Label-Efficient Monitoring of Classification Models via Stratified Importance Sampling

Lupo Marsigli, Angel Lopez de Haro

Monitoring the performance of classification models in production is critical yet challenging due to strict labeling budgets, one-shot batch acquisition of labels and extremely low…