CS540 Introduction to Artificial Intelligence

CS540, Spring 2022

Department of Computer Sciences

University of Wisconsinâ€“Madison

Date | Topic | Materials | Assignments |
---|---|---|---|

Tuesday, Jan 25 | Welcome and Course Overview | Slides, Python Crash Course (self-study) | HW1 Release |

Thursday, Jan 27 | Probability | Slides | |

Tuesday, Feb 1 | Linear Algebra and PCA | Slides | HW1 Due, HW 2 Release |

Thursday, Feb 3 | Statistics and Math Review | Slides | |

Tuesday, Feb 8 | Introduction to Logic | Slides | HW3 release |

Thursday, Feb 10 | Natural Language Processing | Slides | |

Tuesday, Feb 15 | Machine Learning: Introduction | Slides | |

Thursday, Feb 17 | Machine Learning: Unsupervised Learning I | Slides | |

Tuesday, Feb 22 | Machine Learning: Unsupervised Learning II | Slides | HW4 release |

Thursday, Feb 24 | Machine Learning: Linear regression | Slides | |

Tuesday, March 1 | Machine Learning: K - Nearest Neighbors & Naive Bayes | Slides | HW5 release |

Thursday, March 3 | Machine Learning: Neural Network I (Perceptron) | Slides | |

Tuesday, March 8 | Machine Learning: Neural Network II | Slides | HW6 release |

Thursday, March 10 | Machine Learning: Neural Network III | Slides | |

MIDTERM EXAM March 10 |
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Tuesday, March 22 | Deep Learning I | Slides | |

Thursday, March 24 | Deep Learning II | Slides | HW6 due; HW7 release |

Tuesday, March 29 | Deep Learning III | Slides | |

Thursday, March 31 | Deep Learning and Neural Network's Summary | Slides | |

Tuesday, April 5 | Game I | Slides | |

Thursday, April 7 | Game II | Slides | HW8 release |

Tuesday, April 12 | Search I: Un-Informed search | Slides | |

Thursday, April 14 | Search II: Informed search | Slides | HW 9 release |

Tuesday, April 19 | Advanced Search Algorithms | Slides | |

Thursday, April 21 | Introduction to Reinforcement Learning - I | Slides | |

Tuesday, April 26 | Introduction to Reinforcement Learning - II | Slides | HW10 release |

Thursday, April 28 | RL & Search SummaryI | ||

Tuesday, May 3 | Ethics of AI | Slides[Short version] | |

Thursday, May 5 | AI in the Real World | Slides | |

FINAL EXAM: May 9 at 12:25-2:25pm |