Technology
Amazon SageMaker
Amazon SageMaker is the fully managed service for building, training, and deploying machine learning (ML) models at scale, abstracting away complex infrastructure management.
SageMaker provides a unified, end-to-end platform for the entire ML lifecycle: data preparation through deployment and monitoring. Use SageMaker Studio for a single, integrated development environment, or leverage features like JumpStart for one-click deployment of foundation models (e.g., Llama 2). It automates MLOps workflows with SageMaker Pipelines and optimizes performance with Automatic Model Tuning, drastically cutting the time and complexity for data scientists to move models from prototype to production.
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