Lecture |
Date |
What was
covered |
Lecture Notes and other info |
1 |
Jan. 26 |
Introduction: Linear Regression (1) |
Fit1 |
2 |
Jan.31 |
Linear Regression (2) |
Fit2 |
3 |
Feb. 2 |
Linear Regression (3), PCA (1) |
Fit3, PCA_ICA |
4 |
Feb. 7 |
PCA (2), ICA |
PCA_ICA, assignment 1 due |
5 |
Feb. 9 |
Agent based Simulations of ODEs |
Agents based Simulation |
6 |
Feb.14 |
SI models |
SI, assignment 2 due |
7 |
Feb.16 |
SIR models |
SIR |
8 |
Feb.21 |
Calibration of SIR (1) |
Calib SIR (1) |
9 |
Feb.23 |
Calibration of SIR (2) |
Calib SIR (2), assignment 3 due |
10 |
Feb.28 |
SEIR Models |
SEIR |
11 |
Mar. 2 |
SEIR (2) , Optimizations |
Optimizations, assignment 4 due |
12 |
Mar. 7 |
Models in Epidemiology |
Review |
13 |
Mar. 9 |
|
Project One Presentations |
14 |
Mar.14 |
|
Project One Presentations |
15 |
Mar.16 |
|
Project One Presentations |
- |
|
March 20-24 |
Spring Break |
16 |
Mar.28 |
Graphs: Adjacency and Laplacian; Erdos-Reny Random Graphs |
Graphs , movie |
17 |
Mar.30 |
Random Graphs |
ER and SBM , Phase Transitions in ER Model (supplemental) |
18 |
Apr. 4 |
Geometric Graphs Embeddings |
Full data , Partial data |
19 |
Apr. 6 |
Cheegar Constant and Spectral Gap |
Spectral Theory |
20 |
Apr.11 |
Alignment Problems |
Registration , assignment 5 due |
21 |
Apr.13 |
Community Detection |
Graph Partitions |
22 |
Apr.18 |
Visualizations and Rigid Transformations |
Motions , assignment 6 due |
23 |
Apr.20 |
Embeddings |
Laplacian Eigenmaps |
24 |
Apr.25 |
Embeddings |
Isomap , assignment 7 due |
25 |
Apr.27 |
Geometric and Random Graph Theory Recap |
Review |
26 |
May. 2 |
|
Project Two Presentations |
27 |
May. 4 |
|
Project Two Presentations |
28 |
May. 9 |
|
Project Two Presentations |
29 |
May.11 |
|
Project Two Presentations |