Purdue Deep Learning Summer Workshop 2019

Workshop Information

Day 1, Jul-1, Monday, 1pm - 5pm. EE 170
1pm - 3pm: Python Introduction
Topics: Google Collaboratory. Keras. Tensor Flow. Data Structure. Visualizations.
Slides: Download
Exercise: Download
Instructor: Diyu Yang

3pm - 5pm: Intro to Neural Networks
Topics: Back propagation. Network structures. Normalization. Training and Testing.
Slides: Download
Exercise: Download
Instructor: Tony Allen

Day 2, Jul-2, Tuesday, 1pm - 5pm. EE 170
1pm - 3pm: Reinforcement Learning
Instructor: Prof Greg Buzzard

3pm - 5pm: Adversarial Robustness. Geometry.
Topics: Gradient-based Attacks. Defense. Recent Theoretical Results.
Slides Part 1: Download
Slides Part 2: Download
Instructor: Prof Stanley Chan and Guanzhe Hong

Registration

No registration is needed. Please bring a laptop. Sign up Google Collaboratory.

Pre-requisites

Basic Python. Undergraduate level probability and linear algebra.

Organizing Committee

Prof Stanley Chan
Prof Charles Bouman
Prof Greg Buzzard
Prof Garth Simpson