The Lighthouse Coach

MLOps & LLM Fine-Tuning in Practice: Take Models from Lab to Production — the free Preview

This page is the real first concept of MLOps & LLM Fine-Tuning in Practice: Take Models from Lab to Production (Signature Course No. 314) — not a trailer and not a video. You work through Concept 1, “Production Is a Different Problem,” 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. Take a language-model feature from a working demo to trustworthy production: decide whether to prompt, retrieve, or fine-tune from a failure map, build the instruction and golden sets that make the decision provable, and operate the result inside a latency budget, an honest bill, and a signed production standard. Every figure in the course is computed from one running deployment you can check yourself.

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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