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Hybrid chips can run AI on battery-powered devices


By Tom Abate
Smartwatches and other battery-powered electronics would be even smarter if they could run AI algorithms. But efforts to build AI-capable chips for mobile devices have so far hit a wall – the so-called “memory wall” that separates data processing and memory chips that must work together to meet the massive and continually growing computational demands imposed by AI.
Hardware and software innovations give eight chips the illusion that they’re one mega-chip working together to run AI. (Image credit: Stocksy / Drea Sullivan)
“Transactions between processors and memory can consume 95 percent of the energy needed to do machine learning and AI, and that severely limits battery life,” said computer scientist Subhasish Mitra, senior author of a new study published in ....

Yunfeng Xin , Hs Philip Wong , Robert Radway , Zainabf Khan , Tony Wu , Andrew Bartolo , Paulc Jolly , Inez Kerr Bell , Mary Wootters , Subhasish Mitra , Pulkit Tandon , Stanford Systemx Alliance , Intel Corporation , Nanyang Technological University , Facebook Inc , Nature Electronics , San Jose State University , National Science Foundation , Electronics Resurgence Initiative , School Of Engineering , Semiconductor Research Corporation , Defense Advanced Research Projects Agency , Andrea Sullivan , Philip Wong , Illusion System , Defense Advanced Research Projects ,

Team creates hybrid chips with processors and memory to run AI on battery-powered devices


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Smartwatches and other battery-powered electronics would be even smarter if they could run AI algorithms. But efforts to build AI-capable chips for mobile devices have so far hit a wall - the so-called memory wall that separates data processing and memory chips that must work together to meet the massive and continually growing computational demands imposed by AI.
Transactions between processors and memory can consume 95 percent of the energy needed to do machine learning and AI, and that severely limits battery life, said computer scientist Subhasish Mitra, senior author of a new study published in
Nature Electronics.
Now, a team that includes Stanford computer scientist Mary Wootters and electrical engineer H.-S. Philip Wong has designed a system that can run AI tasks faster, and with less energy, by harnessing eight hybrid chips, each with its own data processor built right next to its own memory storage. ....

Yunfeng Xin , Hs Philip Wong , Robert Radway , Zainabf Khan , Tony Wu , Andrew Bartolo , Paulc Jolly , Inez Kerr Bell , Mary Wootters , Subhasish Mitra , Pulkit Tandon , Stanford Systemx Alliance , Intel Corporation , Nanyang Technological University , Facebook Inc , Nature Electronics , San Jose State University , National Science Foundation , Electronics Resurgence Initiative , School Of Engineering , Semiconductor Research Corporation , Defense Advanced Research Projects Agency , Philip Wong , Illusion System , Defense Advanced Research Projects , Illusion Systems ,

More homeowners expect house price rise in 2021


Mortgage Business
More home owners expect house price rise in 2021
By Malavika Santhebennur
11 January 2021
Almost half of homeowners expect their property value to shoot up in 2021, while pent up demand will “wash through”, according to an industry fund-owned bank.
A survey by ME Bank has revealed that 46 per cent of owner-occupiers expect the value of their dwelling to increase during 2021, while only 5 per cent expect it to decline.
The survey of 1,500 households showed that this is a significant shift from six months prior, when only 22 per cent expected dwelling prices to rise, and 25 per cent expected them to decline.
Outlining his predictions for the property market in 2021, ME Bank’s head of home loans Andrew Bartolo said that buyer activity is expected to rise year-on-year as a result of t ....

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Non-major expects buying 'frenzy' in early 2021

Non-major expects buying 'frenzy' in early 2021
mortgagebusiness.com.au - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from mortgagebusiness.com.au Daily Mail and Mail on Sunday newspapers.

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