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03. Model Evaluation

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Last Updated: May 8, 2026

Evaluation Metrics for Regression

You trained a model. It gives predictions. But how good are they? Are they...

Last Updated: May 8, 2026

Evaluation Metrics for Classification

“You built a cancer detection model. It says 99% accurate. Sounds great. But what...

Last Updated: May 8, 2026

Confusion Matrix

“Your model says ‘SPAM’. But was it right? Your model says ‘NOT SPAM’. Was...

Last Updated: May 8, 2026

ROC Curve and AUC Score

“You changed the threshold of your model. Now it catches more fraud. But also...

Last Updated: May 8, 2026

Learning Curves

“Your model is performing badly. But why? Is it too simple? Too complex? Not...

Last Updated: May 8, 2026

When to Use Which Metric

No single metric works for every problem. Your choice depends on three things: your...

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