AI-First Engineering Cybertraining Spring 2021

Updated On an ongoing Basis

Week 1

Lecture

Our first meeting is 01:10P-02:25P on Tuesday

The zoom will be https://iu.zoom.us/my/gc.fox

We will discuss how to interact with us. We can adjust the course somewhat.

Also as lectures are/will be put on YouTube, we will go to one lecture per week – we will choose day

The Syllabus has a general course description

Please communicate initially by email gcf@iu.edu

This first class discussed structure of class and agreed to have a section on deep learning technology.

We gave Introductory Lecture

Assignments

Week 2

Introduction

We gave an introductory lecture to optimization and deep learning. Unfortunately we didn’t record the zoom serssion but we did make an offline recording with slides IntroDLOpt: Introduction to Deep Learning and Optimization and YouTube

Google Colab

We also went through material on using Google Colab with examples. This is a lecture plus four Python notebooks

with recorded video

First DL: Deep Learning MNIST Example Spring 2021

We now have recorded all the introductory deep learning material

with recorded videos

IntroDLOpt: Introduction to Deep Learning and Optimization

  • Video: IntroDLOpt: Introduction to Deep Learning and Optimization

Opt: Overview of Optimization Spring2021

  • Video: Opt: Overview of Optimization Spring2021

DLBasic: Deep Learning - Some examples Spring 2021

  • Video: DLBasic: Deep Learning - Some examples Spring 2021

DLBasic: Components of Deep Learning Systems

  • Video: DLBasic: Components of Deep Learning Systems

DLBasic: Summary of Types of Deep Learning Systems

  • Video: DLBasic: Summary of Types of Deep Learning Systems

Week 3

Deep Learning Examples, 1

We discussed deep learning examples covering first half of slides DLBasic: Deep Learning - Some examples with recorded video

Week 4

Deep Learning Examples, 2 plus Components

We concluded deep learning examples and covered components with slides Deep Learning: More Examples and Components with recorded video

Week 5

Deep Learning Networks plus Overview of Optimization

We covered two topics in this weeks video

with recorded video

Week 6

Deep Learning and AI Examples in Health and Medicine

We went about 2/3rds of way through presentation AI First Scenarios: Health and Medicine

with recorded video

Week 7

Deep Learning and AI Examples

with recorded video

Week 8

Deep Learning and AI Examples

with recorded video

Week 9

Deep Learning and AI Examples

with recorded video

Week 10

GitHub for the Class project

  • We explain how to use GitHub for the class project. A video is available on YouTube. Please note that we only uploaded the relevant portion. The other half of the lecture went into individual comments for each student which we have not published. The comments are included in the GitHub repository.

Note project guidelines are given here

Video

Week 11

The Final Project

  • We described the gidelines of final projects in Slides
  • We were impressed by the seven student presentations describing their chosen project and approach.

Video

Week 12

Practical Issues in Deep Learning for Earthquakes

We used our research on Earthquake forecasting, to illustrate deep learning for Time Series with slides

Video

Week 13

Practical Issues in Deep Learning for Earthquakes

We continued discussion that illustrated deep learning for Time Series with the same slides as last week

Video

Last modified June 17, 2021 : add aliasses (6b7beab5)