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Orientation: What counts as AI?

Welcome: AI literacy before AI enthusiasm

A durable map of AI concepts

Concept check: GenAI and AGI

How AI systems learn and operate

From rules to learned patterns

Machine learning and deep learning without mystique

Model, product and organisational system

Concept check: model versus system

History, the 2026 landscape and critical judgement

A concise history of changing AI paradigms

AI landscape: verified snapshot, July 2026

How to read AI claims critically

Module synthesis: evaluate the claim

Build a durable mental model of AI, machine learning, deep learning, foundation models, generative AI, agents and AGI. Learn how systems are trained, how products differ from models, and how to evaluate major AI claims without hype.

$ (USD)

Learn what an AI system is, how machine learning differs from rules, how models become deployed systems, and which parts of the fast-moving 2026 landscape genuinely matter.

Understanding Artificial Intelligence

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