Resources
Class Schedule
1st week
02/20 Overview and Introduction
2nd week
02/27 Convolutional Neural Networks
3rd week
03/05 AlexNet: Image Classification with Deep Convolutional Neural Networks
4th week
03/12 ResNet: Deep Residual Learning for Image Recognition
5th week
03/19 Neural Ordinary Differential Equations
6th week
03/26 1st Midterm Project Demonstration & Presentation
7th week
04/02 U-Net: Convolutional Networks for Biomedical Image Segmentation
8th week
04/09 Spring break
9th week
04/16 Foundations of Object Detection
10th week
04/23 YOLO: Unified, Real-time Object Detection
11th week
04/30 2nd Midterm Project Demonstration & Presentation
12th week
05/07 Diffusion Model
13th week
05/14 Diffusion Model
14th week
05/21 Self-Supervised Learning
15th week
05/28 Generative Adversarial Network (GAN)
16th week
06/04 Final Project Demonstration & Presentation
17th week
06/11 Paper Presentation and Discussion
18th week
06/18 Paper Presentation and Discussion