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New approaches to Deep Networks - Capsules (Hinton), HTM (Numenta), Sparsey (Neurithmic Systems) and RCN (Vicarious) - Project AGI

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The model is a neural network utilising HTM neurons [7] which resemble biological pyramidal neurons. These neurons are more complex than conventional artificial neural network neurons, with multiple groups and types of input connections (dendrites) with different functions. There are dendrites that are stimulators, and those that are modulatory, and predict activations. There is an input and output layer (resembling two of the cortical pyramidal cell layers) with feedback and lateral input connections. Neurons are arranged into columns that cover a subset of the input space.


Terrible drivers could teach autonomous cars how to avoid crashes

New Scientist

Backseat driving can irritate even the most stoic of human drivers, but for autonomous vehicles those nagging comments could lead to the perfect road technique. The software that powers autonomous vehicles is often trained on hours of footage of people driving.


A Study on Driverless-Car Ethics Offers a Troubling Look Into Our Values

The New Yorker

The first time Azim Shariff met Iyad Rahwan--the first real time, after communicating with him by phone and e-mail--was in a driverless car. It was November, 2012, and Rahwan, a thirty-four-year-old professor of computing and information science, was researching artificial intelligence at the Masdar Institute of Science and Technology, a university in Abu Dhabi. He was eager to explore how concepts within psychology--including social networks and collective reasoning--might inform machine learning, but there were few psychologists working in the U.A.E. Shariff, a thirty-one-year-old with wild hair and expressive eyebrows, was teaching psychology at New York University's campus in Abu Dhabi; he guesses that he was one of four research psychologists in the region at the time, an estimate that Rahwan told me "doesn't sound like an exaggeration." Rahwan cold-e-mailed Shariff and invited him to visit his research group.


An Inside Look - America's First Public School AI Program Getting Smart

AITopics Custom Links

When the Montour School District launched America's first Artificial Intelligence Middle School program in the fall of 2018, many questions arose. How? (Just to name a few). But, as a student-centered and future-focused district, the thought process was not if we should teach AI, but what if we don't teach AI? Also, why isn't everyone teaching AI? Through a series of courses developed and implemented by Montour team members and partners, the AI program officially launched in October 2018. To date, hundreds of classes have already been taught to students in areas of AI Ethics, AI Autonomous Robotics, AI Computer Science, and AI Music. The goal for the program is to make an all-inclusive AI program for all middle school students that is relevant and meaningful in a world where children live and prepare them for a future where they will thrive.


China Appears To Block Microsoft's Bing Search Engine

NPR Technology

This is a visualization of global internet attacks, seen during the 4th China Internet Security Conference in Beijing. Microsoft's Bing search engine is no longer accessible in China, the company reports. This is a visualization of global internet attacks, seen during the 4th China Internet Security Conference in Beijing. Microsoft's Bing search engine is no longer accessible in China, the company reports. The Microsoft search engine, Bing, appears to have been blocked in China since Wednesday.


Advance Academic Research With the NI Platform

IEEE Spectrum Robotics

Every day, researchers use the NI platform to push the boundaries of discovery. They are driven by the grand challenges humanity faces and the economic and technical trends that are revolutionizing wireless communications, transportation, and energy. The ideas, theories, and prototypes that start in academic research labs scale to ever more complex applications and eventually impact all our lives in the form of commercial technology. As varied as their research focus areas might be, academics face similar challenges regardless of domain. The goal of NI has always been to help scientists and engineers spend their time on the novel and the innovative by providing a platform with the accuracy, repeatability, and scalability they need to validate and prototype research.


Is this AI? We drew you a flowchart to work it out

#artificialintelligence

The question may seem basic, but the answer is kind of complicated. In the broadest sense, AI refers to machines that can learn, reason, and act for themselves. They can make their own decisions when faced with new situations, in the same way that humans and animals can. As it currently stands, the vast majority of the AI advancements and applications you hear about refer to a category of algorithms known as machine learning. These algorithms use statistics to find patterns in massive amounts of data.


Tech Giants, Gorging on AI Professors Is Bad for You

AITopics Custom Links

Eat too much and there won't be grass for anyone. In an essay written in 1833, the British economist William Forster Lloyd made a profound observation using the example of cattle grazing. Lloyd described a hypothetical scenario involving herders who share a pasture, and individually decide how many of their animals would graze there. If few herders exercised restraint, overgrazing would occur, reducing the pasture's future usefulness and eventually hurting everybody. The sinister beauty of this example is that the rational course of action is to behave selfishly.


Hyundai Elevate: 'The world's first walking car' Martin Love

The Guardian

This'quadrupedal' vehicle may look like a smart shopping trolley ready for a supermarket dash in some distant interstellar community. But, in fact, it's a full-size, robotic walking car, which Hyundai believes may be helpful in rescue zones when normal vehicles, even the most robust 4x4s, just can't hack it. It's called the'Elevate' and by blending technology found in modern electric cars with advanced robotics, it can climb up 5ft walls, straddle a 5ft hole and step across piles of debris, thanks to the addition of four fully articulated robotic legs – and all the while keeping its passengers completely level. The idea is that the Elevate could be driven by first responders to a disaster location, just like a traditional electric car, but then when the terrain became impassable it could use its highly dexterous legs to move in any direction. It can walk at 3mph and the legs are powered by the same battery that drives the car's motor. The concept was unveiled by Hyundai in Las Vegas last week alongside a clever electric car that will be able to autonomously drive to an empty parking space, charge itself up and then return to your house, ready for the next journey.


AI Helps Auto-Loan Company Handle Industry's Trickiest Turn

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A growing number of lenders are using artificial intelligence to digest growing volumes of data and find relationships between variables to determine creditworthiness. Last year, subprime auto lender Prestige Financial Services started working with artificial intelligence (AI) software developer ZestFinance to analyze about 2,700 borrower characteristics, instead of the several dozen the lender had on its risk-assessment scorecard. Draper, UT-based Prestige is among a growing number of lenders that view AI as a tool that can digest increasing volumes of data and find relationships between variables to determine creditworthiness. Prestige and ZestFinance developed a machine learning system that allowed Prestige to consider factors such as when a bankruptcy happened, previous car-payment records, and time spent living at a current residence. Said ZestFinance's Douglas Merrill, "If you're building an AI model, you can have hundreds or thousands" of such indicators, including whether people have defaulted on rent payments or cellphone bills.