Andrew Ng: AI Engineering Skills Map
- Part 1Overview: The AI Engineering Skills Map
The four essential AI engineering skills for modern developers, synthesized from 10,000+ job postings and expert interviews.
- Part 2Part 1: Building and Deploying AI Applications
How to build reliable systems with uncertain AI components. LLM foundations, grounding, agentic systems, and evaluation-driven development.
- Part 3Part 2: Software Engineering Fundamentals
Why fundamentals matter even when agents write the code. Five core domains and architectural tradeoffs.
- Part 4Part 3: Using Coding Agents
Orchestrating the full SDLC with coding agents: a 3-step workflow and five operational competencies.
- Part 5Part 4: Shaping the Build
Beyond implementing specs: how AI engineers actively shape the build through product sense, leadership, and high agency.