CS540 Introduction to Artificial Intelligence

CS540 section 1, Fall 2021

Department of Computer Sciences

University of Wisconsinâ€“Madison

Date | Topic | Reading materials | Assignments |
---|---|---|---|

Tuesday, Sept 14 | Course Overview | Slides, Python Crash Course (self-study) |
HW1 Released |

Thursday, Sept 16 | Probability | Slides, Slides with Quizzes | |

Tuesday, Sept 21 | Statistics and Linear Algebra Review | Slides, Slides with Quizzes | HW1 Due; HW2 Released |

Thursday, Sept 23 | Introduction to Logic | Slides, Slides with Quizzes | |

Tuesday, Sept 28 | Natural Language Processing | Slides, Slides with Quizzes | HW2 Due; HW3 Released |

Thursday, Sept 30 | Machine Learning: Introduction | Slides, Slides With Quizzes | |

Tuesday, Oct 5 | Machine Learning: Unsupervised Learning I | Slides, Slides With Quizzes | HW3 Due; HW4 Released |

Thursday, Oct 7 | Machine Learning: Unsupervised Learning II | Slides, Slides With Quizzes | |

Tuesday, Oct 12 | Machine Learning: Linear Regression | Slides, Slides with Quizzes | HW4 Due; HW5 Released |

Thursday, Oct 14 | Machine Learning: K - Nearest Neighbors & Naive Bayes | Slides, Slides with Quizzes | |

Tuesday, Oct 19 | Machine Learning: Neural Network I (Perceptron) | Slides, Slides with Quizzes | HW5 Due; HW6 Released |

Thursday, Oct 21 | Machine Learning: Neural Network II | Slides, Slides With Quizzes | |

Tuesday, Oct 26 | Machine Learning: Neural Network III | Slides, Slides With Quizzes | |

MIDTERM EXAM: Thursday, Oct 28 |
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Tuesday, Nov 2 | Machine Learning: Deep Learning I | Slides, Slides with Quizzes and Notes | |

Thursday, Nov 4 | Machine Learning: Deep Learning II | Slides, Slides with Quizzes and Notes | HW6 Due; HW7 Released |

Tuesday, Nov 9 | Review and Discussion on Neural Networks and Deep Learning | Slides, Slides with Quizzes and Notes | |

Thursday, Nov 11 | Search I: Un-Informed search | Slides, Slides with Quizzes and Notes | |

Tuesday, Nov 16 | Search II: Informed search | Slides, Slides with Quizzes and Notes | HW7 Due; HW8 Released |

Thursday, Nov 18 | Advanced Search and Review on Search | Slides, Slides with Quizzes and Notes | |

Tuesday, Nov 23 | Game I | Slides, Slides with Quizzes and Notes | HW8 Due; HW9 Released |

Thursday, Nov 25 | Happy Thanksgiving! (No class) | ||

Tuesday, Nov 30 | Game II | Slides, Slides with Quizzes and Notes | |

Thursday, Dec 2 | Reinforcement Learning I | HW9 Due; HW10 Released | |

Schedule below is tentative |
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Tuesday, Dec 7 | Reinforcement Learning II | ||

Thursday, Dec 9 | Review on Game and Reinforcement Learning | ||

Tuesday, Dec 14 | Ethics and Trust in AI | HW10 Due | |

FINAL EXAM: TBD |