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Reduce ML training costs with Amazon SageMaker HyperPod

AWS Machine Learning - AI

Training a frontier model is highly compute-intensive, requiring a distributed system of hundreds, or thousands, of accelerated instances running for several weeks or months to complete a single job. As cluster sizes grow, the likelihood of failure increases due to the number of hardware components involved. million H100 GPU hours.

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Building Docker images for multiple operating system architectures

CircleCI

There are often circumstances where software is compiled and packaged into artifacts that must function on multiple operating systems (OS) and processor architectures. It is almost impossible to execute an application on a different OS/architecture platform than the one it was designed for. curl --output docker-buildx.

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Foundation Model for Personalized Recommendation

Netflix Tech

By Ko-Jen Hsiao , Yesu Feng and Sudarshan Lamkhede Motivation Netflixs personalized recommender system is a complex system, boasting a variety of specialized machine learned models each catering to distinct needs including Continue Watching and Todays Top Picks for You. Refer to our recent overview for more details).

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Mastering sustainability challenges in the water domain with smart meter synergy

CIO

This story is about three water utilities that worked together, like the fictional Fremen of the desert-planet Arakkis, to build a synergistic system to manage water usage across their entire water sector sustainably and much more efficiently. It is also meter-independent and supports integration with external systems and data providers.

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10 digital transformation roadblocks — and 5 tips for overcoming them

CIO

Lack of vision A common reason digital transformation fails is due to a lack of vision, which along with planning is the foundation for digital success. Transformational leaders must ensure their organization has the resources and expertise to execute its digital transformation plans effectively.

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Build an AI-powered document processing platform with open source NER model and LLM on Amazon SageMaker

AWS Machine Learning - AI

Archival data in research institutions and national laboratories represents a vast repository of historical knowledge, yet much of it remains inaccessible due to factors like limited metadata and inconsistent labeling. To address these challenges, a U.S.

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10 highest-paying IT jobs

CIO

The CIO typically ranks the highest in an IT department, responsible for managing the organization’s IT strategy, resources, operations, and overall goals. They’re also charged with assessing a business’ current system architecture, and identifying solutions to improve, change, and modernize it.