Classification Practice

Connect logistic probabilities and losses to threshold-dependent evaluation.

Recommended resources

Instructions

  1. Distinguish probability estimation from the classification decision rule.

Ordered items

  1. Logistic probability and cross-entropyClassification · 6 min
  2. Classification metrics from countsClassification · 6 min
  3. Logistic regression knowledge checkClassification · 10 min
  4. Classification metrics knowledge checkClassification · 10 min

Completion

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