- 01. Welcome to Evaluation Metrics Lesson
- 02. Accuracy Review
- 03. Shortcomings of Accuracy
- 04. Picking the Most Suitable Metric
- 05. Confusion Matrices
- 06. Confusion Matrix Practice 1
- 07. Confusion Matrix Practice 2
- 08. Filling in a Confusion Matrix
- 09. Confusion Matrix: False Alarms
- 10. Decision Tree Confusion Matrix
- 11. Confusion Matrix for Eigenfaces
- 12. How Many Schroeders
- 13. How Many Schroeder Predictions
- 14. Classifying Chavez Correctly 1
- 15. Classifying Chavez Correctly 2
- 16. Precision and Recall
- 17. Powell Precision and Recall
- 18. Bush Precision and Recall
- 19. True Positives in Eigenfaces
- 20. False Positives in Eigenfaces
- 21. False Negatives in Eigenfaces
- 22. Practicing TP, FP, FN with Rumsfeld
- 23. Equation for Precision
- 24. Equation for Recall
- 25. Welcome to the End of Evaluation Lesson
- 26. Evaluation Mini-Project Video
- 27. Applying Metrics to Your POI Identifier
- 28. Number of POIs in Test Set
- 29. Number of People in Test Set
- 30. Accuracy of a Biased Identifier
- 31. Number of True Positives
- 32. Unpacking Into Precision and Recall
- 33. Recall of Your POI Identifier
- 34. How Many True Positives?
- 35. How Many True Negatives?
- 36. False Positives?
- 37. False Negatives?
- 38. Precision
- 39. Recall
- 40. Making Sense of Metrics 1
- 41. Making Sense of Metrics 2
- 42. Making Sense of Metrics 3
- 43. Making Sense of Metrics 4
- 44. Metrics for Your POI Identifier