EE 645

Modules Topics covered in this class

For any module not marked as “Coming Soon”, click on it to go to a page containing details.

Introduction

1. Introduction

Welcome to EE 645

Mon, Jan 13 - Mon, Jan 13
Soft start: Linear methods

2. Soft start: Linear methods

Basics of linear models (focus on visualizations and logistic regression)

Mon, Jan 13 - Wed, Jan 22
Kernel methods

3. Kernel methods

Kernel methods

Wed, Jan 24 - Wed, Feb 21
High dimensional Gaussians

4. High dimensional Gaussians

High dimensional Gaussians and Gaussian Mixture models

Mon, Mar 3 - Mon, Mar 17
Large Language Models

5. Large Language Models

Transformers and in-context learning

Mon, Mar 25 - Mon, Apr 8
Learning Theory

6. Learning Theory

Learning Theory

Wed, Apr 10 - Mon, Apr 22