Reference in Fine-tuning & Model Customization

Reference is a chapter of the free Fine-tuning & Model Customization tutorial with 1 lesson: Cheat Sheet.

Use it before you agree to fine-tune, while you build the data, and after you ship.

Each section names the lesson that teaches it, so you can go back for the animations and exercises.

Simple lesson: fine-tuning changes behaviour. RAG supplies knowledge. Most teams should not fine-tune yet.

Use it as a quick reference while you work through the course, and come back to it when you need to check a name, a rule or a pattern in Fine-tuning.

What each lesson covers:

  • Cheat Sheet: Every idea from Fine-tuning & Model Customization on one page: the gap types and ladder, training terms and curve shapes, data cleaning, methods and settings, before/after evals, distillation, maintenance and the decision record. Topics: Fine-tuning Cheat Sheet, Should You Fine-tune?, How Training Works, Data, Formatting Traps and The Starter Kit.

Lessons in this section

  1. Cheat Sheet

    Every idea from Fine-tuning & Model Customization on one page: the gap types and ladder, training terms and curve shapes, data cleaning, methods and settings, before/after evals, distillation, maintenance and the decision record.