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RapidModelArchitectureAdaptionfor Meta-Learning

Neural Information Processing Systems

MostNASmethodstodayfocusona single task with afixedhardwaresystem, yetreal-life model deployments covering multiple tasks andvarioushardwareplatforms willsignificantly prolong thisprocess.


AI startup helps insurers spot cognitive decline in elderly drivers

The Japan Times

Mind Foundry, an artificial intelligence startup vying to help insurers decide which drivers should be covered, has raised $22 million in funding, the latest sign of growing demand to deploy AI in critical sectors where there's little room for error. The startup's AI tools are being used to detect cognitive decline in older drivers in Japan to aid Asian insurance giant, Aioi Nissay Dowa Insurance Co., in predicting and preventing accidents. Aioi invested in the funding round along with Parkwalk Advisors and the University of Oxford, said Brian Mullins, Mind Foundry's chief executive officer. The Series B round brings the startup's total funding to $44 million. Traditionally, insurers have relied heavily on details such as the type of car and the driver's age to predict who is more likely to be involved in serious accidents -- and to set insurance premiums.


Most Canadians are worried AI is advancing too quickly, and they expect banks to have the answers, says study

#artificialintelligence

By Howard Solomon A new report highlights a growing fear among Canadians that's tied to the rapid advancement of artificial intelligence. An online study conducted by Environics Research Group revealed that 77 per cent of Canadians are concerned that AI is advancing too quickly to properly understand its potential risks. The survey of 1,200 Canadians was sponsored by TD Bank back in May, and also indicated a growing concern around biases in how the technology is developed. Additionally, sixty per cent of Canadians worry about a lack of diversity in the growing field of AI. The results don't shock Tomi Poutanen, chief AI officer for TD and co-founder of Layer 6, but he said they do signal a growing awareness of AI's transformative capabilities, and people are looking to banks to validate its adoption.


If military robot falls, it can get itself up

#artificialintelligence

Based on feedback from Soldiers at an Army training course, ARL researcher Dr. Chad Kessens began to develop software to analyze whether any given robot could get itself "back on its feet" from any overturned orientation. "One Soldier told me that he valued his robot so much, he got out of his vehicle to rescue the robot when he couldn't get it turned back over," Kessens said. "That is a story I never want to hear again." Researchers from Navy PMS-408 (Expeditionary Missions) and its technical arm, the Indian Head Explosive Ordnance Disposal Technology Division, agree. They teamed up with JHU/APL and the prime contractor, Northrop Grumman Remotec, to develop the Advanced Explosive Ordnance Disposal Robotic System, or AEODRS, a new family of EOD robotic systems featuring a modular opens systems architecture.


6 practical guidelines for implementing conversational AI

#artificialintelligence

Learn more about how to implement AI at the Artificial Intelligence Conference, September 17 - 20, San Francisco, CA. It has been seven years since Apple unveiled Siri, and three since Jeff Bezos, inspired by Star Trek, introduced Alexa. But the idea of conversational interfaces powered by artificial intelligence has been around for decades. In 1966, MIT professor Joseph Weizenbaum introduced ELIZA--generally seen as the prototype for today's conversational AI. Decades later, in a WIRED story, Andrew Leonard proclaimed that "Bots are hot," further speculating they would soon be able to "find me the best price on that CD, get flowers for my mom [and] keep me posted on the latest developments in Mozambique."


Four out of 10 Canadian jobs to be lost to technology: report

#artificialintelligence

A tinny voice asks, "Would you like fries with that?" A flashing screen says, "That colour really brings out your eyes." Welcome to our automated future, where more than 40 per cent of Canadian jobs have been replaced by technology. "Our findings show that a significant percentage of Canadian jobs are at a high risk of being replaced by automation over the next 10 to 20 years," Brookfield Institute for Innovation Entrepreneurship executive director Sean Mullin said in a written statement. In a report released Wednesday, the Ryerson University-based institute says that nearly 42 per cent of Canada's workforce is at a high risk of being affected by automation over the next two decades. You can see what the probability of automation in your field is via this interactive chart.


Automation could put 4 in 10 Canadian jobs at high risk in future, study says

#artificialintelligence

More than 40 per cent of the Canadian workforce is at high risk of being replaced by technology and computers in the next two decades, according to a new report out Wednesday. The Brookfield Institute for Innovation Entrepreneurship at Toronto's Ryerson University said in its report that automation previously has been restricted to routine, manual tasks. However, breakthroughs in artificial intelligence and advanced robotics now means that automation is moving into "cognitive, non-routine tasks and occupations, such as driving and conducting job interviews." The institute put a 70 per cent or higher probability that "high risk" jobs will be affected by automation over the next 10 to 20 years, and it said workers in the most susceptible jobs typically earn less and have lower education levels than the rest of the Canadian labour force. "We don't believe that all of these jobs will be lost," said Sean Mullin, executive director of the Brookfield Institute, in a release.


Artificial intelligence puts 42% of jobs 'at risk,' study says

#artificialintelligence

New developments in artificial intelligence and robotics put 42 per cent of Canadian workers at high risk of seeing their jobs disappear or significantly changed in the next two decades, a new report concludes. While advancing computerization has already made some jobs obsolete, the rapid development of artificial intelligence is poised to become a new "inflection point" for more dramatic job change over the next 10 to 20 years, said Sean Mullin, executive director of the Brookfield Institute for Innovation Entrepreneurship at Ryerson University. Mr. Mullin said computers are expected to take on jobs that previously required higher "cognitive skills" as new technology allows machines to learn on their own and apply their knowledge. "If that even partially comes true, we're going to see a much more fundamental restructuring of the labour force and potentially a much higher percentage of jobs at risk than I think we've seen in the past," Mr. Mullin said. The new Brookfield Institute research report examined all major job categories in Canada and applied a methodology developed in 2013 at Oxford University in Britain.

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  Industry: Education (0.31)