STAT 577 — Statistical Learning Theory

Lecture slides for STAT 577, Spring 2026.

Slides

Week	Topic	Link
1	Foundations of Statistical Learning	View
2	Linear Models	View
3	Regularization	View
4–5	Resampling, Model Selection & Conformal Prediction	View
6	Classification	View
7–8	Trees & Ensembles	View
9A	Neural Networks: Intuition	View
11	Neural Networks: Foundations	View
12	Modern Deep Learning	View
15	LLMs and the Frontier	View

Supplementary

Topic	Link
Neural Network Pipeline Diagram	View
Neural Network Backprop Walkthrough	View

Presentation Assignments

View

Instructor

Soumojit Das

WSU, Pullman, WA

Spring, 2026