Optumi is a cloud service for launching, monitoring and managing ML training jobs Data scientists and ML engineers often have to SSH into instances to run scripts or stand up Kubernetes clusters. They have to periodically check CloudWatch or hunt down logs (from multiple locations) to see why jobs failed. They leave expensive GPU instances running