Packaging and Deployment

Course overview

Packaging and production readiness for fine‑tuned models: saving and merging adapters, writing model cards and dataset documentation, serving strategies, and cost, governance and lifecycle management considerations.

Steps to save and merge adapters to combine adaptations without altering the backbone, and practical deployment implications.

What to include in a model card and dataset documentation to ensure traceability and reproducibility.

Principles and options for serving fine‑tuned models in production, taking applied adaptations into account.

Cost, governance and lifecycle considerations: maintaining version control, compliance awareness and operational risk management.