Multitask learning
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Adapting Alexa to regional language variations
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As Alexa expands into new countries, she usually has to be trained on new languages. But sometimes, she has to be re-trained on languages she’s already ...

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How to do fast, accurate multi-category classification
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Many of today’s most useful AI systems are multilabel classifiers: they map input data into multiple categories at once. An object recognizer, for instance, ...

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Representing Data at Three Levels of Generality Improves Multitask Machine Learning
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Alexa currently has more than 90,000 skills, or abilities contributed by third-party developers — the Uber ride-sharing skill, the Jeopardy! trivia game ...

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Neural text-to-speech makes speech synthesizers much more versatile
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A text-to-speech system, which converts written text into synthesized speech, is what allows Alexa to respond verbally to requests or commands. Through a ...

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The 16 Alexa-related papers at this year’s Interspeech
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At next week’s Interspeech, the largest conference on the science and technology of spoken-language processing, Alexa researchers have 16 papers, which span ...

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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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Web Search and Data Mining conference is “extraordinarily selective”
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Amazon has strong ties to the Web Search and Data Mining (WSDM) conference, which starts next week in Houston. Amazon is a gold sponsor of the conference, ...

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Searching video using natural-language descriptions
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In an ideal world, finding a particular section of a video would be as simple as describing it in natural language — saying, for instance, “the person pours ...

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Adapting machine translation models to new genres
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Neural machine translation systems are often optimized to perform well for specific text genres or domains, such as newspaper articles, user manuals, or ...

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Using NLU labels to improve an ASR rescoring model
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Typically, when someone speaks to a voice agent like Alexa, an automatic speech recognition (ASR) model converts the speech to text. A ...

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