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Using hyperboloids to improve product retrieval
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Many machine learning models depend on the concept of embedding, or mapping data to a representational space, where it can be manipulated or measured in ...

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Finding — and preventing — vulnerabilities in machine learning models
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How does your brain know that a stop sign is a stop sign? Computer vision architects attempt to answer this question for many objects, from birds in the ...

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What’s next for deep learning?
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The Association for the Advancement of Artificial Intelligence (AAAI), whose annual conference begins this week, had its first meeting in 1980. But its AI ...

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George Michailidis: How to identify important changes in online networks
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As the director of the University of Florida Informatics Institute, George Michailidis, who is also an Amazon Scholar on the Supply Chain Optimization ...

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How chance encounters sparked a career in engineering and robotics
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Jovonia Thibert was a teenager when she unexpectedly got the internship that would launch her career. As a senior in high school, she was handing out maps ...

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Improving question-answering models that use data from tables
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Question-answering (QA) models sometimes need to retrieve information from tables, which use an entirely different set of semantic cues than free-form text. ...

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How Haluk Demirkan is using ML-powered forecasts to get the right devices to the right place at the right time
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For years, Amazon has been at the forefront of machine learning and data science. At the same time, the company has pioneered the large-scale automation of ...

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Interpretable ensemble models improve product retrieval
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The field of machine learning is evolving at a rapid pace, with the regular release of new models that promise improvements over their predecessors. ...

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Amazon VP Babak Parviz appointed to AAAS Board of Directors
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The Board of Directors of the American Association for the Advancement of Science (AAAS), the world’s largest general scientific society and publisher of ...

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Using natural language processing to understand and identify risks
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One of the things that drives Muthu Kumar Chandrasekaran’s interest in science is its potential to benefit society.While pursuing his PhD at the National ...

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