Unlike chess moves, changes to a Rubik’s Cube are hard to evaluate, which is why deep-learning machines haven’t been able to solve the puzzle on their own. Until now. Yet another bastion of human skill and intelligence has fallen to the onslaught of the machines. A new kind of deep-learning machine has taught itself to solve a Rubik’s Cube without any human assistance. The milestone is significant
The Extraordinary Link Between Deep Neural Networks and the Nature of the Universe Nobody understands why deep neural networks are so good at solving complex problems. Now physicists say the secret is buried in the laws of physics. In the last couple of years, deep learning techniques have transformed the world of artificial intelligence. One by one, the abilities and techniques that humans once i
Google Unveils Neural Network with “Superhuman” Ability to Determine the Location of Almost Any Image Guessing the location of a randomly chosen Street View image is hard, even for well-traveled humans. But Google’s latest artificial-intelligence machine manages it with relative ease. Here’s a tricky task. Pick a photograph from the Web at random. Now try to work out where it was taken using only
“China’s Google” is joining U.S. tech giants in giving away some of its code. Google and Facebook aren’t the only ones vying to be the standard bearer for the hottest AI technique around. China’s leading Internet search company, Baidu, which is also investing heavily in a popular and powerful machine-learning technology called deep learning, today released some key code that it uses to make this A
Google’s Deep Learning Machine Learns to Synthesize Real World Images Give Google’s DeepStereo algorithm two images of a scene and it will synthesize a third image from a different point of view. Google Street View offers panoramic views of more or less any city street in much of the developed world, as well as views along countless footpaths, inside shopping malls, and around museums and art gall
The sport of training software to act intelligently just got its first cheating scandal. Last month Chinese search company Baidu announced that its image recognition software had inched ahead of Google’s on a standardized test of accuracy. On Tuesday the company admitted that it achieved those results by breaking the rules of that test. The academic experts who maintain that test say that makes Ba
Virtual Eyes Train Deep Learning Algorithm to Recognize Gaze Direction Gaze estimation is a classic problem of machine vision, which can now be solved by one computer training another. Eye contact is one of the most powerful forms of nonverbal communication. If avatars and robots are ever to exploit it, computer scientists will need to better monitor, understand, and reproduce this behavior. But e
Software that understands what it sees in video could lead to new forms of advertising, or make video editing easier. In recent years, researchers at companies including Google and Facebook have made impressive breakthroughs in training software to understand what’s going on in images, thanks to a technique known as deep learning. Now a startup called Clarifai is offering a service that uses deep
Artificial-intelligence software can make phones better at tracking your workouts and emotions. Software that roughly mimics the way the brain works could give smartphones new smarts—leading to more accurate and sophisticated apps for tracking everything from workouts to emotions. The software exploits an artificial-intelligence technique known as deep learning, which uses simulated neurons and sy
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