- 01. Video: Introduction
- 02. Video: Fitting Logistic Regression
- 03. Quiz: Logistic Regression Quick Check
- 04. Video: Fitting Logistic Regression in Python
- 05. Notebook + Quiz: Fitting Logistic Regression in Python
- 06. Video: Interpreting Results - Part I
- 07. Video (ScreenCast): Interpret Results - Part II
- 08. Notebook + Quiz: Interpret Results
- 09. Video: Model Diagnostics + Performance Metrics
- 10. Confusion Matrices
- 11. Confusion Matrix Practice 1
- 12. Confusion Matrix Practice 2
- 13. Filling in a Confusion Matrix
- 14. Confusion Matrix: False Alarms
- 15. Confusion Matrix for Eigenfaces
- 16. How Many Schroeders
- 17. How Many Schroeder Predictions
- 18. Classifying Chavez Correctly 1
- 19. Classifying Chavez Correctly 2
- 20. Precision and Recall
- 21. Powell Precision and Recall
- 22. Bush Precision and Recall
- 23. True Positives in Eigenfaces
- 24. False Positives in Eigenfaces
- 25. False Negatives in Eigenfaces
- 26. Practicing TP, FP, FN with Rumsfeld
- 27. Equation for Precision
- 28. Equation for Recall
- 29. Screencast: Model Diagnostics in Python - Part I
- 30. Notebook + Quiz: Model Diagnostics
- 31. Video: Final Thoughts On Shifting to Machine Learning
- 32. Text: Recap
- 33. Video: Congratulations