Balancing Infrastructure Control and ML Governance with AWS Deep Learning Containers and SageMaker Managed MLflow

AWS Deep Learning Containers (DLCs) and managed MLflow on Amazon SageMaker AI offer a solution for organizations with specialized ML needs, such as healthcare and financial institutions. DLCs provide preconfigured Docker containers with popular frameworks like TensorFlow and PyTorch, while SageMaker managed MLflow offers comprehensive lifecycle management and fine-grained access controls. The solution integrates with Amazon Elastic Container Registry and Simple Storage Service to store and manage container images and input data.