An open-source gymnasium for machine learning assisted computer architecture design

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Posted by Amir Yazdanbakhsh, Research Scientist, and Vijay Janapa Reddi, Visiting Researcher, Google Research Computer Architecture research has a long history of developing simulators and tools to evaluate and shape the design of computer systems. For example, the SimpleScalar simulator was introduced in the late 1990s and allowed researchers to explore various microarchitectural ideas. Computer …

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Access private repos using the @remote decorator for Amazon SageMaker training workloads

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As more and more customers are looking to put machine learning (ML) workloads in production, there is a large push in organizations to shorten the development lifecycle of ML code. Many organizations prefer writing their ML code in a production-ready style in the form of Python methods and classes as opposed to an exploratory style …

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Revolutionary self-sensing electric artificial muscles

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Researchers have made groundbreaking advancements in bionics with the development of a new electric variable-stiffness artificial muscle. This innovative technology possesses self-sensing capabilities and has the potential to revolutionize soft robotics and medical applications. The artificial muscle seamlessly transitions between soft and hard states, while also sensing forces and deformations. With flexibility and stretchability similar …

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What is vibration analysis and how can it help optimize predictive maintenance?

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Vibration analysis (or vibration monitoring) is a powerful diagnostic tool for identifying, monitoring and preventing mechanical failures in rotating and reciprocating machinery. It’s an essential component of predictive maintenance programs, allowing technicians to detect developing problems in equipment before they lead to costly unplanned downtime or catastrophic failures. Vibration analysis—a component of condition monitoring systems—utilizes …

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Google at ACL 2023

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Posted by Malaya Jules, Program Manager, Google This week, the 61st annual meeting of the Association for Computational Linguistics (ACL), a premier conference covering a broad spectrum of research areas that are concerned with computational approaches to natural language, is taking place online. As a leader in natural language processing and understanding, and a Diamond …

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