Hands-on — Week 08 — MLOps, Fine-Tuning & Model Publishing

Train, fine-tune, package, publish, and monitor models: data/versioning, MLflow, Vertex AI, HuggingFace, quantization, and responsible model release.

Assignments

• CAPSTONE: Production Fine-Tuned Model + Full MLOps
• Lab: Full GCP pipeline (GCS → BigQuery ML → Vertex AI → Cloud Run)