# DSC 190 – Representation Learning

# This Week

## Finals Week

Final Exam on Monday, Jun 06

# Week 10

## Conclusion

### Lecture 17 — Conclusions

- 🎞️ Slides Not yet posted...

# Week 9

## CNNs

### Lecture 16 — Convolutional Neural Networks

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

# Week 8

## Neural Networks II

### Lecture 14 — More Backprop + Activation Functions

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Lecture 15 — Deep Learning

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 7

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 7

## Neural Networks I

### Lecture 12 — Neural Networks

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Lecture 13 — Convexity

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 6

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 6

## Manifold Learning

### Lecture 10 — Spectral Embeddings

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Lecture 11 — Nonlinear Dimensionality Reduction

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 5

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 5

## PCA

### Lecture 9 — PCA, Part II

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 4

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 4

## Eigenvalues and Eigenvectors

### Lecture 7 — Eigenvectors

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Lecture 8 — PCA, Part I

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 3

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 3

## K-Means & RBF Networks

### Lecture 5 — K-Means Clustering

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Lecture 6 — What is a matrix?

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 2

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 2

## Basis Functions

### Lecture 3 — Basis Functions

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Lecture 4 — RBF Networks

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)

### Discussion 1

- 5:00 pm on Wednesday
- in MANDE B-210
- Discussion Notebook
- Solutions

# Week 1

## Introduction

### Welcome to DSC 190 - Representation Learning!

Here is how to get started:

- Read the syllabus.
- Join our
Campuswire
and
Gradescope
with the email invitations you received earlier this week. If
you didn't receive an email, you can use access code
`4180`

for Campuswire and`GE4VYB`

for Gradescope. - The first lecture will be on Tuesday in MANDE B-210 at 12:30 pm. Attendance is optional, and lectures will be recorded and posted to podcasts.ucsd.edu.
- There is no discussion in Week 01!

See you in lecture!

### Lecture 2 — Linear Predictors

- 🎞️ Slides
- 🎥 Videos (also at podcast.ucsd.edu)