Steven Euijong Whang

Quilt: Robust Data Segment Selection against Concept Drifts

2023 · arXiv (Cornell University)

Continuous machine learning pipelines are common in industrial settings where models are periodically trained on data streams. Unfortunately, concept drifts may occur in data streams where the joint distribution of the data X and label …