CSSE Lecture: Computer Games, Robots and Artificial Intelligence
Dr Craig Lindley presents "Computer Games, Robots and Artificial Intelligence." Abstract In this seminar Craig will provide a brief description of his role a...
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CSSE Lecture: Computer Games, Robots and Artificial Intelligence - Video
Lenzman - Ever So Slightly (Artificial Intelligence Remix)
Fantastic remix of Lenzman #39;s #39;Ever So Slightly #39; from Artificial Intelligence. Forthcoming on Integral Records. iTunes: http://smarturl.it/INTLP001A Lenzman Like https://www.facebook.com/thele...
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Lenzman - Ever So Slightly (Artificial Intelligence Remix) - Video
6 hours ago May. 19, 2014 - 3:25 PM PDT
Yann LeCun, the deep learning expert and recently appointed director of artificial intelligence research at Facebook, held an Ask Me Anything session on Reddit last week. He went deep into the methodologies of AI and deep learning, the best academic training forexcelling in the field and even touched on how to deal with the ethical issues that will arise from the advent of advanced AI. The most interesting exchange, however, might have been about the role of emotions in AI systems.
Yann LeCun. Source: New York University
Essentially, LeCun arguedthata system like the one popularized in the recent filmHer is nowhere near the realm of possibility right now because of its deep understanding of human emotions, but that understanding of emotions is critical to truly useful systems. Science fiction often depicts AI systems as devoid of emotions, he wrote, but I dont think real AI is possible without emotions.
He continued:
Emotions are often the result of predicting a likely outcome. For example, fear comes when we are predicting that something bad (or unknown) is going to happen to us. Love is an emotion that evolution built into us because we are social animals and we need to reproduce and take care of each other. Future AI systems that interact with humans will have to have these emotions too.
Later on, in response to a follow-up question on this topic, LeCun elaborated:
If emotions are anticipations of outcome (like fear is the anticipation of impending disasters or elation is the anticipation of pleasure), or if emotions are drives to satisfy basic ground rules for survival (like hunger, desire to reproduce.), then intelligent agent will have to have emotions.
If we want AI to be social with us, they will need to have a basic desire to like us, to interact with us, and to keep us happy. We wont want to interact with sociopathic robots (they might be dangerous too).
Ultimately, he concluded with a reference to Isaac AsimovsI, Robot, suggesting that if were looking to avoid machines that will make irrational decisions, those capable of higher-level reasoning might be better than those operating based on hard-wired rules and behaviors:
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Facebook AI director Yann LeCun on the importance of emotional machines
IBMs Watson group has announced a new acquisition today artificial intelligence company Cognea. IBM confirmed the acquisition via a blog post.
Cognea developed a cognitive computing and conversational artificial intelligence platform. The startup offers virtual assistants that relate to people through personalities. On the companys AngelList page, it says it counts NASA, HP and Start Farm as customers.
As IBM explains, We believe this focus on creating depth of personality, when combined with an understanding of the users personalities will create a new level of interaction that is far beyond todays talking smartphones. We welcome to IBM, [Cognea's] co-founders Liesl Capper and John Zakos, and the rest of the Cognea team.
Watson is the artificially intelligent, question-answering supercomputer developed by IBM (that also trounced two former champions on Jeopardy). In January, IBM unveiled the Watson Group, which aimed to further develop, commercialize and expand Watson and other cognitive technologies. At the time, IBM said it would invest $1 billion in the Watson Group to be used broadly for R&D and investments. The Watson Group has already backed Welltok, a maker of online healthcare management communities, and Fluid, which is building a cognitive shopping assistant.
So what does this mean for Watson? IBM says Cogneas technology will be brought into Watson, giving the system the ability to have more real conversations with users.
IBM adds that Watson conversational services will be available to its business partners, entrepreneurs, universities and enterprises.
See a demo of Cogneas technology below. Does it remind you of Siri?
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Robot was appointed by Hong-Kong venture capital firm Deep Knowledge The robot, named Vital, finds trends not immediately obvious to humans Eventually, it will get an equal vote on financial decisions made by the firm
By Ellie Zolfagharifard
Published: 11:34 EST, 19 May 2014 | Updated: 16:50 EST, 19 May 2014
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Robots have been creeping into our homes, streets and cities and soon they could be dominating our boardrooms.
In a world first, Japanese venture capital firm Deep Knowledge recently named an artificial intelligence (AI) to its board of directors.
The robot, named Vital, was chosen for its ability to pick up on market trends not immediately obvious to humans.
In a world first, Japanese venture capital firm, Deep Knowledge, recently named an artificial intelligence (AI) to its board of directors. The robot, named Vital, was chosen for its ability to pick up on market trends that are not immediately obvious to humans (pictured is a stock image of a boardroom)
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ROBOT becomes world's first artificial intelligence company director
Create the Future with Java with Noel Portugal
Learn more about Java as the platform for building next generation artificial intelligence, machine learning, and Internet of Things innovations.
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Unreal Engine 4 Twitch Broadcast -- UT Update AI Discussion Live from Epic
Epic will share an update on the new Unreal Tournament collaboration with the UE4 development community. Senior programmers Daniel Broder and Mieszko Zielinski will lead a discussion on artificial...
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Unreal Engine 4 Twitch Broadcast -- UT Update & AI Discussion Live from Epic - Video
Breadth First Search Tutorial
In this tutorial I walk through how the breadth first search tutorial. The key to remember in this algorithm is that you iterate through each #39;level #39; to find the element you are looking for....
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Crowdsourcing Insights into Problem Structure for Scientific Discovery - Bart Selman
In recent years, there has been tremendous progress in solving large-scale reasoning and optimization problems. Central to this progress has been the ability to automatically uncover hidden...
By: Allen Institute for Artificial Intelligence (AI2)
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Crowdsourcing Insights into Problem Structure for Scientific Discovery - Bart Selman - Video
Patryk Scelina - Artificial Intelligence [2014]
Artist: Patryk Scelina Title: Artificial Intelligence Composer: Patryk Scelina Album: Interdimensional Track No.: 7 Catalog#: ST137 Released: March 28, 2014 (Public Release) Website: http://www.p...
By: Marc Lange
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Baidu Hires Former Google Artificial Intelligence Chief
China #39;s top search engine Baidu Inc has hired Google Inc #39;s former artificial intelligence (AI) chief Andrew Ng to spearhead research in a field that promises...
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Baidu Hires Former Google Artificial Intelligence Chief - Video
Google, the U.S. web-search leader, has deemed AI research one of its own top priorities and spent $400 million in January to acquire a major British AI firm.
A former Stanford University computer science professor, Ng co-founded Coursera, an online learning start-up, after he left Google.
Read MoreArtificial intelligence could end mankind: Hawking
On Friday Baidu Chief Executive Robin Li hailed Ng as the "ideal individual to lead our research efforts as we enter an era where AI plays an increasingly pronounced role."
Baidu is just one of several Chinese Internet companies that have ramped up their hiring and acquisitions in Silicon Valley to compete toe-to-toe with the U.S. technology leaders.
Ng's project at Google attracted international attention in 2012 when its "neural network" of 16,000 computers, nicknamed the Google Brain, taught itself how to spot a cat after processing thousands of images of cats. Ng said his algorithms were based on theories of how the human brain learns.
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May 17, 2014
Image Credit: Andrew Ng
redOrbit Staff & Wire Reports Your Universe Online
Baidu, the most popular Chinese-language online search provider, has announced plans to open up a new artificial intelligence center in the heart of Silicon Valley, and has tapped Google Brain founder and Stanford University AI Lab director Andrew Ng to lead the division.
According to Paul Mozur and Rolfe Winkler of the Wall Street Journal, Ng the man who helped Google set-up its program to replicate the human brain using computer hardware and software will be in charge of nearly 200 employees working at the $300 million Sunnyvale, California research and development facility.
While at Google, Ng managed to get 16,000 computers to train themselves to recognize images of cats simply by reviewing YouTube footage of felines, said Liz Gannes of re/code. He had been working in the field of deep learning as a professor at Stanford, but was on a leave of absence to launch the online education firm Coursera.
Ng, who recently stepped down as CEO of Coursera but remains the companys chairman, was named to Time magazines list of the 100 Most Influential People in the World in 2013. He holds a PhD in Computer Science from the University of California, Berkeley, as well as a masters degree in Electrical Engineering and Computer Science from the Massachusetts Institute of Technology (MIT).
We are delighted to welcome Andrew to our team. As a true visionary and key contributor in the field of Artificial Intelligence, Andrew is the ideal individual to lead our research efforts as we enter an era where AI plays an increasingly pronounced role, Baidu co-founder, chairman and CEO Robin Li said in a statement.
Baidu is a company with long term vision and deep commitment. I am excited to help Baidu advance fundamental technologies in AI and other areas that can truly change the world, said Ng. In a Coursera blog entry, he added that, while he would remain deeply involved in company strategy at the massive open online course (MOOC) company, he was planning to dedicate more of my time toward AI (Artificial Intelligence) and machine learning.
He is being joined at the Sunnyvale center by graduate student and long-time collaborator Adam Coates, Gannes said. The California facility will be Baidus second deep-learning lab, as the search engine also operates one in Beijing that has assisted in the development of its translation app and ad-targeting technology, the latter of which has reportedly resulted in a significant increase in click-through rate, explained Technology Reviews Tom Simonite.
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Man Behind 'Google Brain' To Head Up Baidu's US Artificial Intelligence Center
On the Future of Artificial Intelligence
Gary Clifford Gibson reads an essay on the future and nature of artificial intelligence. Voice-over Alaska images.
By: Gary Clifford Gibson
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New Blue AI Camaro in 4 Views
Have now completed a new Blue Camaro with Artificial Intelligence, to add to the pack of AI Cars.
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Chinese Internet company Baidu said Friday that it's hired former Google and Stanford researcher Andrew Ng as chief scientist to run its artificial intelligence research labs in Sunnyvale and Beijing. (AP File Photo/Jeff Chiu)
Opening a new front in Silicon Valley's latest arms race, the Chinese Internet company Baidu said Friday that it has hired former Google and longtime Stanford researcher Andrew Ng as chief scientist to run its artificial intelligence research labs in Sunnyvale and Beijing.
Ng, who is also cofounder of the online education company Coursera, is a highly regarded computer scientist who worked on artificial intelligence projects at Google's secretive X division, where he helped create a "neural network" of computers that famously taught itself to recognize images of cats by analyzing thousands of YouTube videos.
The hire is a significant coup for Baidu, which operates China's leading Internet search engine. The company has not indicated any plans to enter the U.S. market, but it has followed the lead of other major foreign tech firms by opening a research office in Silicon Valley -- where it hopes to tap the region's talent pool and gain more prominence within the tech industry.
Ng's move is another sign that leading Internet companies are pouring resources into artificial intelligence research, which they believe will help them deliver more personalized online services and advertising. As this newspaper reported last month, Facebook, Google and other top companies have been vying to acquire top talent in the field by buying smaller companies and hiring leading university researchers.
"Andrew is the ideal individual to lead our research efforts as we enter an era where AI plays an increasingly pronounced role," said Robin Li, the chief executive of Baidu, in a prepared statement that hailed Ng as "a true visionary and key contributor to the field of artificial intelligence."
While artificial intelligence is a broad term, it generally refers to sophisticated computer systems that can analyze vast amounts of data and learn to identify items or even anticipate outcomes. Ng is known for pioneering work in a field known as "deep learning," in which massive computer networks solve complex problems without being told directly what to do at every step of the process.
Google has used artificial intelligence and deep learning to build algorithms that can identify unlabeled photos, recognize voice commands and understand conversational speech, among other things. Facebook has said it hopes to use artificial intelligence for similar purposes. Baidu said it's using the technology for image searches, natural language processing and "advertising matching."
Internet companies are racing to develop new services that act more like personal assistants -- answering complex questions and anticipating users' needs or interests -- because they have run out of ways to improve on the traditional method of typing keywords into a search box, said analyst Whit Andrews at the Gartner research firm. "Search vendors want to be your robotic guardian angel," he added.
Baidu established a "Deep Learning Institute" last year, with a small office in Cupertino. With the hiring of Ng, the company said it plans to invest $300 million to expand the lab, with up to 200 employees in larger quarters at the Moffett Towers office complex in Sunnyvale.
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China's Baidu scores artificial-intelligence coup, hires Andrew Ng to run Silicon Valley lab
Chinese Internet company Baidu said Friday that it's hired former Google and Stanford researcher Andrew Ng as chief scientist to run its artificial intelligence research labs in Sunnyvale and Beijing. (AP File Photo/Jeff Chiu)
Opening a new front in Silicon Valley's latest arms race, the Chinese Internet company Baidu said Friday that it has hired former Google and longtime Stanford researcher Andrew Ng as chief scientist to run its artificial intelligence research labs in Sunnyvale and Beijing.
Ng, who is also cofounder of the online education company Coursera, is a highly regarded computer scientist who worked on artificial intelligence projects at Google's secretive X division, where he helped create a "neural network" of computers that famously taught itself to recognize images of cats by analyzing thousands of YouTube videos.
The hire is a significant coup for Baidu, which operates China's leading Internet search engine. The company has not indicated any plans to enter the U.S. market, but it has followed the lead of other major foreign tech firms by opening a research office in Silicon Valley -- where it hopes to tap the region's talent pool and gain more prominence within the tech industry.
Ng's move is another sign that leading Internet companies are pouring resources into artificial intelligence research, which they believe will help them deliver more personalized online services and advertising. As this newspaper reported last month, Facebook, Google and other top companies have been vying to acquire top talent in the field by buying smaller companies and hiring leading university researchers.
"Andrew is the ideal individual to lead our research efforts as we enter an era where AI plays an increasingly pronounced role," said Robin Li, the chief executive of Baidu, in a prepared statement that hailed Ng as "a true visionary and key contributor to the field of artificial intelligence."
While artificial intelligence is a broad term, it generally refers to sophisticated computer systems that can analyze vast amounts of data and learn to identify items or even anticipate outcomes. Ng is known for pioneering work in a field known as "deep learning," in which massive computer networks solve complex problems without being told directly what to do at every step of the process.
Google has used artificial intelligence and deep learning to build algorithms that can identify unlabeled photos, recognize voice commands and understand conversational speech, among other things. Facebook has said it hopes to use artificial intelligence for similar purposes. Baidu said it's using the technology for image searches, natural language processing and "advertising matching."
Internet companies are racing to develop new services that act more like personal assistants -- answering complex questions and anticipating users' needs or interests -- because they have run out of ways to improve on the traditional method of typing keywords into a search box, said analyst Whit Andrews at the Gartner research firm. "Search vendors want to be your robotic guardian angel," he added.
Baidu established a "Deep Learning Institute" last year, with a small office in Cupertino. With the hiring of Ng, the company said it plans to invest $300 million to expand the lab, with up to 200 employees in larger quarters at the Moffett Towers office complex in Sunnyvale.
Originally posted here:
China's Baidu scores artificial-intelligence coup, hires Andrew Ng to run valley labs
Opening a new front in Silicon Valley's latest arms race, the Chinese Internet company Baidu said Friday that it has hired former Google and longtime Stanford researcher Andrew Ng as chief scientist to run its artificial intelligence research labs in Sunnyvale and Beijing.
Ng, who is also cofounder of the online education company Coursera, is a highly regarded computer scientist who worked on artificial intelligence projects at Google's secretive X division, where he helped create a "neural network" of computers that famously taught itself to recognize images of cats by analyzing thousands of YouTube videos.
The hire is a significant coup for Baidu, which operates China's leading Internet search engine. The company has not indicated any plans to enter the U.S. market, but it has followed the lead of other major foreign tech firms by opening a research office in Silicon Valley -- where it hopes to tap the region's talent pool and gain more prominence within the tech industry.
Ng's move is another sign that leading Internet companies are pouring resources into artificial intelligence research, which they believe will help them deliver more personalized online services and advertising. As this newspaper reported last month, Facebook, Google and other top companies have been vying to acquire top talent in the field by buying smaller companies and hiring leading university researchers.
"Andrew is the ideal individual to lead our research efforts as we enter an era where AI plays an increasingly pronounced role," said Robin Li, the chief executive of Baidu, in a prepared statement that hailed Ng as "a true visionary and key contributor to the field of artificial intelligence."
While artificial intelligence is a broad term, it generally refers to sophisticated computer systems that can analyze vast amounts of data and learn to identify items or even anticipate outcomes. Ng is known for pioneering work in a field known as "deep learning," in which massive computer networks solve complex problems without being told directly what to do at every step of the process.
Google has used artificial intelligence and deep learning to build algorithms that can identify unlabeled photos, recognize voice commands and understand conversational speech, among other things. Facebook has said it hopes to use artificial intelligence for similar purposes. Baidu said it's using the technology for image searches, natural language processing and "advertising matching."
Internet companies are racing to develop new services that act more like personal assistants -- answering complex questions and anticipating users' needs or interests -- because they have run out of ways to improve on the traditional method of typing keywords into a search box, said analyst Whit Andrews at the Gartner research firm. "Search vendors want to be your robotic guardian angel," he added.
Baidu established a "Deep Learning Institute" last year, with a small office in Cupertino. With the hiring of Ng, the company said it plans to invest $300 million to expand the lab, with up to 200 employees in larger quarters at the Moffett Towers office complex in Sunnyvale.
Ng is on leave from Stanford and is stepping away from daily duties at Coursera, where he will continue to serve as chairman, a spokesman said.
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Andrew Ng
Age: 38
Current job: Head of research for Chinese search engine Baidu, overseeing labs in Sunnyvale and Beijing; also chairman and cofounder of Coursera
Career:
-- Taught and conducted research in artificial intelligence, machine learning and robotics at Stanford starting in 2002; currently on leave as associate professor of computer science and director of Stanford's Artificial Intelligence Lab.
-- Helped launch an online education program at Stanford and later cofounded Coursera, a venture-funded online education startup.
-- Worked at Google X, the company's experimental division, where he helped lead the Google Brain project to develop large-scale neural network technology, now used for speech recognition in Google's Android mobile operating system.
Education: Earned bachelor's degree in computer science from Carnegie Mellon University, master's degree in electrical engineering and computer science from MIT and Ph.D. in computer science from UC Berkeley.
Personal: Born in the United Kingdom, lives in Silicon Valley.
Sources: Staff research
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Andrew Ng bio: Baidu chief scientist is veteran artificial intelligence researcher, entrepreneur
Baidu has scored a win over Google by hiring Andrew Ng, founder of the Google Brain, to run the Chinese Internet giants artificial intelligence labs.
The Google Brain is the nickname for a project at the company to replicate aspects of how the human brain works in computers, which could lead to big advances in search, robotics, natural language processing, online marketing and many other fields. So-called deep learning and other aspects of AI have become a big focus for the leading tech firms, including IBM, Microsoft and Facebook, whove all been hiring top academics in the field.
Baidu announced Friday it has hired Ng, who previously led Googles deep learning efforts, to run its AI labs in Beijing and Silicon Valley. Ng is also a faculty member in computer science at Stanford University and known for his work building massive scale artificial neural networks, Baidu said.
Google lifted the lid on its AI efforts a couple of years ago when it described how it had unleashed its neural network on YouTube to see what the system could learn.
Our hypothesis was that it would learn to recognize common objects in those videos, Google said at the time. Indeed, to our amusement, one of our artificial neurons learned to respond strongly to pictures of ... cats.
This seems unremarkable except that the computer had never been told what a cat was or shown a single image labeled as a cat. But it figured out that cats were a thing on YouTube and learned to recognize them by itself.
Facebook is also in on the game: In December it hired a prominent AI expert at New York University, Yann LeCun, and opened its own AI research lab.
The most public face of IBMs AI efforts is Watson, a high-performance computer that famously won the Jeopardy TV game show a few years ago.
Along with image recognition and image-based search, Baidu said its labs are working on voice recognition, natural language processing, semantic intelligence, machine translation and advertising matching.
As a true visionary and key contributor in the field of Artificial Intelligence, Andrew is the ideal individual to lead our research efforts as we enter an era where AI plays an increasingly pronounced role, Robin Li, Baidus chairman and CEO, said in a statement.
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