Probabilistic forecasting
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Improving forecasting by learning quantile functions
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The quantile function is a mathematical function that takes a quantile (a percentage of a distribution, from 0 to 1) as input and outputs the value of a ...

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Predicting congestion in fleets of robots
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Many Amazon fulfillment centers use mobile robots to move shelves, retrieve products, and deliver them to workers for sorting, reducing the need for ...

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Making deep learning practical for Earth system forecasting
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The Earth is a complex system. Variabilities ranging from regular events like temperature fluctuations to extreme events like drought, hailstorms, and the ...

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