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setembro 3, 2018

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He believes the government needs to step in and create regulations that prevent the military from exploiting the technology he’s spent his life perfecting—and specifically, he says, from developing robots that kill people. Attorney Cory Hinton was born and raised in Willoughby, Ohio. Capsule networks have been greeted giddily in the tech world. Geoffrey Everest Hinton’s work on artificial neural networks is an English-Canadian cognitive psychologist and informatician. Radiologists will not be out of the job in 5 … Notable ancestors include Charlemagne (747-814), Alfred the Great (849-899), Hugh Capet (c940-996), Henry II of England (1133-1189), William I of England (1027-1087). © 2020. Geoffrey Hinton is a fellow of the Royal Society, the Royal Society of Canada, and the Association for the Advancement of Artificial Intelligence. His father was a fellow of the Royal Society, and then Geoff was made a fellow of the Royal Society. Hinton can tell you how to get from Toronto to, say, Helsinki without sitting down. Computers back then couldn’t wade through the millions of images needed to make connections and find meaning. Geoffrey Hinton, by now, needs little introduction – which is presumably why a Toronto Life profile of the pioneering University of Toronto artificial intelligence researcher seeks to delve deeper into the man behind the machines.. George Herbert Walker Bush (1924), 41st U.S. President; descendant of four Mayflower passengers 3. In the late ’50s, a Cornell scientist named Frank Rosenblatt had proposed the world’s first neural network machine. An espresso machine whirs loudly. In 2012, Google X (now just X), the company’s top-secret lab, announced that it had set up a neural network of 16,000 computer processors and sicced it on YouTube. Hinton's father was Howard Hinton. Recognition is the heart of AI, and also of successful diagnosis and treatment. | Photograph by Daniel Ehrenworth He describes 10 or so students researching during the “AI winter,” when jobs and funding in AI research were scarce, and offers from industry scarcer. He wondered: could a computer behave the same way? She married Geoffrey Hinton (c1515-) 1525 JL in Kent, England, United Kingdom. Toronto has experienced a subsequent brain drain over the past decade, with local start-ups being swallowed by Silicon Valley, and U of T’s deep learning community has faced a retention problem. You get the Queen Mary to Southampton. Prescott Sheldon Bush (1895-1972), born in Ohio (USA), descendant of four Mayflower passengers 5. George Walker Bush (1946), 43rd U.S. President; descendant of four Mayflower passengers 2. In his life, Hinton has spent a lot of time in hospitals. In a small fishing village in southern Mexico, they left a duffel bag on the beach while swimming in the tall waves, and their money and passports were stolen. The breakthrough propelled Hinton and his acolytes to the head of the AI movement. Geoffrey Hinton. Geoffrey Hinton spent 30 years hammering away at an idea most other scientists dismissed as nonsense. See the complete profile on LinkedIn and discover Geoff’s connections and jobs at similar companies. “The reason I have had a big influence was because I was one of the very few who believed in this approach, and all the students who spontaneously believed in that approach too came and worked with me. They remember him as a popular prof, known for working alongside his students rather than farming out tasks, as well as for breaking the tension of late-night research by juggling grapes with his mouth—lean back, blow one into the air, then another, catch the first, repeat. The seething stuff underneath isn’t the conscious deliberate reasoning, it’s something else—something that works by analogies,” Hinton says. Margaret Dodd was born circa 1498 in Kent, England, United Kingdom to John Dodd (1456-c1498) and Elizabeth Egerton (1460-1498) and died after 1533 in Eastwell, Kent, England, United Kingdom of unspecified causes. The Vector Institute, Toronto’s answer to the AI brain drain, has a new-car smell, a name befitting a supervillain’s lair and a first-day-of-school vibe. Genealogy profile for Geoffrey Thomas Searle Hinton. On the patios are a mini-putt course and a pollinator beehive. Geoff pulled a penny out of his pocket and put it on the seat, but instead of sliding toward the back, it slid toward the front, seemingly moving upward, against gravity. Computers learned best by rules and logic, they said. We’re special, wonderful machines.”. It was called the Perceptron, and it had a simple objective—to recognize images. Hinton has said that when he was growing up, his mother gave him two choices: “Be an academic or be a failure.” His family tree is branch-breakingly weighted with scientists. The Perceptron didn’t end up walking or talking—it could barely tell left from right—and became a joke. And then you get the ferry to Helsinki.” Hinton often speaks this way: chopping data into comprehensible bits, eyes focused in the distance, a small smile on his small lips. And I shouldn’t say just. What notable Torontonians are watching, reading and listening to this holiday season, As a nurse at Toronto Western, I thought I was ready for the pandemic. Just better. At the Go North event, Hinton delivered one of his clipped, clear explanations of a breakthrough made with two Google engineers: capsule networks. Hinton, a proud socialist, grew troubled by U.S. foreign policy under Reagan, especially interference in Central America. The declaration reignited his passion for neural networks research. This incomprehensible penny prodded Hinton’s imagination for 10 years. Engineers at Google Brain, the company’s deep learning AI branch, led by the division’s senior fellow, Jeff Dean, fed millions of random, unlabelled video frames from YouTube through the new supercomputer and programmed it to make sense of what it saw. I see the fact that doctors really can’t read CT scans very well. Howard Everest Hinton, FRS: Birthdate: August 24, 1912: Birthplace: Matehuala, San Luis Potosi, Mexico: Death: August 02, 1977 (64) Immediate Family: Son of George Hinton and Emily Hinton Husband of Margaret Hinton Father of Geoffrey Hinton; Private; Private and Private But unlike most people, he also knows that there will be, very soon, technology that can collapse a one-week wait for a test result to one day. English Articles. Industry noticed, and the big tech companies—Microsoft, Facebook, Google—started investing. Bengio is best-known for winning the 2018 Turing Award — nicknamed the Nobel Prize of computing — with Geoffrey Hinton and Yann LeCun, after the trio made a series of deep neural network breakthroughs. Select from premium Hinton of the highest quality. Hinton is the great-great-grandson both of logician George Boole whose work eventually became one of the foundations of modern computer science, and of surgeon and author James Hinton. For decades, when Bengio has had work to do in Toronto, he stays at Hinton’s Annex house, taking long walks with him (Hinton walks everywhere, because his back doesn’t hurt when he’s upright, and vehicles require sitting). “[The Perceptron] will be able to walk, talk, see, write, reproduce itself and be conscious of its existence.”. Young Geoff Hinton once waved a handkerchief over the pit to get them to strike it, but one came at his hand and missed by an inch, nearly killing him. This was an exciting moment in AI. Typical AI specialists, even newbies and recent grads, who take Silicon Valley gigs can reportedly be paid from $300,000 to $500,000 (U.S.) a year; stock options can move the amount past the million mark. Live Statistics. Thus the creation of the Vector Institute, a multimillion-dollar lab that will bring together the leading minds in AI, lured by the promise of working with Hinton—he’s the chief scientific advisor. He is the nephew of the economist Colin Clark. “Geoff’s father was perfectly nice to me, but he was a pushy father, quite competitive,” says Harvey. He lost his first wife, Ros, to ovarian cancer in 1994 leaving him to look after their two young adopted children as a single parent. We’re just extremely fancy machines. Not long after he and his first wife adopted their babies, Ros died of ovarian cancer. Hinton was also a co-author of a highly-cited paper, published in 1986 which popularized the back propagation algorithm for training multi-layered neural networks, with David E. Rumelhart and Ronald J. Williams. Margaret Dodd was born circa 1498 in Kent, England, United Kingdom to John Dodd (1456-c1498) and Elizabeth Egerton (1460-1498) and died after 1533 in Eastwell, Kent, England, United Kingdom of unspecified causes. Stephen Hawking, Elon Musk and Bill Gates have all warned against the dangers of unfettered AI. Every afternoon, the pair walked the same seven kilometres to the closest village, past watchful vultures, to see if their replacement traveller’s cheques had arrived at the bank. Being a socialist, I feel that when the technology comes along that increases productivity, everyone should share in those gains.”. Nevertheless, Hinton was undeterred. He never sits down, due to a bulging disc in his spine, dislodged during an attempt at age 19 to move a heavy heater for his mother, and a genetic deficiency when it comes to metabolizing calcium that portends osteoporosis. Used to living in his head and at the lab, Hinton was thrown into the corporeal world of raising two small children. View Geoff Hinton’s profile on LinkedIn, the world's largest professional community. is far too classy to say I told you so, By Mr. Geoffrey Hore of Hinton, Alberta, beloved husband of Shari Hore, passed away peacefully, surrounded by family on March 11, 2020 at the age of 61 years. “He’s not a god. Ancestors are from the United Kingdom, France, England, Germany, Russia, Ukraine, Spain, Portugal, Belgium, the Netherlands, Ireland, Italy, the Byzantine Empire, Sweden, Canaan. Hinton, who comes from a somewhat eccentric, generations-deep family of overachieving scientists, immediately understood that the human brain worked like that, too—information in our brains is spread across a vast network of cells, linked by an endless map of neurons, firing and connecting and transmitting along a billion paths. The problem became worse over time. The goal of learning is to allow multiplication of matrices to represent symbolic relationships between objects and symbolic relationships between relationships, Then a Covid outbreak hit my ward, Sort-of Secret: Noble House, a small-scale kitchen for family style takeout from the 416 Snack Bar chef, Takeout Diaries: Where Colibrí chef Elia Herrera gets to-go butter chicken, pork bone soup and veal sandwiches. People were saying they really wanted to be loved. When deep learning panned out, the depression lifted slightly. He has been working with Google and the University of Toronto since 2013. Hinton has been the co-author of a highly quoted 1986 paper popularizing back-propagation algorithms for multi-layer trainings on neural networks by David E. Rumelhart and Ronald J. Williams. Just before the talk started, his wife Amy, their dog Ruby, and their daughter Susannah were milling around, wishing him well. The former features are male, the latter female. Neural networks did have some minor success—they later proved useful in detecting credit fraud—and after graduation, he was able to land a job at Carnegie Mellon University in Pittsburgh. I apologize to my wife, family. He probably felt the need to satisfy his father’s expectations.”. He has his darker times.”, In September, Hinton and his wife made it to their Muskoka cottage for a couple of days. One weekend, he attended a seminar, a sort of EST-y, self-actualization therapy session. “Sometimes he can see things with dark glasses. “We were outsiders, but we also felt like we had a rare insight, like we were special,” says Sutskever. You then get a little old train to Rostock, which is on the coast and used to be in East Germany and you can tell. He’s just a human doing his human thing,” says Bengio. Canada’s newest research institute for artificial intelligence, located on the seventh floor in the MaRS complex at College and University, opened its doors late last fall. Today’s frenzy around AI isn’t just about money, but also about the rapid pace of AI integration into everyday life. Toronto Life is a registered trademark of Toronto Life Publishing Company Limited. He knows first-hand the patient’s frustrations of waiting for results and receiving vague information. “I would really like it if you would include in the story the idea that I’ve been able to continue doing my work for the past two and a half years because my wife has had such a positive attitude about her cancer,” he says calmly. “Geoff has inherited a bit of a competitive streak. “It may be too late for her, I’m afraid,” says Hinton, in his measured way. Added in 24 Hours. “He liked people thinking clearly, and if you said anything that was kind of rubbish, he would call it rubbish. Pop culture has been funnelling this exact apprehension since 2001: A Space Odyssey. None of that could be proved by logic, but it exists in representations tucked away in our brains. Languages. Geoffrey Hinton and Demis Hassabis: AGI is nowhere close to being a reality. Asked how it felt growing up in the shadow of this remarkable family history, Hinton says: “Pressure. Teaching is interesting but a bit of distraction, and the rest of life—I don’t have time for it,” Hinton says. His son, Geoffrey’s grandfather, settled in Mexico—so there is a Mexican Hinton branch. YouTube being a repository of cat videos above all else, it recognized—among other things—cats. With more than $100 million in combined provincial and federal funding, and $80 million from more than 30 private partners, including the big Canadian banks, Air Canada, Telus and Google, Vector is a public-private hybrid—mixing academia, public institutions and industry. “Thank you very much.”. It’s almost as if, by the machine becoming more human, we become less human. You then get the night sleeper to Berlin where you can lie down. “We’re machines,” says Hinton. He was the beloved and loving husband of Betty (MacDonald) for over 60 years. His personal life has not been easy for him. “I think it’s going to make life a lot easier. He hated it. Hinton pursued a PhD at the University of Edinburgh in 1972, with neural networks as his focus. The space has the daycare aesthetic of most digital companies, with bright colours, amoeba couches and an array of healthy lunch options being eaten by a lot of people under 30. “She’s both extremely brave and extremely sensible, so she just thinks she’s getting extra time, which she’s determined to make the best of,” he says. Almost all of them are on their phones, or holding their phones. Kyle Wiggers @Kyle_L_Wiggers December 17, 2018 12:30 PM AI. It wasn’t one of my goals.”. Hinton recalls the moment his curiosity was born. According to family lore, the senior Hinton kept the turtles in the tub, at least once thwarting Trudeau’s plans for a bath. Its space-age glass walls face the Romanesque solemnity of Queen’s Park and the University of Toronto, both of which are Vector partners. In 1997, he remarried, to a British art historian, Jackie. Hinton believes that AI will eventually put radiologists out of work—or at least eliminate the image-reading part of the job. If you get two radiologists reading the same scan, they get two different readings.”. They figured out how to survive for a week on three dollars and attempted to make banana juice by leaving banana skins in a can in the heat—a failed experiment. Hinton, Peter J. , 2015; Gregor et al. There’s something appealingly poetic in the idea that a machine can intuit these same representations: knowledge springs from lived life, filled with accrued meaning and experience, the mysterious substance of existence. Loving father of David Hinton … “The brain has got to work somehow and it sure as hell doesn’t work by someone writing programs and sticking them in there,” Hinton says. Her father invented the jungle gym. I wasn’t okay that something had violated my model of the world. “I see a lot of the inefficiencies in how medical professionals use data. Hinton’s mother was loving, but his father was intimidating, both physically (he could do a chin-up with one hand, a feat that awed Geoffrey, who was a small, thin child) and intellectually. How can we build machines to help humans see as well as animals or compose beautiful music, or use quantum computing to speed up the analyzing of massive amounts of data humans are generating daily? In 1987, he and Ros moved north, and settled in the Annex. Hinton, a former outcast, was suddenly the industry’s most important figure, thrust from obscurity to stardom. Barbara Pierce (1925) 4. By accessing the massive data sets—essentially, patient archives—of an institute like the Munk Centre, AI tech could be used for a multitude of breakthroughs, including remotely monitoring a patient’s heartbeat and helping doctors pinpoint the ideal moment for discharge. On three separate occasions, medical staff told his wife she had secondary tumours based on CT scan readings, and they were wrong each time. Last summer, Hinton and I had lunch in the Google cafeteria downtown. The childhood Hinton describes is a mash-up of Lemony Snicket, Huckleberry Finn and The Royal Tenenbaums, with microscopes. Hinton pressed forward anyway. “Some people are quite capable of seeing things they don’t understand and being okay with it. The 20 scientists who have so far been hired are already pursuing technological answers to some of the world’s biggest problems: how can AI be used to diagnose cancer in children and detect dementia in speech? Still, work provided safe harbour from the realities at home. In 1966, the summer before university, Hinton and Harvey backpacked through the U.S. and Mexico. If one had to apply a gender to dogs and another to cats, he says, pausing to sketch a cat (snowman shaped, small ears), one would, in our culture, likely construe dogs as male and cats as female. Recent. It’s hard to imagine this is where the machine invasion might start, and yet…. Everyone was seated at a table like eager students, except Hinton, who stood, looming over his high-powered audience. The sample size was just too small. “You lie on the back seat of a bus to Buffalo. Then, one day in 2012, he was proven right. The potential effects people talk about have nothing to do with the technology itself but have to do with how society is organized. “It basically invented the concept of a cat.”. Toronto has to figure out how to leverage Hinton’s presence by enticing his elite army of deep learning experts to stay—or return to—where they started. Geoffrey is furiously loyal to the Kingdom of Acorn, especially King Maximillian and Princess Sally (with whom he once had a relationship), but was ar… Geoffrey Hinton and Yann Lecunn, Jeff Bezos’ Net Worth Increased $13 Billion on Monday. Paul Blackwell Wiki: Salary, Married, Wedding, Spouse, Family Paul Blackwell (born 1954) is a well-known Australian stage actor and occasional film actor. You stand up to London. “It used to be when I went into the supermarket and the cashier couldn’t add up two numbers I’d think: ‘For god’s sake why can’t they hire a cashier who can do arithmetic?’ And now I think: ‘It’s really nice the supermarket would hire this person.’ ” He adds: “I didn’t want to be a better person, it just happened. In most academic circles, neural networks were written off as a fringe pursuit. It’s fine for philosophers to think about, but I’m not particularly interested in that issue because it’s not something I’m going to have to deal with in my lifetime.” Ever deadpan, it’s hard to tell if he’s joking. Around 2009, when computers finally had the strength to mine huge pools of data, super-powered neural networks began outperforming logic-based AI in speech and image recognition. “In 30 years we’re going to look back and say Geoff is Einstein—of AI, deep learning, the thing that we’re calling AI,” Jacobs says. He also took care of a dozen Chinese turtles that his father acquired on a lecture tour of China in 1961. On a weekly basis, his advisor would tell him he was wasting his time. Hinton recalls the family talking socialism around the kitchen table and stuffing envelopes for the Labour party at election time. Hinton attended a private school called Clifton College—“not top rate,” he says—and he and his friend Inman Harvey, now a computer scientist and AI visiting research fellow at the University of Sussex, used to hitchhike, snickering, around to nearby villages like Piddlehinton. He was four years old, travelling with his mother on a bus in the countryside. It felt like pressure.” He has struggled with depression his whole life, he says, and work is his way of loosening the valve. Cory attended college at the University of Toledo where he received his B.S. She married Geoffrey Hinton (c1515-) 1525 JL in Kent, England, United Kingdom. He was freezing up and didn’t know what to say. The bus had a seat that sloped backward, toward the frame. He and his wife, Ros, a molecular biologist and former professor at University College London, were planning to adopt a boy and a girl from South America, and they didn’t much like the idea of raising them in a country engaged in a bloody Latin American conflict. For more than 30 years, Geoffrey Hinton hovered at the edges of artificial intelligence research, an outsider clinging to a simple proposition: that computers could think like humans do—using intuition rather than rules. Ilya Sutskever and Geoffrey Hinton University of Toronto {ilya, hinton}@cs.utoronto.ca Abstract We describe a way of learning matrix representations of objects and relationships. Genealogy for Geoffrey Thomas Searle Hinton (1918 - 1980) family tree on Geni, with over 200 million profiles of … Katrina Onstad Department of Computer Science : email: geoffrey [dot] hinton [at] gmail [dot] com : University of Toronto : voice: send email: 6 King's College Rd. When Peter Munk recently donated $100 million to his eponymous cardiac-care centre, it was earmarked to turn the hospital into a world leader in digital cardiovascular health, and Vector will get some of those funds. Find the perfect Hinton stock photos and editorial news pictures from Getty Images. He's devoted much of his life to researching and advancing AI, which he is hopeful will help in the fight against COVID-19. In that same article G. , Maryland, and died June. He’s been watching Hinton’s rise to tech celebrity status with some wariness for his friend. Because Hinton’s approach to AI was so unpopular for so long, many of those experts were trained at Hinton’s side: it’s less “the student becomes the teacher” than “the teacher becomes the rival.” Dozens of Hinton’s former students have risen to prominence at Facebook, Google, Apple and Uber, and in academia, spreading the neural net gospel, forming their own kind of living, pinging network of Hinton disciples. The gangly, septuagenarian Mr. Bean–ish Brit finds it all dryly amusing. We’re in Toronto because Geoffrey Hinton is in Toronto, and Geoffrey Hinton is the father of “deep learning,” the technique behind the current excitement about AI. In his U of T office overlooking the central artery of the downtown campus, Hinton is at once walking, eating a sandwich and scribbling on a whiteboard in an attempt to fill in my cavernous knowledge gaps about neural networks. Raquel Urtasun, one of Vector’s key hires, will divide her time between Vector and Uber, where’s she developing self-driving cars. When he was a teenager, he figured out that the penny’s movement had to do with the velvet seat cover and the vibrations of the bus against the slanted fibres—a hugely satisfying resolution. He lost his first wife to ovarian cancer in 1994. “It’s much closer to Freud, the idea that there’s this thin film of consciousness and deliberate reasoning and all this seething stuff underneath. “I sometimes think I use the things to do with numbers and math as a defence against the emotional side of me,” Hinton says. in Criminal Justice; he also attended law school at the University of Toledo where he received is J.D. But what about the ways in which this dependence on machines changes us? Hinton’s youth collided with the freewheeling ’60s and ’70s though, and he took a circuitous route to live up to the Hinton family birthright. Plus, most AI research in the U.S. was funded by the Department of Defense, which didn’t sit well with Hinton either, and so he accepted an offer from the Canadian Institute for Advanced Research. He was loved and cherished by many people including : his wife Shari Hore; his children, Lindsay (Jared), Ryan (Lindsey) and Brad (Cynthia); his grandchildren, Tenley, Reid, Mason, Brody, Carter, Drew and Ryann; his brother Greg (Bev); and his parents, Helen and Les. Most people doing AI don’t have doubt that we’re machines. Eventually, sitting became agony, and so, in 2005, he stopped sitting almost entirely—another problem solved. Geoffrey’s great grandfather, the mathematician and bigamist Charles Hinton, coined the word “tesseract” and popularized the idea of higher dimensions, while his father, Howard Everest Hinton, was a distinguished entomologist. Geoffrey Hinton’s middle name is Everest—as in the geographer Everest, his great-great-grandmother’s uncle, namesake of the mountain—and his father’s cousin was Joan Hinton, a nuclear physicist who helped out on the Manhattan Project and lived in China during the Cultural Revolution. Hinton listens and looks at me not unkindly, but with a trace of incredulity.

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