Lectures | Dates | Topic | Notes | Murphy Chapters and Sections |
---|---|---|---|---|

L1-3 | Jan. 18, 23, 25 | Overview | Notes | Ch 1 |

L4-5 | Jan. 30, Feb 1 | Probability Theory I | Notes | Ch 2.1-2.4 |

L6-8 | Feb 6, 8, 13 | Probability Theory II | Notes | Ch 2.4-2.7 |

L9-11 | Feb 15, 20, 22 | Information Theory | Notes | Ch 2.8 |

L11-13 | Feb 22, 27, Mar 1 | Frequentist Statistics I | Notes | Ch 6.3-6.4 |

L14 | Mar 6 | Properties of Estimators, Bias-variance trade-off | Notes | Ch 6.3-6.4 |

L15-16 | Mar 8, 20 | Hypothesis Testing I | Notes | Other sources |

L17 | Mar 22 | Hypothesis Testing II | Notes | Other sources |

L18-19 | Mar 27, 29 | Bayesian Statistics | Notes | Ch 5.1-5.3.1, Ch 3.2.4-3.5.2 |

L20-21 | Apr 3, 5 | Linear Regression | Notes | Ch 7.1-7.5.3 |

L22-23 | Apr 10, 12 | Gaussian models for classification | Notes | Ch 4.2.1-4.2.5, Ch 8.6.3 |

L24-26 | Apr 12, 17, 19 | Logistic Regression, Support Vector Machines | Notes | Ch 8, Ch 14.5 |