Deep learning
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Turning Dialogue Tracking into a Reading Comprehension Problem
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During a conversation between a customer and a dialogue system like Alexa’s, the system must not only understand what the customer is saying currently but ...

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Amazon releases data set of annotated conversations to aid development of socialbots
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Today I am happy to announce the public release of the Topical Chat Dataset, a text-based collection of more than 235,000 utterances (over 4,700,000 words) ...

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Amazon Releases New Public Data Set to Help Address “Cocktail Party” Problem
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Amazon today announced the public release of a new data set that will help speech scientists address the difficult problem of separating speech signals in ...

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Improving cross-lingual transfer learning by filtering training data
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In the past year, we’ve published several papers demonstrating that a natural-language-understanding model trained in one language, then re-trained in ...

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Alexa at five: Looking back, looking forward
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Today is the fifth anniversary of the launch of the Amazon Echo, so in a talk I gave yesterday at the Web Summit in Lisbon, I looked at how far Alexa has ...

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3 important themes from Amazon’s 2019 NeurIPS papers
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Last year, the first 2,000-2,500 publicly released tickets to the Conference on Neural Information Processing Systems, or NeurIPS, sold out in 12 ...

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Multilingual shopping systems
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Amazon’s online shopping experience is available in a lot of different languages and a lot of different countries. But regardless of language or location, ...

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Amazon’s AutoGluon helps developers deploy deep learning models with just a few lines of code
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Amazon recently announced the launch of AutoGluon, a new open-source library for developers building applications involving machine learning with image, ...

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Making robots better co-workers
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Robots are everywhere these days. They paint cars, perform surgery, and make up security patrols. At Amazon, robots play increasingly key roles in ...

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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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