- 01. Video: Introduction
- 02. Video: Introduction to Machine Learning
- 03. Quiz: Machine Learning Big Picture
- 04. Video: Introduction to Linear Regression
- 05. Quiz: Linear Regression Language
- 06. Scatter Plots
- 07. Quizzes On Scatter Plots
- 08. Correlation Coefficients
- 09. Correlation Coefficient Quizzes
- 10. Video: What Defines A Line?
- 11. Quiz: What Defines A Line? - Notation Quiz
- 12. Quiz: What Defines A Line? - Line Basics Quiz
- 13. Video: Fitting A Regression Line
- 14. Text: The Regression Closed Form Solution
- 15. Screencast: Fitting A Regression Line in Python
- 16. Video: How to Interpret the Results?
- 17. Video: Does the Line Fit the Data Well?
- 18. Notebook + Quiz: How to Interpret the Results
- 19. Notebook + Quiz: Regression - Your Turn - Part I
- 20. Notebook + Quiz: Your Turn - Part II
- 21. Video: Recap
- 22. Text: Recap + Next Steps