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Amazon at ACL: Old standards and new forays
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The annual meeting of the Association for Computational Linguistics (ACL) is, according to Google Scholar’s rankings, the preeminent conference on ...

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Adversarial training improves product discovery
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Deep learning has been highly successful for natural-language-processing tasks, like interpreting commands on Alexa. But it’s been less successful for ...

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Amazon scientist Matthias Seeger receives ICML “test of time” award
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Matthias Seeger, a principal applied scientist in Amazon’s Berlin office, and three coauthors have received the ICML 2020 test of time award for a paper ...

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Amazon Scholar Kathleen McKeown takes stock of natural-language processing: where we are, and where we’re going
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Kathleen McKeown is the Henry and Gertrude Rothschild professor of computer science at Columbia University, and the founding director of the school’s Data ...

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Collaboration between Amazon and UC Berkeley advances AI and machine learning
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In a keynote talk at the 2019 re:MARS Conference, Jeff Wilke, CEO of Amazon’s worldwide consumer business, talked about how the company was built by ...

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Alexa & Friends features Dilek Hakkani-Tür, Alexa AI senior principal scientist
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The Alexa Prize Socialbot Grand Challenge is a competition for university students dedicated to accelerating the field of conversational AI. The competition ...

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Using unlabeled data to improve sequence labeling
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Virtual adversarial training (VAT) is a way to improve machine learning systems by creating difficult-to-classify training examples through the addition of ...

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ICML: “Test of time” paper shows how times have changed
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Amazon researchers have nine new papers at this year’s International Conference on Machine Learning (ICML), one of the top conferences in AI. Matthias ...

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When does transfer learning work?
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Transfer learning is a widely used technique for improving the performance of neural networks when labeled training data is scarce. Before a network is ...

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“You’re trying to predict the unpredictable”
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Dean Foster is in the forecasting business. More specifically, he is in the business of ensuring the forecasts Amazon makes for its supply chain are as ...

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AutoGluon Tabular: Automatic machine learning for tabular data
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In July, AI scientists from around the globe gathered in virtual attendance for the 37th annual International Conference on Machine Learning (ICML). ...

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Amazon researchers win best-paper award for helping promote fairness in AI
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Last week, at the seventh Workshop on Automated Machine Learning (AutoML) at the International Conference on Machine Learning, Amazon researchers won a ...

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