

Prerequisite 




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 
Kmeans 


Original, Compressed, Annotated 
Tentative Scribe 
18 
11/5/2018 
Gaussian Mixture Models 


Original, Compressed, Annotated 
Tentative Scribe 
19 
11/7/2018 
ExpectationMaximization (EM) 

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 1725 





11/21/2018 
FALL BREAK: NOV 1725 




21 
11/26/2018 
Generative Adversarial Networks / Variational AutoEncoders 


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 
QLearning 


Original, Compressed, Annotated 
Tentative Scribe 
25 
12/10/2018 
Policy Gradient, ActorCritic 

HW5 Due on Tuesday 
Original, Compressed, Annotated 


12/12/2018 
Final Review 

Last Day of Instruction 
Original, Compressed, Annotated 


12/14/2018 
Final Exam 



