Items tagged with neural network
After taking a measured, wait-and-see approach to machine learning, Arm is ready to jump into the fold full throttle. Today, the company is following up on its Project Trillium announcement from back in February with new details surrounding its machine learning processor, also known as the neural-network processing unit or NPU. To quickly recap, Project Trillium encompasses Arm’s push to leverage machine learning and neural network operations across their line-up of processors – whether that processing takes place on the CPU, GPU, or its new NPU. Arm’s goal is to make machine...
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Imagine playing a game like Skyrim or a sports title where the characters you encounter look like real people or creatures, and not rendered graphics. If implemented correctly, it could add a new level of immersion to gaming. It may not be far off, either. NVIDIA released a paper over the weekend detailing a new training methodology for generating unique and realistic looking faces using a generative adversarial network (GAN).Everyone of these faces are machine-rendered... The result is the ability to render photorealistic faces of "unprecedented quality." How NVIDIA achieves this is by using an...
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A lot has been accomplished with Google's DeepMind artificial intelligence subsidiary, and it looks like the progress train isn't about to slow down anytime soon. As a quick recap, this year alone we've seen DeepMind take down a Go player, get started on an AI kill switch, attempt to cure blindness, improve speech generation, and even slash a mammoth power bill. What's next? Completely self-contained learning. We wouldn't be shocked if you started having ideas of Skynet running through your head right now. With a new hybrid system called Differentiable Neural Computer (DNC), a neural network is...
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We've no doubt all listened to a PC "speak" to us at some point in our lives. Today, technologies are advanced enough to make it so that understanding this speech is not an issue, though we're sure many would prefer that solutions sounded less robotic, or so stitched-together. Google's DeepMind works on developing incredibly smart computers, and one of its projects involves recreating human speech as naturally as possible. You might appreciate the fact that DeepMind has developed its WaveNet model, which improves upon existing solutions by roughly 50%. It still underperforms human speech...
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If you're a fan of travel, you're probably going to love what Google has been up to lately. As we've covered many times, Google is no stranger to machine-learning and developing complex and powerful neural networks of computer resources. Now, the company has decided to focus on geography as well as testing you, not only its own neural network. Google's Tobias Weyand, with the help of other engineers, has developed a neutral network that helps pinpoint exactly where in the world a photograph was taken. For things like landmarks, this wouldn't be too complicated. But what about inside someone's...
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Netflix has long chased after methods of improving its movie recommendation algorithms, once even awarding a $1M prize to any team of people who could substantially improve on the then-current design. As part of that process, the company has been researching neural networks. Conventional neural networks are created with vast nodes of CPU clusters, often with several thousand cores in total. Netflix decided to go with something different, and built a neural network based on GPU cores. In theory, GPU cores could be ideal for building neural nets -- they offer huge numbers of cores already linked...
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