Modules Topics covered in this class

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Introduction

1. Introduction

Welcome to EE 645

Soft start: Linear methods

2. Soft start: Linear methods

Basics of linear models

Kernel methods

3. Kernel methods

Kernel methods

High dimensional Gaussians

4. High dimensional Gaussians

High dimensional Gaussians and Gaussian Mixture models

Natural Language Processing

5. Natural Language Processing

Natural Language Processing, Transformers

Learning Theory

6. Learning Theory

Learning Theory