Overview

HW 3

Available: Wed Feb 12th (by Midnight)
Due: Mon, Feb 24th (by Midnight)

Weekly Plan: Regression

📚 Monday Feb 10th

• The General Linear Model and Ordinary-Least-Squares with numpy

• Univariate regression with statsmodels

Tuesday Feb 11th

• HW 2 Review

• Multiple regression with statsmodels

Wednesday Feb 12th

• Regression review

• Analytic parameter uncertainty and inference

• Resampled uncertainty and inference

Readings

• Data Analysis: A Model Comparison Approach

  • Chapter 2: Error & Parameter Estimates (from last week)

  • Chapter 4: Statistical Inferences About Parameter Values (from last week)

  • Chapter 5: Simple Regression

• Regression and Other Stories

  • Chapter 3: Math and Probability Basics Review

  • Chapter 4: Statistical Inference

  • Chapter 6: Regression Background

  • Chapter 8: Fitting Regression Models

  • 10 quick tips to improve your regression modeling

• The Truth about Linear Regression