Every Activation Function You Need to Know

Which activation to use where, why ReLU replaced sigmoid, why transformers moved to GELU and SwiGLU, and the failure modes (dead units, saturation, non-zero-centered outputs) interviewers ask you to diagnose.

September 16, 2026 · 11 min · Abdullah Al Mamun

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