Reinforcement learning
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Alexandre Bayen is a driving force behind mixed-autonomy traffic
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The smooth-flowing traffic of the future is just around the corner. Advances in vehicle automation are converging with developments in machine learning (ML) ...

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The science behind Amazon Prime
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In his 2020 shareholder letter, Jeff Bezos, executive chair of Amazon’s board of directors, shared that more than 200 million people around the world have a ...

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Decisions, decisions: Lihong Li’s Amazon Ads reinforcement learning research
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How does the Amazon Store know what products and offers to display to a customer? Part of the answer involves reinforcement learning, a type of machine ...

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The Amazon Music conversational recommender is hitting the right notes
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Recommender systems are everywhere. Our choices in online shopping, television, and music are supported by increasingly sophisticated algorithms that use ...

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What’s next for deep learning?
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The Association for the Advancement of Artificial Intelligence (AAAI), whose annual conference begins this week, had its first meeting in 1980. But its AI ...

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‘The next frontier in robotics’
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Olivier Toupet has dedicated his career to making the impossible possible — on Earth and in space.“I've always worked on futuristic technologies,” said the ...

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How a passion for reinforcement learning guided Alexander Long’s trajectory
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Alexander Long had his mind set on working in the oil and gas industry, following in his father’s footsteps. The sector is a big employer of electrical ...

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Amazon’s Janus framework lifts continual learning to the next level
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Watching items move down a conveyor belt toward a Robin robot arm at an Amazon fulfillment center is a great place to learn about the role continual ...

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In reinforcement learning, slower networks can learn faster
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Reinforcement learning (RL) is an increasingly popular way to model sequential decision-making problems in artificial intelligence. RL agents learn through ...

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Lihong Li wins 2023 Seoul Test of Time Award
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Lihong Li, a senior principal scientist in Amazon Ads, has won the 2023 Seoul Test of Time award for the 2010 paper “A Contextual-Bandit Approach to ...

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