Week 5

Overview

Learning Goals

• Review the “4 Horseman” of inference:
  • Monte-Carlo simulation (assumptions)
  • Bootstrap (resampling with replacement)
  • Permutation (shuffling)
  • Cross-validation (generalization)
• Understand the General Linear Model (GLM)
• Understand the Ordinary-Least-Squares (OLS) estimator

Slides

TipSlides Tues Feb 3

Mentioned References

• Linear Regression Visual Walkthrough