RELATE will be undergoing maintenance starting 9pm on Saturday March 30. It will be available again Sunday morning 6am at the latest. Please plan your work accordingly.
Schedule
(The schedule of topics is tentative and subject to change.)
Slides adapted from CS446-Spring 2018 by Telgarsky and Schwing
Lecture | Date | Topics | References | Assignments | Lecture Slides | Scribe Notes |
---|---|---|---|---|---|---|
1 | 8/26/2020 | Intro to Machine Learning | slides, annotated | |||
2 | 8/28/2020 | Linear Regression | HW0 Assigned (not graded) | slides, annotated | scribe | |
3 | 9/2/2020 | Logistic Regression | slides, annotated | scribe | ||
4 | 9/4/2020 | Optimization 1 (Primal) | slides, annotated | scribe | ||
4+ | 9/9/2020 | Optimization 1 (Primal; part 2) | slides, annotated | scribe | ||
5 | 9/11/2020 | Optimization 2 (Dual) | duality playground | HW1 Assigned | slides, annotated | questions |
6 | 9/16/2020 | Support Vector Machine | slides, annotated | scribe | ||
7 | 9/18/2020 | Multiclass Classification, Kernel Methods | slides, annotated | scribe | ||
8 | 9/23/2020 | Deep Learning 1 (Activation Functions, layers) | slides, annotated | scribe | ||
9 | 9/25/2020 | Deep Learning 2 (Backpropagation) | HW1 Due, HW2 Assigned | slides, annotated | scribe | |
10 | 9/30/2020 | Ensemble Methods | slides, annotated | scribe | ||
11 | 10/2/2020 | Learning Theory - 1 | slides, annotated | scribe | ||
12 | 10/7/2020 | Learning Theory - 2 | slides, annotated | scribe | ||
10/9/2020 | Midterm Review | HW2 Due | slides, annotated | |||
10/14/2020 | Midterm Exam | Midterm | ||||
13 | 10/16/2020 | Structured Prediction | HW3 Assigned | slides, annotated | scribe | |
14 | 10/21/2020 | PCA, SVD | slides, annotated | scribe from last year | ||
15 | 10/23/2020 | K-means | slides, annotated | scribe | ||
16 | 10/28/2020 | Gaussian Mixture Models | HW3 Due | slides, annotated | scribe from last year | |
17 | 10/30/2020 | Expectation-Maximization (E-M) | HW4 Assigned | slides, annotated | scribe from last year | |
18 | 11/4/2020 | Hidden Markov Models; Density Estimation | slides, annotated | scribe | ||
19 | 11/6/2020 | Generative Adversarial Networks | slides, annotated | scribe | ||
20 | 11/11/2020 | Variational Auto-Encoders | HW4 Due | slides, annotated | scribe | |
21 | 11/13/2020 | Autoregressive Methods | HW5 Assigned | slides, annotated | scribe | |
22 | 11/18/2020 | Markov Decision Process | slides, annotated | scribe from last year | ||
23 | 11/20/2020 | CANCELLED | ||||
11/25/2020 | FALL BREAK: NOV 23 - DEC 1 | |||||
11/27/2020 | FALL BREAK: NOV 23 - DEC 1 | |||||
24 | 12/2/2020 | Q-Learning | HW5 Due | slides, annotated | scribe | |
25 | 12/4/2020 | Policy Gradient, Actor-Critic | slides, annotated | scribe | ||
12/9/2020 | Final Review | Last Day of Instruction | slides, annotated | |||
12/17/2020 | Final Exam | Final |