ML Platform Engineering
SageMaker and Bedrock infrastructure for training and serving models — built for real ML teams.
Capabilities
What I deliver
Training infrastructure Model serving MLOps
- Training infrastructure
- Isolated, repeatable SageMaker environments for developing and training models at scale.
- Model serving
- Reliable inference on SageMaker and Bedrock, integrated with EKS, ECS, and Lambda.
- MLOps
- Pipelines, versioning, and monitoring so models ship and stay healthy in production.
SageMaker and Bedrock infrastructure for training and serving models. I give data science teams isolated, repeatable environments and the production plumbing to take models from notebook to live service.