Alexa
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Amazon Unveils Novel Alexa Dialog Modeling for Natural, Cross-Skill Conversations
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Today, customer exchanges with Alexa are generally either one-shot requests, like “Alexa, what’s the weather?”, or interactions that require multiple ...

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Teaching Alexa to follow conversations
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In order to engage customers in longer, more productive conversations, Alexa needs to solve the problem of reference resolution. If Alexa says, “‘Believer’ ...

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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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Active learning: Algorithmically selecting training data to improve Alexa’s natural-language understanding
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Alexa’s ability to respond to customer requests is largely the result of machine learning models trained on annotated data. The models are fed sample texts ...

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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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Teaching computers to answer complex questions
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Computerized question-answering systems usually take one of two approaches. Either they do a text search and try to infer the semantic relationships between ...

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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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More-Efficient Machine Learning Models for On-Device Operation
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Neural networks are responsible for most recent advances in artificial intelligence, including many of Alexa’s latest capabilities. But neural networks tend ...

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