Choose Where To Begin.
Start with Module 0 for the foundations, or explore a module introduction when you need context.
Module 0: twelve complete lessons · About 5 hours with practice. Full lessons for Modules 1–31 are in development.
FoundationsModules 0–1 · Module 0 Lessons Available
Module 0: Foundations For Understanding AI
12 complete lessons · Video, reading and practice
- What Do We Mean By Artificial Intelligence?Lesson 1 · Video, reading and practice
- A Model Is One Component Of A ProductLesson 2 · Video, reading and practice
- How Computers Turn Information Into WorkLesson 3 · Video, reading and practice
- Data, Parameters, And Instructions Are DifferentLesson 4 · Video, reading and practice
- Training And Inference, Step By StepLesson 5 · Video, reading and practice
- Prediction, Generation, And ActionLesson 6 · Video, reading and practice
- Follow One Request Through The SystemLesson 7 · Video, reading and practice
- APIs, JSON, And Practical Technical LiteracyLesson 8 · Video, reading and practice
- Units, Percentages, And DenominatorsLesson 9 · Video, reading and practice
- What A Diagram Can And Cannot Tell YouLesson 10 · Video, reading and practice
- Read Evidence Before Drawing ConclusionsLesson 11 · Video, reading and practice
- Value, Cost, And Successful CompletionLesson 12 · Video, reading and practice
Module 1: How Machine Learning Learns
Introduction available · Full lessons in development
Physical SystemsModules 2–7 · Introductions Available
Module 2: Compute Fundamentals
Introduction available · Full lessons in development
Module 3: Energy And Power Generation
Introduction available · Full lessons in development
Module 4: Data-Center Physical Infrastructure
Introduction available · Full lessons in development
Module 5: The Semiconductor Ecosystem
Introduction available · Full lessons in development
Module 6: Accelerator Clusters And The Cloud/Software Bridge
Introduction available · Full lessons in development
Module 7: MLOps And The AI Development Lifecycle
Introduction available · Full lessons in development
Economics And CapitalModules 8–10 · Introductions Available
Module 8: AI Infrastructure Economics
Introduction available · Full lessons in development
Module 9: Infrastructure Finance
Introduction available · Full lessons in development
Module 10: Startup Capital, Venture Finance, And AI Funding
Introduction available · Full lessons in development
Delivery And Global DeploymentModules 11–12 · Introductions Available
Module 11: Delivering A Data-Center Project
Introduction available · Full lessons in development
Module 12: Global And Frontier-Market AI Deployment
Introduction available · Full lessons in development
Data, Models And DecisionsModules 13–18 · Introductions Available
Module 13: Data: From Business Records To Model Inputs
Introduction available · Full lessons in development
Module 14: Foundation Models: Tokens, Attention, And Generation
Introduction available · Full lessons in development
Module 15: Multimodal AI: Images, Audio, Video, And Documents
Introduction available · Full lessons in development
Module 16: Post-Training, Adaptation, And Evaluations
Introduction available · Full lessons in development
Module 17: Decisions, Forecasting, Optimization, And Causality
Introduction available · Full lessons in development
Module 18: Open Models, Licenses, And Strategic Choices
Introduction available · Full lessons in development
Applications And AgentsModules 19–22 · Introductions Available
Module 19: Human-AI Product Design And Learning Experience
Introduction available · Full lessons in development
Module 20: AI Application Architecture
Introduction available · Full lessons in development
Module 21: Edge And On-Device AI
Introduction available · Full lessons in development
Module 22: Agents, MCP, And Tool Use
Introduction available · Full lessons in development
Governance And BusinessModules 23–29 · Introductions Available
Module 23: AI Security, Safety, And Governance
Introduction available · Full lessons in development
Module 24: AI Regulation, Policy, And Intellectual Property
Introduction available · Full lessons in development
Module 25: AI Product Economics
Introduction available · Full lessons in development
Module 26: Enterprise AI Deployment
Introduction available · Full lessons in development
Module 27: AI Talent And Organizational Design
Introduction available · Full lessons in development
Module 28: AI Commercialization And Go-To-Market
Introduction available · Full lessons in development
Module 29: Industry Structure And Competitive Strategy
Introduction available · Full lessons in development
Physical AI And SocietyModules 30–31 · Introductions Available
Module 30: Physical AI And Embodied Intelligence
Introduction available · Full lessons in development
Module 31: AI, Society, Economics, And Geopolitics
Introduction available · Full lessons in development