Table of contents

• Labs
• Homework
• Lectures
• Resources
• Examples

Labs

• Lab 1

  • Dataframe warmup (raw) (markdown)
  • Homework review (raw) (markdown)

• Lab 2

  • Violation of assumptions (R)

• Lab 3

  • Intro to logistic regression (raw notebook) (html notebook) (R)

• Lab 4

  • Logistic regression with titanic data (R)

• Lab 5

  • Cross validation (raw notebook) (html notebook)

• Lab 6

  • Multilevel linear models (raw notebook) (html notebook) (R)

• Lab 7

  • Regularization (raw notebook) (html notebook)

• Lab 8

Homework

• HW1 (word) (solutions)
• HW2 (word) (solutions)
• HW3 (word) (solutions)
• HW4 (word) (solutions)
• HW5 (word) (solutions)
• HW6 (word) (solutions)

Lectures

• Week 1 (slides)
• Week 2 (slides)
• Week 3 (slides)
• Week 4 (slides)
• Week 5 (slides)
• Week 6 (slides)
• Week 7 (slides)
• Week 8 (slides)

Examples

• Importing data
• Diagnostics