Deep Learning for Computer Vision

Lecture 1

Course Introduction

Lecture 2

Image Classification

Lecture 3

Linear Classifiers

Lecture 4

Regularization Optimization

Lecture 5

Neural Networks

Lecture 6

Backpropagation

Lecture 7

Convolutional Networks

Lecture 8

CNN Architectures I

Lecture 9

Training Neural Networks I

Lecture 10

Training Neural Networks II

Lecture 11

CNN Architectures II

Lecture 12

Deep Learning Software

Lecture 13

Object Detection

Lecture 14

Object Detectors

Lecture 15

Image Segmentation

Lecture 16

Recurrent Networks

Lecture 17

Attention

Lecture 18

Vision Transformers

Lecture 19

Generative Models I

Lecture 20

Generative Models II

Lecture 21

Visualizing Models Generating Images

Lecture 22

Self-Supervised Learning

Lecture 23

3D vision

Lecture 24

Videos