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Teaching speech recognizers new words — without retraining
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In recent years, automatic speech recognition (ASR) has moved to all-neural models. Connectionist-temporal-classification loss functions are an attractive ...

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Domain data trumps teacher knowledge for distilling NLU models
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Knowledge distillation is a popular technique for compressing large machine learning models into manageable sizes, to make them suitable for low-latency ...

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Using large language models (LLMs) to synthesize training data
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The machine learning models that power conversational agents like Alexa are typically trained on labeled data, but data collection and labeling are ...

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Teaching virtual robots to follow natural-language instructions
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Embodied artificial intelligence (EAI) aims to train embodied agents to solve challenging multimodal tasks involving navigation and object manipulation ...

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29 Amazon Research Awards recipients announced
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Amazon Research Awards (ARA) provides unrestricted funds and AWS Promotional Credits to academic researchers investigating various research topics in ...

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Where machine learning models meet mobility and human behavior
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On a recent ride-along with an Amazon delivery driver in New York City, Mahdieh Allahviranloo got a firsthand look at the gap between algorithm logic and ...

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Amazon’s quantum computing papers at QIP 2023
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At this year’s Quantum Information Processing Conference (QIP), members of Amazon Web Services' Quantum Technologies group are coauthors on three papers, ...

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re:MARS revisited: Quantum physics and computing need to stick together
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In June 2022, Amazon re:MARS, the company’s in-person event that explores advancements and practical applications within machine learning, automation, ...

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AAAI: Prompt engineering and reasoning in the spotlight
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The Association for the Advancement of Artificial Intelligence’s annual Conference on Artificial Intelligence (AAAI) received around 9,000 paper submissions ...

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On a mission to demystify artificial intelligence
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Parmida Beigi’s career has touched many facets of machine learning and data science. From her PhD research in computer vision and time series forecasting, ...

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Pai-Ling Yin brings an academic’s lens to the study of buying and selling at Amazon
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Online bidding services were disrupting the auction industry when Pai-Ling Yin started pursuing her PhD in economics in 1997 at Stanford University. She ...

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Amazon and Howard University announce academic collaboration
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In an ongoing effort to create enduring pipelines of diverse science talent and differentiated research, Amazon today announced a collaboration with Howard ...

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