NeurIPS
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3 important themes from Amazon’s 2019 NeurIPS papers
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Last year, the first 2,000-2,500 publicly released tickets to the Conference on Neural Information Processing Systems, or NeurIPS, sold out in 12 ...

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NeurIPS competition demonstrates how machine learning techniques can help researchers understand a changing climate
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Heat waves. Torrential rains. Coastal flooding. Drought. Catastrophic fires. Today there’s widespread agreement within the scientific community that ...

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Machine learning models that act on encrypted data
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Amazon SageMaker is a service from Amazon Web Services (AWS) that makes it easy to build machine learning models and deploy them in the cloud. If a website ...

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NeurIPS: Shipra Agrawal on the appeal of reinforcement learning
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As deep neural networks have come to dominate AI, the Conference on Neural Information Processing Systems (NeurIPS 2020) has become the most popular ...

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Multi-agent reinforcement learning for an uncertain world
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Reinforcement learning (RL), in which an agent learns to maximize some reward through trial-and-error exploration of its environment, is a hot topic in AI. ...

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NeurIPS reinforcement-learning-challenge winners announced
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Competitions are a key part of the annual NeurIPS conference program. This year, 16 competitions were accepted, and a quarter of them focused on ...

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NeurIPS luminaries on the future of AI
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On the cusp of this year’s NeurIPS conference, three AI luminaries and Amazon-affiliated researchers — all of whom have given the conference’s major named ...

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Amazon presents new method for “debugging” machine learning models
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Machine learning models are usually tested on held-out data from their training sets. But when data distributions in the real world diverge from those in ...

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Amazon pushes the boundaries of extreme multilabel classification
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In the past few years, we’ve published a number of papers about extreme multilabel classification (XMC), or classifying input data when the number of ...

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Amazon sponsors contest on energy management in buildings
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Buildings are responsible for 30% of greenhouse gas emissions. At the same time, buildings are beginning to take a more active role in the power system by ...

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