AI EngineeringCertificate enabled85% module pass target

Mastering AI Engineering

Build AI-enabled products with prompt design, retrieval, evaluations, agents, safety, observability, and production operations.

Lessons

Modules

Time

19h

Score

100

Start Lesson 1

Beginner

Beginner Verified

Score 0-35

Module 01 · Score 0-12

AI Engineering Foundations

Understand model capability and product fit.

01. What AI Engineering Measuresai-engineering-foundations · what-ai-engineering-measures34 min 02. Model Capabilities and Limitsai-engineering-foundations · model-capabilities-and-limits34 min 03. AI Product Fitai-engineering-foundations · ai-product-fit34 min

Module 02 · Score 13-24

Prompt and Context Design

Shape reliable model inputs.

04. Prompt Anatomyprompt-and-context-design · prompt-anatomy34 min 05. Context Windowsprompt-and-context-design · context-windows34 min 06. Instruction Hierarchyprompt-and-context-design · instruction-hierarchy34 min

Module 03 · Score 25-35

Structured Outputs

Make AI outputs usable by software.

07. JSON Outputsstructured-outputs · json-outputs34 min 08. Validationstructured-outputs · validation34 min 09. Error Recoverystructured-outputs · error-recovery34 min

Intermediate

Intermediate Verified

Score 36-60

Module 01 · Score 36-44

Retrieval and Knowledge

Ground models in product data.

10. Embeddingsretrieval-and-knowledge · embeddings42 min 11. RAG Architectureretrieval-and-knowledge · rag-architecture42 min 12. Source Qualityretrieval-and-knowledge · source-quality42 min

Module 02 · Score 45-52

Tool Use and Agents

Let models act safely.

13. Tool Designtool-use-and-agents · tool-design42 min 14. Agent Loopstool-use-and-agents · agent-loops42 min 15. Human Approvaltool-use-and-agents · human-approval42 min

Module 03 · Score 53-60

Evaluation

Measure AI behavior before shipping.

16. Eval Datasetsevaluation · eval-datasets42 min 17. Grading Strategiesevaluation · grading-strategies42 min 18. Regression Testingevaluation · regression-testing42 min

Advanced

Advanced Verified

Score 61-100

Module 01 · Score 61-73

Safety and Reliability

Control risk in AI systems.

19. Guardrailssafety-and-reliability · guardrails42 min 20. Prompt Injectionsafety-and-reliability · prompt-injection48 min 21. Fallback Designsafety-and-reliability · fallback-design48 min

Module 02 · Score 74-87

AI Operations

Operate AI products in production.

22. Cost Controlai-operations · cost-control48 min 23. Observabilityai-operations · observability48 min 24. Incident Responseai-operations · incident-response48 min

Module 03 · Score 88-100

AI System Review Practice

Review real AI product designs.

25. Support Bot Reviewai-system-review-practice · support-bot-review48 min 26. Coding Agent Reviewai-system-review-practice · coding-agent-review48 min 27. AI Assessment Rubricai-system-review-practice · ai-assessment-rubric48 min