Feature Backfilling: How to Generate Historical Features for Model Retraining

20h ago · 11 min read · Feature backfilling is one of the most unglamorous problems in ML engineering — and one of the most consequential. When a model underperforms, the instinct is to improve the model. But more often, the fix requires better training data. And getting be...