
Machine-Learning Ops
Get your models out of the notebook jungle and into production. We automate training, testing, deployment and monitoring so you can iterate on real-world feedback instead of firefighting outages.
- SageMaker Pipelines & Vertex AI workflows
- Model registry, canary deploys & blue-green rollouts
- Realtime feature logging & concept-drift alerts
- Shadow testing & automatic rollback on performance drop
- Grafana dashboards and PagerDuty on-call integration