GATech IMAT 2021 Workshop

GATech IMAT 2021 Workshop

The following are archived details from the 2021 offering of MI 101 at Georgia Tech, hosted by IMAT.

Schedule

All workshop sessions will run from noon to 2pm Eastern time, on Zoom. If you registered for the workshop, you will receive a Zoom link via your registered email. Each day of the workshop will include some amount of hands-on work during the live session, and Days 1 – 3 will include a take-home Python notebook to solidify skills. Office hours will also be offered outside the workshop hours to provide support on the take-home notebooks.

Date

Topics

Notebooks

1

Friday, Oct. 8

Introduction, data extraction

00 (Day)

Python introduction

01 (Take-home)

2

Saturday, Oct. 9

Data wrangling and tidy data

02 (Day)

Programmatic data management

03 (Take-home)

3

Sunday, Oct. 10

Principles of visualization

(Activity)

Visualizing with plotnine

04 (Take-home)

4

Monday, Oct. 11

ML Fundamentals

05 (Day)

(End of workshop: No take-home notebook!)

(None)

Recordings

Slides

The following table collects slide decks from the workshop.

Day

Topic

Link

1

Introduction: Towards programmatic science

link

1

Orientation for take-home notebooks

link

2

Working with data

link

2

Quick demo: Visualizing data

link

3

The Visual Hierarchy

link

3

Basics of Dimension Reduction

link

4

Intro slides for ML notebook

link

4

Materials Informatics Case Studies

link