Neural networks
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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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New AI system helps accelerate Alexa skill development
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Alexa currently has more than 90,000 skills, or abilities contributed by third-party developers — the NPR skill, the Find My Phone skill, the Jeopardy! ...

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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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How to Make Neural Language Models Practical for Speech Recognition
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An automatic-speech-recognition system — such as Alexa’s — converts speech into text, and one of its key components is its language model. Given a sequence ...

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New Alexa Research on Task-Oriented Dialogue Systems
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Earlier this year, at Amazon’s re:MARS conference, Alexa head scientist Rohit Prasad unveiled Alexa Conversations, a new service that allows Alexa skill ...

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Accelerating parallel training of neural nets
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Earlier this year, we reported a speech recognition system trained on a million hours of data, a feat possible through semi-supervised learning, in which ...

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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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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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The history of Amazon’s recommendation algorithm
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In 2017, when the journal IEEE Internet Computing was celebrating its 20th anniversary, its editorial board decided to identify the single paper from its ...

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Advances in text-to-speech technologies help computers find their voice
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Editor's Note: The Alexa team recently introduced a new longform speaking style so Alexa sounds more natural when reading long pieces of content, like this ...

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