Class 34: LLMOps and Model Deployment
Summary: Operational practices for deploying, monitoring, and maintaining LLM applications in production.
Learning Objectives:
- Implement LLM deployment pipelines
- Monitor model performance and reliability
- Manage model versions and updates
Key Topics:
- LLMOps principles and best practices
- Model serving infrastructure and optimization
- Monitoring, logging, and observability
- Cost optimization and scaling strategies
Activities:
- Model deployment workshop
- Monitoring dashboard creation
Cost analysis and optimization exercise