Research
By Doug Burger, Distinguished Engineer, Microsoft Today at Hot Chips 2017, our cross-Microsoft team unveiled a new deep learning acceleration platform, codenamed Project Brainwave. I’m delighted to share more details in this post, since Project Brainwave achieves a major leap forward in both performance and…
By Alekh Agarwal and John Langford, Microsoft Research New York Clicks on Microsoft’s news website MSN.com increased 26 percent when a machine-learning system based on contextual-bandit algorithms was deployed in January 2016 to personalize news articles for individual users. The same real world interactive learning…
Last year, Microsoft’s speech and dialog research group announced a milestone in reaching human parity on the Switchboard conversational speech recognition task, meaning we had created technology that recognized words in a conversation as well as professional human transcribers. After our transcription system reached the…
By Lily Sun, Research Program Manager of Microsoft Research Asia In February 2017, Microsoft and Cambridge University announced a DeepCoder algorithm that produces programs from problem inputs/outputs. DeepCoder, which operates on a novel yet greatly simplified programming language, cannot handle complex problems—general programming languages are…
By Satish Sangameswaran, Principal Program Manager, and Vani Mandava, Director, Data Science The newspaper headlines about “Bangalore’s looming water crisis” have been ominous, with one urban planning expert proclaiming that Bangalore will become “unlivable” in a few years because of water scarcity. This is a…
By John Roach, Writer, Microsoft Research Within the next 5 to 10 years, tens of billions of things will be connected to the internet. They’ll monitor rainfall in rain forests and engine performance in airplanes, guide robotic teachers around classrooms and robotic aids around nursing…
By Gang Hua, Principal Researcher, Research Manager Recent advances in the branch of artificial intelligence (AI) known as machine learning are helping everyone, including artistically challenged people such as myself, transform images and videos into creative and shareable works of art. AI-powered computer vision techniques…
By Xiaodong He, Principal Researcher, Microsoft Research For human beings, reading comprehension is a basic task, performed daily. As early as in elementary school, we can read an article, and answer questions about its key ideas and details. But for AI, full reading comprehension is…
By Microsoft Research Human-engineered systems, from ancient irrigation networks to modern semiconductor circuitry, rely on spatial organization to guide the flow of materials and information. Living cells also use spatial organization to control and accelerate the transmission of molecular signals, for example by co-localizing the…
Today I would like to discuss running genetic algorithm… backwards. Yes, this is possible. Occasionally it is practical, when you need not the best, but the worst solution to a problem. And I think there are more uses for it. It seems to be helpful…
By Marc Pollefeys, Director of Science, HoloLens It is not an exaggeration to say that deep learning has taken the world of computer vision, and many other recognition tasks, by storm. Many of the most difficult recognition problems have seen gains over the past few…
By Roy Zimmermann, Director, Microsoft Research The theme of this year’s Faculty Summit 2017, which occurred earlier this week, was The Edge of AI. The meeting on Microsoft’s sun-splashed Redmond campus involved more than 500 prominent AI academic and Microsoft researchers who brought depth and context…
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