Information and knowledge management
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Accelerating parallel training of neural nets
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Earlier this year, we reported a speech recognition system trained on a million hours of data, a feat possible through semi-supervised learning, in which ...

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Amazon to host 8,000 virtual interns this year
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Six years ago, while pursuing her PhD in management information systems from Purdue University, Na Zhang did a three-month internship with Amazon’s fraud ...

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Automatically generating text from structured data
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Data-to-text generation converts information from a structured format such as a table into natural language. This allows structured information to be read ...

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How to train large graph neural networks efficiently
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As Amazon Scholar Chandan Reddy recently observed, graph neural networks are a hot topic at this year’s Conference on Knowledge Discovery and Data Mining ...

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Amazon at WSDM: The future of graph neural networks
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George Karypis, a senior principal scientist at Amazon Web Services, is one of the keynote speakers at this year’s Conference on Web Search and Data Mining ...

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Scaling graph-neural-network training with CPU-GPU clusters
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Graphs are a useful way to represent data, since they capture connections between data items, and graph neural networks (GNNs) are an increasingly popular ...

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