- 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. Quiz: Absolute and Square Trick
- 09. Gradient Descent
- 10. Mean Absolute Error
- 11. Mean Squared Error
- 12. Quiz: Mean Absolute & Squared Errors
- 13. Minimizing Error Functions
- 14. Mean vs Total Error
- 15. Mini-batch Gradient Descent
- 16. Quiz: Mini-Batch Gradient Descent
- 17. Absolute Error vs Squared Error
- 18. Linear Regression in scikit-learn
- 19. Higher Dimensions
- 20. Multiple Linear Regression
- 21. Closed Form Solution
- 22. (Optional) Closed form Solution Math
- 23. Linear Regression Warnings
- 24. Polynomial Regression
- 25. Quiz: Polynomial Regression
- 26. Regularization
- 27. Quiz: Regularization
- 28. Feature Scaling
- 29. Outro