Every Loss Function You Must Know as an ML Engineer

A scannable reference for ML interviews: which loss to use for which task, why it works, when it breaks, the PyTorch gotchas that cause real bugs, and how to answer the question every interviewer asks.

September 16, 2026 · 18 min · Abdullah Al Mamun