This video shows AUC ROC Explained, AUC ROC Formula and Meaning, How to get AUC ROC score, how to plot AUC ROC curve manually, and many more things.
Timestamp
0:00 - Introduction and what we are going to cover today
1:25 - The machine learning models used in this tutorial
2:00 - What does AUC_ROC Curve Mean
5:24 - What python sklearn libraries you will need for this tutorial
5:54 - How to use .plot_roc_curve sklearn function/ method for logistic regression model
7:19 - How to use sklearn RocCurveDisplay .estimator method function for logistic regression model
9:30 - How to use sklearn RocCurveDisplay .prediction method function for logistic regression model
10:46 - How to manually calculate AUC Score and manually plot ROC Curve for logistic regression model
15:01 - How to plot AUC ROC Curve and score from random forest model
16:20 - How to plot AUC_ROC Curve Score of random forest model and logistic regression model on the same graph.
18:16 - How to calculate AUC score without plotting a ROC Display Curve Visualization
19:45 - Let's address the discrepancies in the scores that I got.
20:29 - How to get access to the notebook used in today's video
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