After my robot learned how to follow a line, there is a new challenge appeared. I decided to go outdoor and make the robot move along a walkway. It would be nice if a robot follows the host through a park like a dog. The implementation idea was given by Behavioral cloning. It is a very popular approach for self-driving vehicles when AI learns on provided behavioral input and output and then makes decisions on new input.
Not all tech billionaires are advocates of artificial intelligence (AI). Some are so worried about the effects AI is having on society that they are spending their billions trying to monitor it. This, in turn, has created a new frontier in philanthropy. For Pierre Omidyar, the founder of eBay, AI is such a concern that last year he set up Luminate, a London-based organization that advocates for civic empowerment, data and digital rights, financial transparency, and independent media. Pierre Omidyar, the founder of eBay, has supported monitoring artificial intelligence.
But despite concerns, early studies already show that social robots – autonomous robots trained to interact and communicate with humans – really could address issues of care and social interaction. The majority of robotics researchers are largely in favour of introducing robotic technology on a wider scale and believe it could reduce loneliness and increase independence in elderly patients. The Japanese government even supports introducing robots in care homes to solve the country's ageing population problem. However, many strongly recommend carefully balancing the care benefits against the ethical costs.
Deep learning computer vision startup allegro.ai is set to showcase its latest product offering, hosted at the Intel partner booth (booth #307), during the Embedded Vision Summit which will take place in Santa Clara, California on May 20-May 23, 2019. The company's platform and product suite simplify the process of developing and managing deep learning-powered perception solutions - such as for autonomous vehicles, medical imaging, drones, security, logistics and other use cases. The platform enables engineering and product managers to get the visibility and control they need, while research scientists focus their time on research and creative output. The result is meaningfully higher quality products, faster time-to-market, increased returns to scale, and materially lower costs. The company's investors include Robert Bosch Venture Capital GmbH, Samsung Catalyst Fund, Hyundai Motor Company, and other venture funds.
An artificial intelligence (AI) trained on the photos of a dog, crab, and duck (top) would be vulnerable to deception because these photos contain subtle features that could be manipulated. The images on the bottom row don't contain these subtle features, and are thus better for training secure AI. NEW ORLEANS, LOUISIANA--A hacked message in a streamed song makes Alexa send money to a foreign entity. A self-driving car crashes after a prankster strategically places stickers on a stop sign so the car misinterprets it as a speed limit sign. Fortunately these haven't happened yet, but hacks like this, sometimes called adversarial attacks, could become commonplace--unless artificial intelligence (AI) finds a way to outsmart them.
DUBAI, UNITED ARAB EMIRATES - Saudi Arabia does not want war but will not hesitate to defend itself against Iran, a top Saudi diplomat said Sunday, after the kingdom's energy sector was targeted this past week amid heightened tensions in the Persian Gulf. On Sunday night, a rocket crashed in the Iraqi capital's heavily fortified Green Zone, landing less than a mile from the U.S. Embassy, further stoking tensions. No casualties were reported in the apparent attack. Adel al-Jubeir, the minister of state for foreign affairs, spoke a week after four oil tankers-- two of them Saudi-- were targeted in an alleged act of sabotage off the coast of the United Arab Emirates and days after Iran-allied Yemeni rebels claimed a drone attack on a Saudi oil pipeline. "The kingdom of Saudi Arabia does not want war in the region and does not strive for that … but at the same time, if the other side chooses war, the kingdom will fight this with all force and determination and it will defend itself, its citizens and its interests," al-Jubeir told reporters.
The first generation to grow up entirely in the 21st century will never remember a time before smartphones or smart assistants. They will likely be the first children to ride in self-driving cars, as well as the first whose healthcare and education could be increasingly turned over to artificially intelligent machines. Futurists, demographers, and marketers have yet to agree on the specifics of what defines the next wave of humanity to follow Generation Z. That hasn't stopped some, like Australian futurist Mark McCrindle, from coining the term Generation Alpha, denoting a sort of reboot of society in a fully-realized digital age. "In the past, the individual had no power, really," McCrindle told Business Insider.
Wing, an offshoot of Google's parent company, Alphabet, will launch drone deliveries to one of Finland's most populous areas next month according to a recent blog post from the company. Pilot deliveries will be rolled out in the Vousari district of Finland's capital, Helsinki, and will deliver products from gourmet supermarket Herkku foods and Cafe Monami. As noted by Wing, deliveries will include'fresh Finnish pastries, meatballs for two, and a range of other meals and snacks' that can be delivered in minutes. Wing will launch deliveries for customers in Finland starting next month. Wing, the first commercial drone company approved by the FAA in the U.S. will start delivering in Virginia.
'Physiological changes are correlated with these biological preparations to protect one-self from danger.' According to the researchers, teaching the algorithm when a person might feel more anxious in a given situation could serve as a guide to help machines avoid risks. 'Our hypothesis is that such reward functions can circumvent the challenges associated with sparse and skewed rewards in reinforcement learning settings and can help improve sample efficiency,' the team explains. The researchers put the autonomous software through a simulated maze filled with walls and ramps to see how they performed with fear instilled in them. And, compared to an AI that was trained based only on wall proximity, the system that had learned fear was much less likely to crash. 'A major advantage of training a reward on a signal correlated with the sympathetic nervous system responses is that the rewards are non-sparse - the negative reward starts to show up much before the car collides,' the researchers wrote. 'This leads to efficiency in training and with proper design can lead to policies that are also aligned with the desired mission.'