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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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Science innovations power Alexa Conversations dialogue management
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Today we announced the public beta launch of Alexa Conversations dialogue management. Alexa developers can now leverage a state-of-the-art dialogue manager ...

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Amazon scientists applying deep neural networks to custom skills
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At the Alexa Live event today, Nedim Fresko, vice president of Alexa Devices and Developers, said Amazon is now using deep neural networks to improve ...

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SIGIR: How information retrieval and natural-language processing overcame their rivalry
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SIGIR, the conference of the Association for Computing Machinery’s Interest Group on Information Retrieval, begins next week. Alessandro Moschitti, a ...

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EC’20: Calibrated forecasts, regret matching, dynamics and equilibria
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At the 21st ACM Conference on Economics and Computation this July, Dean Foster, a research scientist in Amazon's Supply Chain Optimization Technologies ...

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