- 01. Video: Introduction
- 02. Video: Multiple Linear Regression
- 03. Screencast: Fitting A Multiple Linear Regression Model
- 04. Notebook + Quiz: Fitting A MLR Model
- 05. Screencast + Text: How Does MLR Work?
- 06. Video: Multiple Linear Regression Model Results
- 07. Quiz: Interpreting Coefficients in MLR
- 08. Video: Dummy Variables
- 09. Text: Dummy Variables
- 10. Dummy Variables
- 11. Screencast: Dummy Variables
- 12. Notebook + Quiz: Dummy Variables
- 13. Video: Dummy Variables Recap
- 14. [Optional] Notebook + Quiz: Other Encodings
- 15. Video: Potential Problems
- 16. [Optional] Text: Linear Model Assumptions
- 17. Screencast: Multicollinearity & VIFs
- 18. Video: Multicollinearity & VIFs
- 19. Notebook + Quiz: Multicollinearity & VIFs
- 20. Video: Higher Order Terms
- 21. Text: Higher Order Terms
- 22. Screencast: How to Add Higher Order Terms
- 23. Video: Interpreting Interactions
- 24. Text: Interpreting Interactions
- 25. Notebook + Quiz: Interpreting Model Coefficients
- 26. Video: Recap
- 27. Text: Recap