CS 189/289A: Intro to Machine Learning

UC Berkeley, Spring 2026

Wheeler 150, Tuesdays and Thursdays 2pm-3:30pm

Jennifer Listgarten profile photo

Jennifer Listgarten

Course staff email: cs189-instructors@berkeley.edu. This email is monitored by the instructors, the head TAs, and a few lead TAs.

Welcome to Week 3 of CS 189/289A!

If you need access to Ed or Gradescope, please fill out this form.

Schedule

Wk. Date Lecture Recommended Reading Sections HW
1 Tue
Jan 20
1. Introduction + ML problem framing
PDF
No Section
Thu
Jan 22
2. Data Tools
PDF / Video
2 Tue
Jan 27
3. Machine Learning Mechanics - Terminology and Techniques
PDF / Video
1. Discussion

PDF Solutions Walkthrough

Homework 1
(due Fri Feb 20)

Part 1: Written / Part 1: Coding / Part 2: Coding
Thu
Jan 29
4. Clustering, Probability Review
PDF / Video
3 Tue
Feb 03
5. MLE and Multivariate Gaussians
PDF / Video
2. Discussion

PDF Solutions Walkthrough

Thu
Feb 05
6. Multivariate Gaussians & Mixture of Gaussians
PDF / Video
Chapter 2.1, 2.2, 2.3.1, 2.3.2, 2.3.3. 3.1, 3.2.1. 15.1, 15.2
4 Tue
Feb 10
7. Mixture of Gaussians & Linear Regression
PDF / Video
Chapter 1.2.1, 1.2.2, 1.2.3. 4.1.1, 4.1.4 3. Discussion

PDF

Thu
Feb 12
 
5 Tue
Feb 17
Thu
Feb 19
 
6 Tue
Feb 24
Thu
Feb 26