The Web Conference
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Combining knowledge graphs, quickly and accurately
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Knowledge graphs are a way of representing information that can capture complex relationships more easily than conventional databases. At Amazon, we use ...

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The Web Conference goes virtual
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This year, for the first time in its 26-year history, The Web Conference (formerly known as WWW) will be entirely virtual, streaming interactively over both ...

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Nine videos about explainable AI in industry
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For the first time in its 26-year history, The Web Conference was held online in 2020, with content streaming interactively over both Zoom and Amazon Chime ...

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Forecasting big time series: theory and practice
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During The Web Conference in April, Amazon scientists and scholars joined external researchers, policy makers, developers and others for an all-virtual ...

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Learning graph neural networks with Deep Graph Library
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In the last few years, graph neural networks (GNNs) have emerged as a promising new supervised learning framework capable of bringing the power of deep ...

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TheWebConf: Where communities converge on questions of scale
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Xin Luna Dong, a senior principal scientist at Amazon, leads research on Amazon’s product graph, a huge graphical representation of the products in the ...

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Using hyperboloids to embed knowledge graphs
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Knowledge graphs are an extremely efficient way to represent information, but the standard techniques for analyzing them, which involve tracing connections ...

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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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TheWebConf: Stable themes, new wrinkles
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Famously, in 1998, the first research paper about Google’s ranking algorithm was turned down by more-established academic conferences on information ...

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More-efficient caching for product retrieval
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One of the ways that Amazon makes online shopping more convenient for customers is by caching the results of popular product queries. If a lot of people are ...

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