- 01. Intro
- 02. Quiz: Housing Prices
- 03. Solution: Housing Prices
- 04. Fitting a Line Through Data
- 05. Moving a Line
- 06. Absolute Trick
- 07. Square Trick
- 08. Gradient Descent
- 09. Mean Absolute Error
- 10. Mean Squared Error
- 11. Minimizing Error Functions
- 12. Mean vs Total Error
- 13. Mini-batch Gradient Descent
- 14. Absolute Error vs Squared Error
- 15. Linear Regression in scikit-learn
- 16. Higher Dimensions
- 17. Multiple Linear Regression
- 18. Closed Form Solution
- 19. (Optional) Closed form Solution Math
- 20. Linear Regression Warnings
- 21. Polynomial Regression
- 22. Regularization
- 23. Outro