Classification

Instructions

1. Distinguish probability estimation from the classification decision rule.

Ordered items

1. Logistic probability and cross-entropyClassification · Easy · 6 min · Original
2. Classification metrics from countsClassification · Easy · 6 min · Original
3. Logistic regression knowledge checkClassification · Easy · 10 min · External
4. Classification metrics knowledge checkClassification · Easy · 10 min · External
5. Reject option in classifiersClassification · Medium · 12 min · External
6. Gradient and Hessian of multinomial logistic regressionClassification · Hard · 20 min · External

Completion

Compute a loss and evaluation metrics and explain threshold trade-offs.

Next

• Gradient Descent