Textbook
Introduction to Artificial Intelligence — The Textbook
The companion textbook for AI 101: fourteen chapters plus capstone guide and glossary, one per course week, with labs that run on an ordinary laptop.
—About This Book & Setup1What Is AI? History, Hype and the Five Big IdeasWeek 12Thinking as Search: Problem Solving, Games and PlanningWeek 23Knowledge, Logic and RulesWeek 34Uncertainty and Probability: How AI Makes Good GuessesWeek 45Data and Machine Learning BasicsWeek 56Measuring Models: Regression, Errors and OverfittingWeek 67Neural Networks and Deep LearningWeek 78Seeing and Hearing: Computer Vision and SpeechWeek 89Language and Large Language ModelsWeek 910Running AI on Your Own Computer: Ollama and Open ModelsWeek 1011Building AI Apps: A Web App and a Desktop AppWeek 1112Agents, Robots and Learning from RewardsWeek 1213Responsible AI: Bias, Privacy, Safety, Law and HonestyWeek 1314AI, Society and Your FutureWeek 1415Capstone Guide: Build, Test and Present Your AI AppWeek 1516Glossary & Re-Verification Checklist