# Production Engineering: Reproducibility, CI/CD for ML, Versioning ve Deployment Patterns

> Source: https://sukruyusufkaya.com/learn/llm-muhendisligi/production-engineering-cicd-versioning-deployment
> Updated: 2026-08-11T18:20:47.952Z
> Category: LLM Mühendisliği
> Module: Modül 5: PyTorch Mühendisliği — Engineer-Grade
**TLDR:** PyTorch mühendisliğinin son dersi — production workflow patterns: ML CI/CD pipelines, eval harness CI'a integration, model + prompt + data versioning (DVC, MLflow, HF Hub), canary deployment, A/B testing, rollback strategies, drift monitoring, KVKK uyumlu deploy. Part I'in kapanışı.