Amazon SageMaker

Amazon SageMaker is AWS's fully managed machine learning platform - providing integrated tools for every step of the ML lifecycle from data preparation through model building, training, deployment, and monitoring. SageMaker is the dominant ML platform for organizations on AWS infrastructure. AI capabilities include SageMaker Studio as an integrated development environment for ML workflows, AutoML via SageMaker Autopilot that trains and tunes models automatically, access to Amazon Bedrock foundation models and third-party models via SageMaker JumpStart, managed training infrastructure that scales compute automatically, model registry and deployment pipelines for MLOps, real-time and batch inference endpoints, SageMaker Clarify for model explainability and bias detection, and SageMaker Experiments for tracking and comparing model runs.

Amazon SageMaker is AI-native - a platform whose entire purpose is building, training, and deploying ML models is inherently AI-native ML infrastructure.