The Lighthouse Coach

Google Professional Machine Learning Engineer Readiness — the free Preview

This page is the real first concept of Google Professional Machine Learning Engineer Readiness (Signature Course No. 518) — not a trailer and not a video. You work through Concept 1, “Frame the Problem Before the Model,” in a Socratic conversation with an AI coach: she asks before she teaches, builds on your own answers, and holds you to a mastery bar before the concept counts as done.

What this course teaches. Prepare for Google's Professional Machine Learning Engineer examination the way the examination actually tests: frame the decision before the model, contract the data and design out leakage, evaluate honestly at the decision's capacity, engineer features that survive production, and serve, automate, monitor, and govern models in production — closing with a design dossier, a launch and operations plan, and no promise of a pass.

How the Preview works. Meet Sutton, our Head Coach, then request your free Preview key — it arrives by email in a moment. Pick your coach (Sutton, Alex, Caroline, Jack, Catherine, or Marcus), hear each one ask this concept’s first question, and begin. One concept, one five-minute conversation, coached exactly as enrolled learners meet it. When you’re ready for all 18 concepts, the full course is $195.

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