ROC Curve in Machine Learning | ROC-AUC in Machine Learning Simplified | CampusX
Channel: CampusX
Date: 2023-06-07

Curious about ROC Curve and ROC-AUC in machine learning but finding it confusing? This video is here to simplify these concepts for you.

💡 Why It Matters in ML:
ROC Curve and ROC-AUC are like a report card for our machine learning models, showing us how well they perform.

🔗 Resources: 
Code - https://colab.research.google.com/drive/1nPPKRtmtoVf-GNEpJVAHmEQhXNwXOlXV?usp=sharing

Notebook PDF : https://drive.google.com/file/d/1Ql1vwGgDfPy7b5nXQPqtRltpyx1NUGHT/view?usp=sharing

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⌚Time Stamps⌚

00:00 - Intro
01:15 - Why ROC Curve?
16:05 - Confusion Matrix
20:57 - True Positive Rate (TPR) - Benefit
28:05 - False Positive Rate (FPR) - Cost
38:12 - ROC Curve
43:12 - Different Cases
01:01:28 - Code Example
01:05:37 - AUC/ROC

✨ Hashtags✨
#MachineLearningBasics #ROCCurveExplained #ROCAUCinML #SimplifiedTech #LearnWithData