A research team from Beth Israel Deaconess Medical Center (BIDMC) and Harvard Medical School (HMS) recently developed artificial intelligence (AI) methods aimed at training computers to interpret pathology images, with the long-term goal of building AI-powered systems to make pathologic diagnoses more accurate. "Our AI method is based on deep learning, a machine-learning algorithm used for a range of applications including speech recognition and image recognition," explained pathologist Andrew Beck, MD, PhD, Director of Bioinformatics at the Cancer Research Institute at Beth Israel Deaconess Medical Center (BIDMC) and an Associate Professor at Harvard Medical School. "This approach teaches machines to interpret the complex patterns and structure observed in real-life data by building multi-layer artificial neural networks, in a process which is thought to show similarities with the learning process that occurs in layers of neurons in the brain's neocortex, the region where thinking occurs." The Beck lab's approach was recently put to the test in a competition held at the annual meeting of the International Symposium of Biomedical Imaging (ISBI), which involved examining images of lymph nodes to decide whether or not they contained breast cancer. The research team of Beck and his lab's post-doctoral fellows Dayong Wang, PhD and Humayun Irshad, PhD, and student Rishab Gargya, together with Aditya Khosla of the MIT Computer Science and Artificial Intelligence Laboratory, placed first in two separate categories, competing against private companies and academic research institutions from around the world. The research team today posted a technical report describing their approach to the arXiv.org

Toyota Motor Corp is targeting developing in the next five years driver assistance systems that integrate artificial intelligence (AI) to improve vehicle safety, the head of its advanced research division said. Gill Pratt, CEO of recently set up Toyota Research Institute (TRI), the Japanese automaker's research and development company that focuses on AI, said it aims to improve car safety by enabling vehicles to anticipate and avoid potential accident situations. Toyota has said the institute will spend 1 billion over the next five years, as competition to develop self-driving cars intensifies. Earlier this month, home rival Honda Motor Co said it was setting up a new research body which would focus on artificial intelligence, joining other global automakers which are investing in robotics research, including Ford and Volkswagen AG . "Some of the things that are in car safety, which is a near-term priority, I'm very confident that we will have some advances come out during the next five years," Pratt told reporters late last week in comments embargoed for Monday.

We now have at least three warnings about Apple (NASDAQ:AAPL) over the last few months that have been validated by recent events. In April, before Apple released earnings, we noted that social data aggregator LikeFolio had put out a sell rating on the stock based on their analysis of social media data, and we presented a couple ways for concerned shareholders to hedge if they wanted to stay long (Hedging Apple Ahead Of Earnings). When we plot "purchase intent mentions" for Apple on a 30 day moving average, we see a steady erosion over the past 4-6 months. We also have seen FAR lower purchase intent mentions surrounding Apple's new product releases than prior (even comparably minor) product releases. In an article last month (Apple: The Next BlackBerry?), we shared Marco Arment's warning about Apple slipping behind in AI (artificial intelligence).

TOKYO (Reuters) - Toyota Motor Corp is targeting developing in the next five years driver assistance systems that integrate artificial intelligence (AI) to improve vehicle safety, the head of its advanced research division said. Gill Pratt, CEO of recently set up Toyota Research Institute (TRI), the Japanese automaker's research and development company that focuses on AI, said it aims to improve car safety by enabling vehicles to anticipate and avoid potential accident situations. Toyota has said the institute will spend 1 billion over the next five years, as competition to develop self-driving cars intensifies. Earlier this month, home rival Honda Motor Co said it was setting up a new research body which would focus on artificial intelligence, joining other global automakers which are investing in robotics research, including Ford and Volkswagen AG VOWG_p.DE . "Some of the things that are in car safety, which is a near-term priority, I'm very confident that we will have some advances come out during the next five years," Pratt told reporters late last week in comments embargoed for Monday.

Somewhere in the not so distance future, computers could help doctors diagnose diseases much more quickly than they can today. In fact, researchers from Beth Israel Deaconess Medical Center (BIDMC) and Harvard Medical School (HMS) have been working on a way to train artificial intelligence (AI) to read and interpret pathology images that doctors use to look for signs of cancer. Andrew Beck from BIDMC explains that the "method is based on deep learning." It is the method commonly used to train AI to recognize images, speech patterns, and objects. During a demonstration at the annual International Symposium of Biomedical Imaging, they were able to show how effective their training was.

Nasa has announced that it has found evidence of flowing water on Mars. Scientists have long speculated that Recurring Slope Lineae -- or dark patches -- on Mars were made up of briny water but the new findings prove that those patches are caused by liquid water, which it has established by finding hydrated salts. Several hundred camped outside the London store in Covent Garden. The 6s will have new features like a vastly improved camera and a pressure-sensitive "3D Touch" display

I feel more cheerful already. I'm often to be heard asking the man at Npower or the woman at an airline check-in whether they are robots, given their inability to say'Good morning!' – which, it turns out, does this real robot a disservice.

Japanese car firm Toyota has said it aims to deliver smart cars with artificial intelligence within the next five years. According to Gill Pratt, head of the Toyota Research Institute, the firm is looking to boost car safety by enabling vehicles to anticipate and avoid potential accident situations using AI. Toyota has said the institute will spend 1 billion ( 682 million) over the next five years, as competition to develop self-driving cars intensifies. Japanese car firm Toyota has said it aims to deliver smart cars with artificial intelligence within the next five years. Head of head of the Toyota Research Institute - the car maker's advanced research division - said the firm is looking to boost car safety by enabling vehicles to anticipate and avoid potential accidents using AI The Japanese car manufacturer announced last year it would invest 1 billion ( 682 million) over the next five years.

To obtain his PhD in bio-inspired robotics at the Tokyo Institute of Technology, Dr. Jose Berengueres studied the movement of a gecko in order to build a robot. That was the beginning of his exploration into how the real world and robotics could intersect. Since gaining his PhD in 2007, he's worked on robotic projects worldwide, served as a consultant for multinational companies including Apple, and wrote an Amazon bestseller on design thinking. As the current assistant professor in robotics, UX and design thinking at UAE University, Berengueres is responsible for the robotics and media lab. His team also advises local companies on the application of artificial intelligence (AI).

Nasa has announced that it has found evidence of flowing water on Mars. Scientists have long speculated that Recurring Slope Lineae -- or dark patches -- on Mars were made up of briny water but the new findings prove that those patches are caused by liquid water, which it has established by finding hydrated salts. Several hundred camped outside the London store in Covent Garden. The 6s will have new features like a vastly improved camera and a pressure-sensitive "3D Touch" display