Logistic Regression

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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

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01. Video: Introduction

Introduction to Logistic Regression

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