controls, and monitoring.
14 hours