Simple Linear Regression

1. Mathematical foundations of linear regression
2. Implementing regression from scratch
3. MicroSim: Interactive regression line fitting
4. Interpreting coefficients and model output
5. Assumptions of linear regression
6. Residual analysis and diagnostics
7. Making predictions with linear models