Graph neural networks (GNNs)
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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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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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How Marinus Analytics uses knowledge graphs powered by Amazon Neptune to combat human trafficking
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The International Labor Organization estimates that today, more than 24.9 million people around the world are victims of human trafficking. Nearly 20% of ...

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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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3 questions with George Karypis: Making learning from data embedded in graphs easy and scalable
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The first Amazon Web Services (AWS) Machine Learning Summit on June 2 will bring together customers, developers, and the science community to learn about ...

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KDD: Graph neural networks and self-supervised learning
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As a Senior Program Committee member at this year’s Knowledge Discovery and Data Mining Conference (KDD), with a wide perspective on paper submissions, ...

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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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Data on correlated products and sellers helps improve demand forecasting
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Forecasting product demand from customers is central to what Amazon does. It helps ensure that products reach customers on time, that inventory management ...

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Using supervised learning to train models for image clustering
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Most machine learning models use supervised learning, meaning they’re trained on annotated data, which is costly and time consuming to acquire.The chief ...

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George Karypis and collaborator receive SC21 test of time award for 1998 graph partitioning paper
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George Karypis, an Amazon senior principal scientist within the Amazon Web Services organization, has been awarded the SC21 Test of Time Award for a 1998 ...

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