Deep learning
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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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Amazon Mentors Help UMass Graduate Students Make Concrete Advances on Vital Machine Learning Problems
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Earlier this month, Varun Sharma and Akshit Tyagi, two master’s students from the University of Massachusetts Amherst, began summer internships at Amazon, ...

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Bringing the Power of Neural Networks to the Problem of Search
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Using machine learning to train information retrieval models — such as Internet search engines — is difficult because it requires so much manually annotated ...

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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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