Schedule

Event

Date

Description

Course Material
Lecture

06/10/2025
Tuesday

Overview
[notes] [slides]
Readings:
- PML: Chapter 1
- PRML: Chapter 1
Lecture

06/12/2025
Thursday

ML Foundations
[notes] [slides]
Readings:
- PML: Chapter 4.3, 4.5
- Lecture notes from Cornell
Assignment

06/12/2025
Thursday

HW 1 Released!

[HW 1]
Lecture

06/17/2025
Tuesday

Linear Regression
[notes] [slides]
Readings:
- PML: Chapter 11.1-11.4
Holiday

06/19/2025
Thursday

Juneteenth. No class.
Lecture

06/24/2025
Tuesday

Optimization Basics
[notes] [slides] [Matrix Calculus] [Jupyter Notebook]
Readings:
- PML: Chapter 8.1, 8.2, 8.4
Lecture

06/26/2025
Thursday

Logistic Regression
[notes] [slides]
Due

06/27/2025 23:59
Friday

HW 1 Due
Lecture

07/01/2025
Tuesday

Support Vector Machines (I)
Lecture

07/03/2025
Thursday

Support Vector Machines (II)
Lecture

07/03/2025
Thursday

Kernels
Exam

07/15/2025 08:00
Tuesday

Midterm
Exam

08/15/2025 08:00
Friday

Final Exam
- 4:30 PM - 6:30 PM, SHL 105