- 01. Continuous Output Quiz
- 02. Continuous Quiz
- 03. Age: Continuous or Discrete?
- 04. Weather: Continuous or Discrete
- 05. Email Author: Continuous or Discrete
- 06. Phone Number: Continuous or Discrete?
- 07. Income: Continuous or Discrete?
- 08. Continuous Feature Quiz
- 09. Supervised Learning w/ Continuous Output
- 10. Equation of the Regression Line
- 11. Slope and Intercept
- 12. Slope Quiz
- 13. Intercept Quiz
- 14. Predictions Using Regression
- 15. Adding An Intercept
- 16. Handoff to Katie
- 17. Coding It Up
- 18. Age/Net Worth Regression in sklearn
- 19. Extracting Information from sklearn
- 20. Extracting Score Data from sklearn
- 21. Linear Regression Errors
- 22. Error Quiz
- 23. Errors and Fit Quality
- 24. Minimizing Sum of Squared Errors
- 25. Algorithms for Minimizing Squared Errors
- 26. Why Minimize SSE
- 27. Problem with Minimizing Absolute Errors
- 28. Evaluating Regression by Eye
- 29. Problem with SSE
- 30. R Squared Metric for Regression
- 31. R Squared in SKlearn
- 32. Visualizing Regression
- 33. What Data Is Good For Linear Regression
- 34. Comparing Classification and Regression
- 35. Multivariate Regression Quiz
- 36. Multi-Variate Regression Quiz 2
- 37. Regression Mini-Project Video
- 38. Regression Mini-Project
- 39. Bonus Target and Features
- 40. Visualizing Regression Data
- 41. Extracting Slope and Intercept
- 42. Regression Score: Training Data
- 43. Regression Score: Test Data
- 44. Regressing Bonus Against LTI
- 45. Salary vs. LTI for Predicting Bonus
- 46. Sneak Peek: Outliers Break Regressions