7 Generative Models

  • Start: Monday, March 8
  • End: Friday, March 12

7.1 Summary

This week will introduce generative models for classification. More generally, we will discuss some high-level R concepts that should help you when trying to work with new functions in R.

7.2 Learning Objectives

After completing this week, you are expected to be able to:

  • Understand the difference between discriminative and generative models.
  • Use the lda(), qda(), and klaR::NaiveBayes() function in R to fit logistic regressions.
  • Feel comfortable using R functions for classification models that you have not seen previously.

7.4 Video

Title Link Mirror
7.1 - Welcome to Week 07 7.1 - YouTube 7.1 - ClassTranscribe
7.2 - Generative Models 7.2 - YouTube 7.2 - ClassTranscribe
7.3 - A Mental Model for Working in R 7.3 - YouTube 7.3 - ClassTranscribe

7.5 Assignments

Assignment Deadline Credit
Quiz 05 Monday, March 15 100%
Quiz 06 Monday, March 15 105%

7.6 Office Hours

Staff and Link Day Time
Zoom with David Monday 8:00 PM - 9:00 PM
Zoom with Tianyi Monday 9:00 PM - 10:00 PM
Zoom with David Thursday 8:00 PM - 9:00 PM
Zoom with Tianyi Thursday 9:00 PM - 10:00 PM
Piazza Any! Any!