AST 525 (Statistical Machine Learning)
Course Materials:
Outline: (PDF)
Main Text Book: An Introduction to Statistical Learning- with Application in R (PDF)
The Elements of Statistical Learning (PDF)
Lecture Slides:
Slide 1: Introduction; Slide 1extra: ISLR Chapter 1: Introduction, Extra:Linear Algebra
Slide 2: ISLR Chapter 2: Statistical Learning; Slide 2extra: Probability
Slide 3: ISLR Chapter 3: Linear Regression; Slide 3extra: Linear Regression
Slide 4: ISLR Chapter 4: Classification; Slide 4extra1 and 4extra2
Slide 5: ISLR Chapter 5: Resampling
Slide 6: ISLR Chapter 6: Linear Model Extra
Slide 7: ISLR Chapter 7: Non-linear Model
Slide 8: ISLR Chapter 8: Trees
Slide 9: ISLR Chapter 9: svm
Slide 10: ISLR Chapter 10: unsupervised learning
Slide 11: neural networking
R Code:
Assignments:
First Assignment (Submission Date: November 7, 2022)
Second Assignment (Submission Date: February 28, 2022)
Third Assignment (Submission Date: April 24, 2022)