Transfer learning
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Cross-lingual transfer learning for bootstrapping AI systems reduces new-language data requirements
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Transfer learning is the technique of adapting a machine learning model trained on abundant data to a new context in which training data is sparse.On the ...

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“Alexa, Turn Down the Lights and Play Music”: The Science of Handling Compound Requests
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Traditionally, Alexa has interpreted customer requests according to their intents and slots. If you say, “Alexa, play ‘What’s Going On?’ by Marvin Gaye,” ...

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Training a Machine Learning Model in English Improves Its Performance in Japanese
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Recently, we published a paper showing that training a neural network to do language processing in English, then retraining it in German, drastically ...

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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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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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On benchmark data set, question-answering system halves error rate
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The last few years have seen great advances in the design of language models, which are a critical component of language-based AI systems. Language models ...

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ICLR: The AI conference that helped redefine the field
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The International Conference on Learning Representations (ICLR), which will be virtual this year and begins next week, is only eight years old. But ...

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When does transfer learning work?
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Transfer learning is a widely used technique for improving the performance of neural networks when labeled training data is scarce. Before a network is ...

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Samuel L. Jackson celebrity voice for Alexa gets an update
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“Alexa, ask Samuel L. Jackson for the weather.”Samuel L. Jackson: “It’s cloudy with a chance of me.”Amazon released the Samuel L. Jackson celebrity voice in ...

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Amazon launches online challenge to spur research on generalizing dialogue agents
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To help promote research on generalizing task-oriented dialogue agents to new contexts, Amazon Alexa has launched a dialogue-based AI challenge on the ...

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