Week 10 - Model validation and uncertainty quantification

Model validation and uncertainty quantification ✅

Last updated on 26 Nov 2020

Tasks

Watch the videos
Complete the assignments
Complete the readings
(Optional) Fill out surveys:
- What shall we learn in Week 11?
- Got any burning questions you’d like answered before we wrap up the semester?

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	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	Work on projects	No interim deadline
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