STAT2450 - Introduction to Data Mining with R

Office Hours

Fridays 11:30 - 12:30, in the office 328 of Chase Building.

Thursdays 13:30 - 15:00, same office.

Notes

• Syllabus
• Introduction and R setup
• R Programming basics
• Data visualization with R
• R exercise: kNN and Implementation
• Statistical Learning
• Linear Regression
• Classification
• Resampling
• Model Selection and Regularization
• Tree-Based Methods
• Review: Function List

Assignments

• Assignment 1 (pdf)       rmarkdown file     word file      solution
• Assignment 2(pdf)       rmarkdown file     word file      solution
• Assignment 3(pdf)       rmarkdown file     word file      solution
• Assignment 4(pdf)       rmarkdown file     word file     solution

Exams

Schedule: Saturday, April 8th, 11:00 am -- Sunday, April 9th, 13:00 pm

• Final Exam(pdf)       rmarkdown file     word file