Write down the SVM dual, and explain what the Lagrange multipliers and KKT conditions tell you.

Most candidates can recite 'maximize the margin'. The dual is where you show you actually understand why only support vectors matter and where the kernel trick comes from. Here is the derivation an interviewer wants.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.