Skip to Content
Eberly College of Science
STAT 897D
Applied Data Mining and Statistical Learning
Home
Search Course Materials
Navigation
Start Here!
Welcome to STAT 897D - Applied Data Mining and Statistical Learning
Search Course Materials
Lessons
Lesson 1(a): Introduction to Data Mining
Lesson 1 (b): Exploratory Data Analysis (EDA)
Lesson 2: Statistical Learning and Model Selection
Lesson 3 : Linear Regression
Lesson 4: Variable Selection
Lesson 5: Regression Shrinkage Methods
Lesson 6: Principal Components Analysis
Lesson 7: Dimension Reduction Methods
Lesson 8: Modeling Non-linear Relationships
Lesson 9: Classification
Lesson 10: Support Vector Machines
Lesson 11: Tree-based Methods
Lesson 12: Cluster Analysis
Resources
Analysis of German Credit Data
Analysis of Wine Quality Data
Analysis of Classification Data
Final Project - Sample Work
