Artificial Intelligence Resources
Courses
Sebastien Thrun's AI lectures
| Lecture Number | Topic |
|---|---|
| 1w, 1 | Introduction |
| 1w, 3 | Applications of AI |
| 1w, 4 | Terminology |
| 1w, 5 | Checkers Answer |
| 1w, 6 | Poker |
| 1w, 7 | Poker Answer |
| 1w, 8 | Robotic Car |
| 1w, 9 | Robotic Car Answer |
| 1w, 10 | AI and Uncertainty |
| 1w, 11 | Examples of AI in Practice |
| 1w, 12 | Chinese Translation Answer |
| 1w, 13 | Chinese Translation Answer 2 |
| 1w, 14 | Chinese Translation Answer 3 |
| 1w, 15 | Congratulations, End Unit 1 |
| 2w, 1 | Introduction, Unit 2 |
| 2w, 2 | Route Finding Question |
| 2w, 3 | Route Finding |
| 2w, 4 | Tree Search |
| 2w, 5 | Tree Search Answer |
| 2w, 6 | Graph Search |
| 2w, 7 | Graph Search Answer |
| 2w, 8 | Graph Search Answer |
| 2w, 9 | More Graph Search |
| 2w, 10 | Graph Search Answer |
| 2w, 11 | Graph Search Termination |
| 2w, 12 | Uniform Cost Search |
| 2w, 13 | Uniform Cost Search |
| 2w, 14 | Uniform Cost Search |
| 2w, 15 | Uniform Cost Search |
| 2w, 16 | Uniform Cost Termination |
| 2w, 17 | Uniform Cost Termination Answer |
| 2w, 18 | Depth Search First |
| 2w, 19 | Search Optimality Answer |
| 2w, 20 | Storage Requirements, Completeness |
| 2w, 21 | Completeness Answer |
| 2w, 22 | More on Uniform Cost Search |
| 2w, 23 | A-Star Search |
| 2w, 23 | A-Star Search ANSWER |
| 2w, 24 | A-Star Second Question |
| 2w, 25 | A-Star Third Question |
| 2w, 26 | A-Star Fourth Question |
| 2w, 26 | A-Star Fourth Question ANSWER |
| 2w, 27 | A-Star Fifth Question |
| 2w, 28 | Optimistic Heuristics |
| 2w, 29 | State Spaces |
| 2w, 30 | State Spaces ANSWER |
| 2w, 30 | State Space Diagram and More Complexity |
| 2w, 30 | State Space Diagram and More Complexity ANSWER |
| 2w, 31 | Sliding Blocks Puzzle |
| 2w, 31 | Sliding Blocks Puzzle ANSWER |
| 2w, 32 | Where is the Intelligence |
| 2w, 33 | What Can't Search Do |
| 2w, 34 | Note on Implementation |
| 3w, 1 | Introduction |
| 3w, 2 | Probabilities |
| 3w, 3 | Dependence |
| 3w, 4 | What We Learned |
| 3w, 5 | Weather Quiz |
| 3w, 5 | Answer |
| 3w, 6 | Cancer Quiz |
| 3w, 6a | Cancer Quiz Answer (a) |
| 3w, 6b | Cancer Quiz Answer (b) |
| 3w, 6c | Cancer Quiz Answer (c) |
| 3w, 6d | Cancer Quiz Answer (d) |
| 3w, 7 | Bayes Rule |
| 3w, 7a | Bayes Rule Graphically |
| 3w, 7b | Bayes Rule Answer |
| 3w, 8 | More Complex Bayes Networks |
| 3w, 8a | Two Test Cancer Example |
| 3w, 8b | Two Test Cancer Answer |
| 3w, 8c | Two Test Cancer Question |
| 3w, 8d | Two Test Cancer Answer |
| 3w, 9 | Conditional Independence |
| 3w, 9a | Conditional Independence Answer |
| 3w, 9b | Conditional Independence (b) |
| 3w, 9c | Answer |
| 3w, 9d | Absolute vs Conditional Independence |
| 3w, 9e | Answer |
| 3w, 10 | Different Type of Bayes Network |
| 3w, 10a | Answer |
| 3w, 11 | Explaining Away |
| 3w, 11a | Answer |
| 3w, 11b | Explaining Away Question |
| 3w, 11c | Explaining Away Answer |
| 3w, 11d | Question |
| 3w, 11e | Answer |
| 3w, 11f | Conclusion |
| 3w, 12 | General Bayes Networks |
| 3w, 13 | D-Separation |
| 3w, 13a | Answer |
| 3w, 13b | D-Separation Example |
| 3w, 13c | Answer |
| 3w, 13d | D-Separation General Definition |
| 4w, 1 | Probabilistic Inference |