Schedule

Event

Date

Description

Course Material
Lecture

07/27/2025
Sunday

(foml-00) Course logistics
[slides]
Lecture

07/28/2025
Monday

(foml-01) ML and Learning Paradigms
[slides]
Suggested Reading
- Chapter 1.0 and 1.1 from Bishop
- Chapter 1.1 to 1.4 from UML book
Lecture

07/30/2025
Wednesday

(foml-02) Probability Refresher - 1
[slides] [annotated-slides]
Suggested Reading
- Chapter 1.2.0 and 1.2.1 from Bishop
Lecture

07/31/2025
Thursday

(foml-03) Probability Refresher - 2
[slides] [annotated-slides]
Suggested Reading
- Chapter 1.2.2 and 1.2.4 from Bishop
Lecture

08/06/2025
Wednesday

(foml-04) MLE
[slides] [annotated-slides]
Suggested Reading
- Chapter 1.2.3 to 1.2.5 from Bishop
Lecture

08/07/2025
Thursday

(foml-05) MAP and Fully Bayesian Treatment
[slides] [annotated-slides]
Suggested Reading
- Chapter 1.2.5 and 1.2.6 from Bishop
Lecture

08/11/2025
Monday

(foml-06) Linear Regression with Basis functions
[slides] [annotated-slides]
Suggested Reading
- Chapter 3.1 from Bishop