AI Foundations
Understand what AI tools do, how their parts work together and how to judge their answers and costs.
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Start with the foundations. Explore the other groups when you want to go further.
FoundationsAvailable
How Machine Learning Learns
See how AI learns from examples and how to check whether its predictions are useful.
View Course →Physical SystemsIn Development
Compute Fundamentals
Understand the chips and memory that run AI, and why some systems are faster than others.
Explore Outline →Energy And Power Generation
Explore where AI’s electricity comes from, what it costs and how reliable supply is arranged.
Explore Outline →Data-Center Physical Infrastructure
See how data centres keep AI computers powered, connected and cool.
Explore Outline →The Semiconductor Ecosystem
Follow an AI chip from its design to manufacturing and the finished server.
Explore Outline →Accelerator Clusters And The Cloud/Software Bridge
See how many AI computers work together and how cloud services make them available.
Explore Outline →MLOps And The AI Development Lifecycle
Follow the work of building, testing, releasing and maintaining an AI system.
Explore Outline →Economics And CapitalIn Development
AI Infrastructure Economics
Work out how AI computing businesses earn money and what drives their costs.
Explore Outline →Infrastructure Finance
Understand how large AI infrastructure projects are funded and how lenders assess them.
Explore Outline →Startup Capital, Venture Finance, And AI Funding
Learn how AI startups raise money and how investment changes ownership and control.
Explore Outline →Delivery And Global DeploymentIn Development
Delivering A Data-Center Project
Follow the decisions and work needed to turn a data-centre plan into a working service.
Explore Outline →Global And Frontier-Market AI Deployment
Explore what changes when AI services are built and used in different countries.
Explore Outline →Data, Models And DecisionsIn Development
Data: From Business Records To Model Inputs
See how business records become information an AI system can use, and why data quality matters.
Explore Outline →Foundation Models: Tokens, Attention, And Generation
Understand how language models turn words into numbers and generate an answer.
Explore Outline →Multimodal AI: Images, Audio, Video, And Documents
Explore how AI works with pictures, sound, video and documents.
Explore Outline →Post-Training, Adaptation, And Evaluations
Learn how models are adapted for particular tasks and checked before release.
Explore Outline →Decisions, Forecasting, Optimization, And Causality
Use AI predictions to compare choices, plan ahead and ask what caused a result.
Explore Outline →Open Models, Licenses, And Strategic Choices
Compare using a hosted model with running a model yourself, including costs and permissions.
Explore Outline →Applications And AgentsIn Development
Human-AI Product Design And Learning Experience
Design AI tools that people can understand, use and correct.
Explore Outline →AI Application Architecture
Follow the parts of an AI app, from a user’s question to an answer backed by relevant information.
Explore Outline →Edge And On-Device AI
Explore when it makes sense to run AI on a phone or other device instead of in the cloud.
Explore Outline →Agents, MCP, And Tool Use
See how AI agents choose steps and use tools to complete a task.
Explore Outline →Governance And BusinessIn Development
AI Security, Safety, And Governance
Identify ways an AI system can cause harm or be misused, and how organisations manage those risks.
Explore Outline →AI Regulation, Policy, And Intellectual Property
Understand the legal questions to check when building or using AI, including data and creative rights.
Explore Outline →AI Product Economics
Work out the cost of delivering an AI product and compare ways to charge for it.
Explore Outline →Enterprise AI Deployment
Plan how to introduce AI into a business process, from choosing a use to measuring results.
Explore Outline →AI Talent And Organizational Design
Understand the skills, roles and team choices involved in building and running AI.
Explore Outline →AI Commercialization And Go-To-Market
Choose customers, explain an AI product’s value and plan how to bring it to market.
Explore Outline →Industry Structure And Competitive Strategy
Explore how AI companies compete and where they can build a lasting advantage.
Explore Outline →Physical AI And SocietyIn Development
Physical AI And Embodied Intelligence
See how robots use AI to sense their surroundings, choose actions and move safely.
Explore Outline →AI, Society, Economics, And Geopolitics
Explore how AI may change work, education, resources and relationships between countries.
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