ece285
Description
Schedule
Project Details
Canvas
Piazza
GradeScope
UCSD ECE 285: Introduction to Visual Learning (Spring 2024)
Date
Lecture
Materials
Assignments
Apr 2
Introduction to Visual Learning
Lecture 1
Apr 4
Image Classification: K-NN and Linear Classifier
Lecture 2
Apr 9
Multi-Layer Perceptrons and Back-Propagation
Lecture 3
Assignment 1
Apr 11
Convolutional Neural Networks 1
Lecture 4
Apr 16
Convolutional Neural Networks 2
Lecture 5
Apr 18
Tutorial on Pytorch
Tutorial Notebook
Assignment 2
Apr 23
Image Segmentation and Visualization
Lecture 7
Assignment 1 due
Apr 25
Object Detection
Lecture 8
Apr 30
Recurrent Neural Networks
Lecture 9
May 2
Video Recognition
Lecture 10
Project Proposal Due
May 7
Video Prediction
Lecture 11
Assignment 3
May 9
Self-Attention, Graph Networks, Transformer
Lecture 12
Assignment 2 due
May 14
Vision Transformer
Lecture 13
May 16
Generative Adversarial Networks
Lecture 14
May 21
Conditional GAN and Variational Auto-Encoders
Lecture 15
Assignment 4
May 23
Deep 3D Vision
Lecture 16
Assignment 3 due
May 28
Diffusion Models
Lecture 17
May 30
Multi-Task, Adaptation, Transfer Learning
Lecture 18
June 4
Self-supervised Learning
Lecture 19
June 6
Neural Radiance Fields
Lecture 20
Assignment 4 due