Multiple Linear Regression

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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

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11. Screencast: Dummy Variables

Dummy Variable Interpretation

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