At Illumina, I own ML lifecycle management from experiment tracking through model deployment, and built Kubernetes data pipelines that feed genomic variant data to six downstream teams.
I automated recommendation-system deployments with Terraform and Helm, reducing a three-hour release process to under 20 minutes. I’ve also moved ML environment definitions into version-controlled Terraform modules and set up production monitoring with Prometheus and Grafana.

