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Generic synopsis: This post compiles essential AI interview questions across ML, deep learning, NLP, and MLOps, covering fundamentals (bias-variance, overfitting, metrics), advanced topics (transformers, attention, LLMs, prompt engineering), system design, data handling, ethics, and deployment. Includes sample answers, tips, and common pitfalls.