Traceable experiments
Jupyter, Python, Polars—features from governed pipelines.
Data Science & Machine Learning Operations (MLOps)
Data science as an engineering discipline: MLflow, Vertex AI, drift monitoring, and artifacts for audit.
Serving
Vertex AI / Google Kubernetes Engine (GKE) with agreed isolation and latency.
Machine Learning Operations (MLOps)
Model Continuous Integration and Continuous Delivery (CI/CD), scan, rollback—aligned with Development, Security, and Operations (DevSecOps).