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AI

The New AI: Where Neuroscience and Artificial Intelligence Meet 209

An anonymous reader writes "We're seeing a new revolution in artificial intelligence known as deep learning: algorithms modeled after the brain have made amazing strides and have been consistently winning both industrial and academic data competitions with minimal effort. 'Basically, it involves building neural networks — networks that mimic the behavior of the human brain. Much like the brain, these multi-layered computer networks can gather information and react to it. They can build up an understanding of what objects look or sound like. In an effort to recreate human vision, for example, you might build a basic layer of artificial neurons that can detect simple things like the edges of a particular shape. The next layer could then piece together these edges to identify the larger shape, and then the shapes could be strung together to understand an object. The key here is that the software does all this on its own — a big advantage over older AI models, which required engineers to massage the visual or auditory data so that it could be digested by the machine-learning algorithm.' Are we ready to blur the line between hardware and wetware?"
Programming

CSS Zen Garden Turns 10 37

mlingojones writes "The CSS Zen Garden — an attempt to showcase the power of CSS, from ye olden days when most sites used tables for layout, when CSS2 was bleeding edge, when IE5 was the most popular web browser — turns 10 today. In celebration, the maintainer Dave Shea is reopening the project for submissions, with a focus on CSS3 and responsive design."
Programming

Are Contests the Best Way To Find Programmers? 260

Nerval's Lobster writes "Tech firms are engaging in several non-traditional hiring methods, from programming contests to finding the right people via algorithm. One of the more popular methods: set up a coding challenge or programming contest to bring out interested parties, with the top prize being a trip to the sponsoring company's headquarters to interview for a job. Look at what Facebook is doing in this area, sponsoring several Kaggle.com programming contests to find the best programmers; it also makes use of the site InterviewStreet to screen potential applicants. In theory, any company can build and run a contest online. But is it really the best way to go about hiring a programmer (or any other tech-minded employee, for that matter)?"
Bug

450 Million Lines of Code Can't Be Wrong: How Open Source Stacks Up 209

An anonymous reader writes "A new report details the analysis of more than 450 million lines of software through the Coverity Scan service, which began as the largest public-private sector research project focused on open source software integrity, and was initiated between Coverity and the U.S. Department of Homeland Security in 2006. Code quality for open source software continues to mirror that of proprietary software — and both continue to surpass the industry standard for software quality. Defect density (defects per 1,000 lines of software code) is a commonly used measurement for software quality. The analysis found an average defect density of .69 for open source software projects, and an average defect density of .68 for proprietary code."

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