Prompt

Design ML model deployment pipeline.

<model_details>
{model types and frameworks}
</model_details>

<serving_requirements>
{latency, throughput needs}
</serving_requirements>

<update_frequency>
{model retraining schedule}
</update_frequency>

Design:
1. Serving infrastructure
2. Model versioning
3. A/B testing setup
4. Monitoring metrics
5. Rollback procedures
6. Edge deployment