Deep4ge: DNN Training Trajectories for Fault Detection and Diagnosis

Deep learning systems often fail due to subtle implementation faults that alter training behavior.

Deep learning systems often fail due to subtle implementation faults that alter training behavior. Recent work has studied how to detect and diagnose such failures from changes observed across training epochs. However, the software engineering community still lacks a public…