This repository lives directly in SageMaker, so developers no longer have to use their separate Amazon S3 storage to manage machine learning models. SageMaker Feature Store: A repository for storing, updating and managing machine learning features.SageMaker Edge Manager: Provides ongoing machine learning model management - as well as a speed boost - for fleets of edge devices, from robots and smart cameras to PCs and smartphones.SageMaker Pipelines: A CI/CD service designed specifically for machine learning workflows.SageMaker Clarify: Alerts developers to potential statistical biases in their machine learning models.With a point-and-click interface, Data Wrangler lets developers quickly choose which data in their AWS environment they want to use for their machine learning model, import it and prepare it using 300 pre-included transformations. SageMaker Data Wrangler: A new feature that promises to simplify the data preparation process.The nine new features announced this week are as follows:
In just the past year, AWS says it has added 50 new features to the SageMaker platform. First launched in 2017, SageMaker has since evolved to become even more feature-rich, increasing its integrations with other AWS services. SageMaker is emblematic of those efforts. The new features - nine in all - build on AWS' longstanding efforts to "democratize" machine learning so that even developers with minimal machine learning experience can easily build, train and deploy machine learning models to incorporate into their applications. "Today, we are announcing a set of tools for Amazon SageMaker that makes it much easier for developers to build end-to-end machine learning pipelines to prepare, build, train, explain, inspect, monitor, debug, and run custom machine learning models with greater visibility, explainability, and automation at scale," said Swami Sivasubramanian, head of machine learning at AWS, in a prepared statement Tuesday. Amazon SageMaker, touted by Amazon Web Services (AWS) as a machine learning platform for " everyday developers," stands to become even more accessible via a host of new features announced this week at re:Invent.
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