Fine-Tuning Ops on GPU

Why it matters

FT ops shape production LLM quality. Understanding shapes strategy.

The architecture

Data versioning: DVC / LFS.

Experiment tracking: W&B / MLflow.

Eval before merge.

Safety review.

How it works end to end

DVC / LakeFS for data.

MLflow / W&B for tracking.

Eval + red-team before merge.

Model registry for deploy.