Correlation And Simple Linear Regression

Teach relationship analysis without causal overclaiming.

Units

1. Unit 08.00: Scatter plots and correlation.
2. Unit 08.01: Pearson and Spearman correlation at a beginner level.
3. Unit 08.02: Simple linear regression with statsmodels.
4. Unit 08.03: Slope, intercept, fitted values, residuals, and R-squared.
5. Unit 08.04: Confidence intervals for model terms.
6. Unit 08.05: Prediction versus explanation.

Module work

• Activity
• Knowledge check
• Summary