Date
Lecture Topic
Lecture Slides
Supplemental Readings
8/28/19
Perceptron
PDF
9/4/19
CNN Intro
9/9/19
Practical Overview
https://pytorch.org/tutorials/
9/16/19
Normalization and Initialization
Batch Norm
Weight Normalization
Initialization
9/23/19
Visualizing CNNs
9/30/19
YOLO
Slides
YOLOv1
YOLOv2
10/2/19
Two-Stage Detector
RCNN
FastRCNN
10/7/19
SSD
FasterRCNN
Speed/Accuracy Tradeoffs
10/14/19
Architecture Zoo
11/4/19
Auto Encoders Part 1
11/11/19
GANs Part 1
11/13/19
GANs Part 2
11/20/19
STN & Deformable Convolutions
12/2/19
Final Review