The answers to these questions determines how you respond to the situation. If there are people moving in and out of the house and loud music playing, it's probably a party. If no one is visible and the house is dark, you might be witnessing a break-in -- or someone may simply have forgotten to latch the door properly. We assign "weights" to these probabilities and evaluate the situation accordingly -- and we do it unconsciously and at extraordinary speed compared with a conventional computer. Conventional neural networks try to duplicate this process.

Seoul and Washington have agreed to join efforts to develop an advanced artificial intelligence (AI) technology to counter cyberspace threats, according to a joint statement quoted by the local media on Monday. The two countries "intend to explore areas of mutual value and benefit, which may lead to joint activities aimed at enhancing operational readiness to support cybersecurity, and resilience," the statement issued by the US Department of Homeland Security and the South Korean Ministry of Science reads as quoted by Yonhap news agency. The South Korean ministry told the media that the sides had agreed to cooperate on joint research on "AI-based cybersecurity" following the recent visit to the country of Reginald Brothers, the US under secretary for science and technology. Last month, South Korean media reported that North Korea had allegedly carried out a number of cyberattacks and stolen information from dozens of Seoul top government officials' smartphones.

David Siegel, co-founder of 35 billion quantitative hedge fund firm Two Sigma, says he's "very worried" that machines could soon cost large swaths of the workforce their jobs. "Most people in the bulk of the job market are not involved in super-high-value jobs," Siegel said Monday at the Milken Institute Global Conference in Beverly Hills, California. "They are doing routine work and tasks and it's precisely these tasks that computers are going to be better at doing," just as combustion engines replaced horses or ATMs replaced most bank tellers. The Australian mining industry already employs robotic vehicles equipped with self-driving technology to extract raw materials, instead of using truck drivers, he said. Facebook Inc. requires comparatively "zero" workers to manage a social network for more than 1 billion people, according to Siegel.

Artificial intelligence (AI) is definitely on the rise as many innovators and entrepreneurs recently vowed to invest more time and money on AI-driven programs. In fact, Google and chip-maker Movidius are planning to make AI more accessible through their new innovations. On a recent overnight shift in the emergency room, a woman who was having vague abdominal pain and chest discomfort for several days was referred to me. When her symptoms began, after searching google, she came up with a diagnosis list that included everything from influenza, to Zika, to lupus. The rich and famous Elon Musk has launched a beta version of a gym for the training of AI systems.

With automation becoming increasingly commonplace, tech boom wunderkinds, and everyone else, have been the debating the future of artificial intelligence. On one side Facebook founder Mark Zuckerberg, argues that more intelligent services aid humanity. On the other side is the founder of Tesla Motors and SpaceX, Elon Musk, who has frequently warned of humanity's doom at the hands of our own creations. "You know all those stories where there's the guy with the pentagram and the holy water, and he's like, sure he can control the demon?" Musk said during a talk on artificial intelligence at MIT in 2014.

New'deep learning' technique enables robot mastery of skills via trial and error. UC Berkeley researchers have developed algorithms that enable robots to learn motor tasks through trial and error using a process that more closely approximates the way humans learn, marking a major milestone in the field of artificial intelligence. They demonstrated their technique, a type of reinforcement learning, by having a robot complete various tasks -- putting a clothes hanger on a rack, assembling a toy plane, screwing a cap on a water bottle, and more -- without pre-programmed details about its surroundings. "What we're reporting on here is a new approach to empowering a robot to learn," said Professor Pieter Abbeel of UC Berkeley's Department of Electrical Engineering and Computer Sciences. "The key is that when a robot is faced with something new, we won't have to reprogram it. The exact same software, which encodes how the robot can learn, was used to allow the robot to learn all the different tasks we gave it."

At the 2016 Milken Global Conference on Beverly Hills, CA, innovators from many industries offer their visions of the future from gene editing to ending global warming. BEVERLY HILLS -- What is the future of humankind? That lofty topic is the big theme here at the Milken 2016 Global Conference in Beverly Hills, where some 3,500 politicians, scientists, technologists, sports stars and actors are focused on how to make the world a better place. How do we get folks to talk to one another again in a world dominated by digital devices? Will gene editing make us healthier and how far away are we from a major scientific breakthrough?

The Verge reports "The benefits of machine learning continue to trickle down to smartphones and gadgets, and chipmaker Qualcomm wants to help speed up the process. The company is launching a new software development kit for its "machine intelligence platform" Zeroth. This SDK will make it easier for companies to run deep learning programs directly on devices like smartphones and drones -- if they're powered by one of Qualcomm's chips, of course."

Katrina Rippel is a careful speaker who follows all the rules. Hao Chen is a more freewheeling conversationalist. And I'm a nonstop troublemaker, constantly blurting out whatever notions pass through my head. On a recent morning, the three of us met in cyberspace to find out how well (or poorly) we could communicate in a mixture of German, Mandarin, and English. Each of us spoke only our native language.

In Mediterranean waters, off the coast of France, a diver recently visited the shipwreck La Lune -- a vesssel in King Louis XIV's fleet -- which lay untouched and unexplored on the ocean bottom since it sank in 1664. But the wreck's first nonaquatic visitor in centuries wasn't human -- it was a robot. Dubbed "OceanOne," the bright orange diving robot resembles a mecha-mermaid. It measures about 5 feet (1.5 meters) in length and has a partly human form: a torso, a head -- with stereoscopic vision -- and articulated arms. Its lower section holds its computer "brain," a power supply, and an array of eight multidirectional thrusters.