CI/CD Pipelines: Experience in automating the entire ML lifecycle on GCP using Vertex AI Pipelines,Cloud Build, and integration with source control.

Infrastructure as Code: Proficiency in using Deployment Manager or Terraform to manage GCP infrastructure for ML workflows.

Monitoring and Observability: Skills in setting up comprehensive monitoring and logging for ML systems using Cloud Logging, Cloud Monitoring, and integrating with Vertex AI Experiments.