# 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 |