# Capstone Module 15: Turkish DPO Model from Scratch to Production — Data, Training, Evaluation, Publishing

> Source: https://sukruyusufkaya.com/en/learn/llm-muhendisligi/capstone-turkce-dpo-modeli-uretim
> Updated: 2026-05-13T13:00:30.110Z
> Category: LLM Mühendisliği
> Module: Module 15: Preference Alignment — RLHF, PPO, DPO, GRPO
**TLDR:** Module 15 capstone project: producing a production-grade model with Turkish DPO on Llama-3-8B-Instruct. How to collect 5K Turkish comparison data (manual + synthetic), DPO training (QLoRA, single H100, $50), MT-Bench-TR evaluation, win-rate measurement, publishing on HuggingFace Hub with model card. The curriculum's sixth production artifact.