Demand forecasting
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Amazon at ICML: Industry and academia meet at Expo Day
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At this year’s International Conference on Machine Learning (ICML), Alice Zheng, a senior manager of applied science in Amazon’s display advertising ...

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The history of Amazon’s forecasting algorithm
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When a customer visits Amazon, there is an almost inherent expectation that the item they are searching for will be in stock. And that expectation is ...

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Data on correlated products and sellers helps improve demand forecasting
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Forecasting product demand from customers is central to what Amazon does. It helps ensure that products reach customers on time, that inventory management ...

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The evolution of Amazon’s inventory planning system
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For every order placed on the Amazon Store, mathematical models developed by Amazon’s Supply Chain Optimization Technologies organization (SCOT) work behind ...

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Amazon’s first research scientist elected an INFORMS fellow
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Amazon was founded in 1994 and six years later the company hired its first research scientist, Russell Allgor. Over the past 21 years, Allgor has seen the ...

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How Haluk Demirkan is using ML-powered forecasts to get the right devices to the right place at the right time
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For years, Amazon has been at the forefront of machine learning and data science. At the same time, the company has pioneered the large-scale automation of ...

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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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Domenico Giannone’s never-ending drive to learn more from economic data
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When Domenico Giannone decided to study statistics as an undergrad at Sapienza Università di Roma in the early 1990s, he didn’t fully understand what the ...

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Jonathan Toner’s hunt for hard questions took him from Antarctica to Amazon
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For as long as he can remember, Jonathan Toner has been drawn to the toughest problems he can find. Where did life originate? What can Earth’s most extreme ...

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Why Amazon’s homepage feels like your own
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Amazon's massive catalogue makes it possible to personalize a customer's shopping experience in countless ways. It's not surprising when the Amazon Store ...

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