Theory Practice

Instructions

1. Use observed train-validation patterns rather than vague model-size rules.

Ordered items

1. Diagnose train and validation errorTheory · 6 min
2. L1 versus L2 regularizationOptimization · 6 min
3. Read a finite-class generalization boundTheory · 7 min
4. Generalization and overfitting knowledge checkTheory · 10 min

Completion

Recommend a defensible response to one bias and one variance failure mode.