Deployment and MLOps

Purpose: Get models into production safely and keep them healthy.

Outcomes

• Package and quantize models.
• Serve with batching and measure latency and cost.
• Monitor drift.
• Roll out with canary and shadow deployments.

Audience

Engineers responsible for models in production.