New system cuts the energy required for training and running neural networks
Artificial intelligence has become a focus of certain ethical concerns, but it also has some major sustainability issues.
Apr 23, 2020
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70
Computer Sciences
News tagged with neural network architecture
Computer Sciences
Algorithm designs optimized machine-learning models up to 200 times faster than traditional methods
A new area in artificial intelligence involves using algorithms to automatically design machine-learning systems known as neural networks, which are more accurate and efficient than those developed by human engineers. But ...
Mar 21, 2019
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961
Engineering
Deep learning tool may help cut emissions caused by air resistance
Deep learning tools have revolutionized aerodynamic engineering for planes, cars and ships, enabling these vehicles to be more fuel efficient and structurally refined. A new computational model pushes the science of reproducing ...
Mar 5, 2024
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55
Robotics
New AI model could streamline operations in a robotic warehouse
Hundreds of robots zip back and forth across the floor of a colossal robotic warehouse, grabbing items and delivering them to human workers for packing and shipping. Such warehouses are increasingly becoming part of the supply ...
Feb 27, 2024
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32
Computer Sciences
Scientists show how shallow learning mechanism used by the brain can compete with deep learning
Neural network learning techniques stem from the dynamics of the brain. However, these two scenarios, brain learning and deep learning, are intrinsically different. One of the most prominent differences is the number of layers ...
Jan 12, 2024
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62
Computer Sciences
Engineers offer smart, timely ideas for AI bottlenecks
Rice University researchers have demonstrated methods for both designing innovative data-centric computing hardware and co-designing hardware with machine-learning algorithms that together can improve energy efficiency by ...
Jun 11, 2020
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187
Computer Sciences
Researchers explore decoding faces from neural activity
(Tech Xplore)—What can technology accomplish in reconstructing a face? Scientists have come up with surprising results. Yale Daily News in 2014 reported on a study about how, with a brain scan, a face is reconstructed—neuroscience ...
Computer Sciences
How insights into human learning can foster smarter artificial intelligence
Recent breakthroughs in creating artificial systems that outplay humans in a diverse array of challenging games have their roots in neural networks inspired by information processing in the brain. In a Review published June ...
Jun 14, 2016
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18
Computer Sciences
Q&A: How AI models teach themselves to learn new things
Despite their huge success, the inner workings of large language models such as OpenAI's GPT model family and Google Bard remain a mystery, even to their developers. Researchers at ETH and Google have uncovered a potential ...
Jul 18, 2023
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40
Hardware
Examining what it's going to take to get real scalability for chip-based decision-making
The case for building Scalable Neuromorphic Networks is this: like humans, smarter chips have a larger, tighter neural network. Indeed, neural networks are the current state-of-the-art for machine learning. This isn't robotics, ...
Mar 31, 2023
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