FAQ

Does an MBA replace a CS degree for AI roles? No. The debriefs at Google, Meta, and Apple consistently penalize missing algorithmic depth, even when product experience is strong.

Can I get a $180k base without a CS background? Yes, if you prove end‑to‑end ML competence in a live notebook and negotiate after the “Ready to hire” email.

What is the single most fatal mistake in an ML system‑design interview? Treating the problem as a product case. Not a slide deck, but a concrete discussion of data pipelines, latency, and model serving wins the loop.amazon.com/dp/B0GWWJQ2S3).