Feel free to submit pull requests
when you find my typos or have comments. The covered materials are by no means an exhaustive list of machine learning, but are contents that we have taught or plan to teach in my machine learning introductory course.

**The lecture schedule below is tentative and is continually subject to change; We will move at whatever pace we find comfortable. **

No. | Date | Week | Title | Lecture | Lecture Version |
Extra Content |
Assignment Out |
Assignment In (Due) |
Notes |
---|---|---|---|---|---|---|---|---|---|

0 | Jan, 16 | W0 | Logistics Announcements (Please click!) | ExtraPDF | PDF of Quiz0 for minimal background test | ||||

1 | Jan, 18 | W1 | Introduction | Slide | current | ||||

2 | Jan, 23 | W2 | Algebra Review | Slide | current | ExtraPDF | HW1 | Useful | |

3 | Jan, 25 | W2 | Linear Regression | Slide | Current | ||||

4 | Jan, 30 | W3 | Optimization for LR | Slide | Current | ||||

5 | Feb, 1 | W3 | Optimization for LR | Slide | Current | Useful | |||

6 | Feb, 6 | W4 | Nonlinear Regression | Slide | Current | ||||

7 | Feb, 8 | W4 | Linear Prediction with Regularization | Slide | Current | ExtraPDF | HW2 | HW1 (due on Sun) | Optimization as extra |

8 | Feb, 13 | W5 | Feature Selection | Slide | Current | ||||

9 | Feb, 15 | W5 | Review Regression | Slide | Current | ||||

10 | Feb, 20 | W6 | Supervised Classification | Slide | Current | ExtraPDF | |||

11 | Feb, 22 | W6 | KNN and Theory | Slide | Current | ExtraPDF | Useful about Model Complexity | ||

12 | Feb, 23 | W7 | Probability Review | Slide | Current | HW2 (due on Sun) | |||

13 | Mar, 1 | W7 | Midterm | HW3 out | Midterm | Midterm | |||

14 | Mar, 13 | W9 | MLE | Slide | Current | ||||

15 | Mar, 15 | W9 | Logistic Regression | Slide | Current | ExtraPDF | |||

16 | Mar, 20 | W10 | NN and Deep Learning | Slide | current | ||||

17 | Mar, 22 | W10 | PCA | Slide | Current | ||||

18 | Mar, 23 | W10 | Survey Advanced DNN | Slide | current | ||||

19 | Mar, 27 | W11 | SVM | Slide | current | ExtraPDF | HW4 | ||

20 | Mar, 29 | W11 | SVM | Slide | current | ExtraPDF | HW3 due on Sat | Useful about VC Dimension | |

21 | Apr, 3 | W12 | SVM | Slide | current | ExtraPDF | |||

22 | Apr, 5 | W12 | Generative Classification | Slide | Current | ||||

23 | Apr, 10 | W13 | NaiveBC Text | Slide | Current | HW5 | HW4 due | Useful | |

24 | Apr, 12 | W13 | GaussianBC | Slide | current | ExtraPDF | Extra Gen vs. Dis Classifier | ||

25 | Apr, 17 | W14 | DecisionTree and RF | Slide | current | ||||

26 | Apr, 19 | W14 | Clustering Hier | Slide | current | ||||

27 | Apr, 24 | W15 | Clustering Partition | Slide | current | ExtraPDF | HW6 | HW5 due | |

28 | Apr, 26 | W15 | Clustering GMM | Slide | current | ExtraPDF | |||

29 | May, 1 | W16 | Review | Slide | current | HW6 due on May 9th | |||

30 | May, 3 | W16 | Final Exam | HW6 due on May 9th |