Category Biology/Biotechnology

CPU Algorithm trains Deep Neural Nets up to 15 times Faster than top GPU trainers

Rice, Intel optimize AI training for commodity hardware
Anshumali Shrivastava is an assistant professor of computer science at Rice University. Credit: Jeff Fitlow/Rice University

Rice University computer scientists have demonstrated artificial intelligence (AI) software that runs on commodity processors and trains deep neural networks 15 times faster than platforms based on graphics processors.

“The cost of training is the actual bottleneck in AI,” said Anshumali Shrivastava, an assistant professor of computer science at Rice’s Brown School of Engineering. “Companies are spending millions of dollars a week just to train and fine-tune their AI workloads.”

Shrivastava and collaborators from Rice and Intel will present research that addresses that bottleneck April 8 at the machine learning systems conference MLSys.

Deep neural networ...

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Leptin puts the Brakes on Eating via Novel Neurocircuit

Summary diagram of the modulatory effect of leptin on the mesolimbic DA system.

Energy balance includes modulation of dopamine reward signaling. Since the discovery of leptin in the 1990s, researchers have wondered, how does leptin, a hormone made by body fat, suppress appetite? Despite tremendous gains in the intervening three decades, many questions still remain. Now, a new study in mice describes novel neurocircuitry between midbrain structures that control feeding behaviors that are under modulatory control by leptin.

John Krystal, MD, Editor of Biological Psychiatry, said of the findings, “Omrani and colleagues shed light on how, in non-obese animals, leptin puts the brakes on overeating.”

Leptin acts as a critical link between the body and the brain, providing information a...

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Unravelling the Secret of a Critical Immune Cell for Cancer Immunity

Tissue captured under a microscope
DC-SCRIPT positive cells (red) activating an
immune response (blue T cells)
Credit: Wang Cao and Shengbo Zhang

WEHI researchers have discovered a key differentiation process that provides an essential immune function in helping to control cancer and infectious diseases.

The research, published in Science Immunology, is the first to show a new factor — DC-SCRIPT — is required for the function a particular type of dendritic cell — called cDC1 — that is essential in controlling the immune response to infection.

Led by WEHI Professor Stephen Nutt, Dr Michael Chopin and Mr Shengbo Zhang, it defines the role for a new regulatory protein in producing dendritic cells...

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New method uses Device Cameras to Measure Pulse, Breathing Rate and could help Telehealth

A person holding a phone in front of their face
A UW-led team has developed a method that uses the camera on a person’s smartphone or computer to take their pulse and breathing rate from a real-time video of their face.Cristina Zaragoza/Unsplash

Telehealth has become a critical way for doctors to still provide health care while minimizing in-person contact during COVID-19. But with phone or Zoom appointments, it’s harder for doctors to get important vital signs from a patient, such as their pulse or respiration rate, in real time.

A University of Washington-led team has developed a method that uses the camera on a person’s smartphone or computer to take their pulse and respiration signal from a real-time video of their face...

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