Week 10 - Model validation and uncertainty quantification

Model validation and uncertainty quantification ✅

Tasks

Videos

You have two options for watching the course videos, on YouTube or on MediaHopper. You can also find a playlists for all course videos on YouTube here and on MediaHopper here.

No.
Title
YouTube
MediaHopper
Slides
Length
1 Keeping up with IDS: Week 10 6:54
2 Cross validation 44:20
3 AE - The Office, Part 1 30:45
4 AE - The Office, Part 2 19:53
5 Quantifying uncertainty 28:50
6 Bootstrapping 15:06

Assignments

Assignment
Title
Due
Due this week
Lab 07 Work on projects Tue, 24 Nov, 16:00 UK
Feedback Peer evaluation 03 (emailed via TEAMMATES) Wed, 25 Nov, 16:00 UK
HW 04 Potpourri Thur, 26 Nov, 16:00 UK
OQ 09 Modeling overview Sun, 29 Nov, 23:59 UK
Due next week
Lab 08 to be posted Tue, 1 Dec, 16:00 UK
Project Project Fri, 4 Dec, 10:00 UK

Readings

📄 tidymodels: Evaluate your model with resampling Required
📖 IMS: Chp 5.2 - Bootstrap confidence intervals Required

Code-along

This week we discussed making slides with xaringan and tips for presentations.

Recording      
Session artifacts Designing a slide deck

Interactive R tutorials

The following are interactive R tutorials, designed to give you more practice with R. These are optional, but they will show up in your next homework assignment, so you should gain familiarity with it. If you’re struggling with any of the topics covered this week, we strongly recommend you work through the interactive tutorials.

Exploring the GSS Related to HW 05
Bootstrapping the GSS Related to HW 05