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 | Additional Refs | Notes | Lecture Slides | Scribe Notes |
---|---|---|---|---|---|---|
Pre-requisite | ||||||
1 | 8/27/2018 | Intro to Machine Learning | Original, Annotated | Scribe | ||
2 | 8/29/2018 | Linear Regression | HW0 Assigned | Original, Annotated | Scribe | |
9/3/2018 | LABOR DAY HOLIDAY (NO CLASS) | |||||
3 | 9/5/2018 | Logistic Regression | Original, Annotated | Scribe | ||
4 | 9/10/2018 | Optimization 1 (Primal) | HW0 Due on Tuesday | Original, Annotated | Scribe | |
5 | 9/12/2018 | Optimization 2 (Dual) | HW1 Assigned | Original, Annotated | Scribe | |
6 | 9/17/2018 | Support Vector Machine | Original, Annotated | Tentative Scribe | ||
7 | 9/19/2018 | Multiclass Classification, Kernel Methods | Original, Annotated | Tentative Scribe | ||
8 | 9/24/2018 | Deep Learning 1 (Backpropagation) | HW1 Due on Tuesday | Original, Annotated | Tentative Scribe | |
9 | 9/26/2018 | Deep Learning 2 (Activation Functions, layers) | HW2 Assigned | Original, Annotated | Tentative Scribe | |
10 | 10/1/2018 | Ensemble Methods | Original, Annotated | Tentative Scribe | ||
11 | 10/3/2018 | Structured Prediction -1 (Exhaustive Search, Dynamic Programming) | Original, Annotated | Tentative Scribe | ||
12 | 10/8/2018 | Structured Prediction - 2 (ILP, LP, Message Passing, Graph Cut) | Original, Annotated | Tentative Scribe 1, Tentative Scribe 2 | ||
10/10/2018 | Midterm Review | HW2 Due on Friday | Original, Compressed, Annotated | Tentative Scribe | ||
10/15/2018 | Midterm Exam | |||||
13 | 10/17/2018 | Conditional Random Fields, Structured SVM, Deep Structured Methods) | Original, Compressed, Annotated | N/A | ||
14 | 10/22/2018 | Learning Theory - 1 | Original, Compressed, Annotated | Tentative Scribe | ||
15 | 10/24/2018 | Learning Theory - 2 | HW3 Assigned | Original, Compressed, Annotated | Tentative Scribe | |
16 | 10/29/2018 | PCA, SVD | Original, Compressed, Annotated | Tentative Scribe | ||
17 | 10/31/2018 | K-means | Original, Compressed, Annotated | Tentative Scribe | ||
18 | 11/5/2018 | Gaussian Mixture Models | Original, Compressed, Annotated | Tentative Scribe | ||
19 | 11/7/2018 | Expectation-Maximization (E-M) | HW3 Due, HW4 Assigned | Original, Compressed, Annotated | Tentative Scribe | |
20 | 11/12/2018 | Hidden Markov Models; Intro to GANs | Original, Compressed, Annotated | Tentative Scribe | ||
11/14/2018 | No Class | |||||
11/19/2018 | FALL BREAK: NOV 17-25 | |||||
11/21/2018 | FALL BREAK: NOV 17-25 | |||||
21 | 11/26/2018 | Generative Adversarial Networks / Variational Auto-Encoders | Original, Compressed, Annotated | Tentative Scribe 1, Tentative Scribe 2, Tentative Scribe 3 | ||
22 | 11/28/2018 | Autoregressive Methods | HW5 Assigned, HW4 Due on Friday | Original, Compressed, Annotated | ||
23 | 12/3/2018 | Markov Decision Process | Original, Compressed, Annotated | Tentative Scribe | ||
24 | 12/5/2018 | Q-Learning | Original, Compressed, Annotated | Tentative Scribe | ||
25 | 12/10/2018 | Policy Gradient, Actor-Critic | HW5 Due on Tuesday | Original, Compressed, Annotated | ||
12/12/2018 | Final Review | Last Day of Instruction | Original, Compressed, Annotated | |||
12/14/2018 | Final Exam |