Regression
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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. Neural Network Regression
24. Neural Networks Playground
25. Outro
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25. Outro
Conclusion