Application of Artificial IntelligenceInstructor: Rajesh Rao
Textbook: Stuart Russell & Peter Norvig, Artificial Intelligence A Modern Approach, Third edition
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Topics & Lecture Notes | Readings |
| Introduction 2 slides/page 1 slide/page | Russell & Norvig, Chapters 1-2 |
| Problem Solving using Search 2 slides/page 1 slide/page | Russell & Norvig, Chapters 3-5 (3,4,6 in 2nd ed) |
| Adversarial Search, Logic and Reasoning 2 slides/page 1 slide/page | Russell & Norvig, Chapters 8-9 |
| Logic, Uncertainty and Probabilistic Reasoning 2 slides/page 1 slide/page | Russell & Norvig, Chapters 13-14 |
| Invited lecture: Dieter Fox (Director, Intel Seattle Lab) Probabilistic Reasoning and Applications | Russell & Norvig, Chapters 14-15 |
| Supervised Learning: Classification and Regression 2 slides/page 1 slide/page | Russell & Norvig, Chapter 18 |
| Unsupervised Learning, Applications in Vision 2 slides/page 1 slide/page Applications in Robotics | Russell & Norvig, Chapters 20, 24, 25 |
Machine learning applications in industry | Talk Highlights and Useful Links: SnapTell Mobile Visual Search AdSense NetFlicks Competition Random Projections Random Forests CRM114 Email/Data Filtering Software |
| Overview: AI - Past, Present, and Future. 2 slides/page 1 slide/page | Russell & Norvig, Chapters 22, 26, 27 |
