# Fine-Tuning Cookbook'a Hoş Geldin: Sistematik, Stage Taksonomisi ve Reproducibility Kontratı

> Source: https://sukruyusufkaya.com/learn/fine-tuning-cookbook/ftc-cookbook-sistematigi-ve-reproducibility-kontrati
> Updated: 2026-08-22T00:55:36.006Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part 0 — Engineering Foundations
**TLDR:** Bu cookbook'un kullanım kılavuzu: 5-bileşenli ders anatomisi (Theory/Math/Lab/Debug/Bench), Stage taksonomisi (Spike → Reference → Production → Research), reproducibility kontratı (bit-exact runs), RTX 4090 baseline'ı niye seçildi, GPU bütçeleme matematiği.