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EPFL algorithm in world s most popular deep learning software

Artificial Intelligence technology © 2021 4X-image PyTorch is used for countless AI applications ranging from Tesla’s Autopilot to Facebook’s translation software and its latest version, just launched, features an EPFL communication-efficient training algorithm that even helps the planet. Deep learning is part of a broader family of machine learning methods, based on artificial neural networks, and has allowed us to develop everything from voice and image recognition tools, enhance drug discovery and toxicology, and improve financial fraud detection. As the applications of machine learning become bigger, more complex and increasingly ubiquitous in our modern, digital age, neural networks have grown tremendously in size, consisting of trillions of connections. To train these models faster, researchers typically distribute the training effort over many computers or Graphics Processing Units yet, just like humans that collaborate to solve a task, collaborating computers also suf

Social factors could be final barrier to deep US decarbonization, National Academies report finds

Dive Brief: With the cost of clean energy technologies plummeting, social factors may prove to be final barriers to a deep decarbonization of the U.S. economy, according to a new report by the National Academies of Sciences, Engineering and Medicine. Thanks to a decade of rapidly declining costs, decarbonization is not only technically and financially feasible it s actually the most economical path forward, according to the NASEM report. The report also projects that decarbonization could add 1-2 million jobs to the U.S. economy. However, without policies to ensure an equitable transition that does not leave economically and racially diverse communities behind, the U.S. risks yellow vest social uprisings that could derail decarbonization, according to Stephen Pacala, a professor focused on climate change and systems ecology at Princeton University.

Digipredict digital twin will predict the evolution of Covid-19

Under a cross-disciplinary program spearheaded by EPFL, scientists will develop an AI-based system that can predict whether Covid-19 patients will develop severe cardiovascular complications and, in the longer term, detect the likely onset of inflammatory disease. Covid-19 comes with a range of symptoms – from a sore throat and the loss of taste to more serious ones like lung failure. But how can doctors predict how serious the disease will be when it first manifests? “The interaction between the viral infection, the host’s response, and the development of cardiovascular inflammation and injury is still poorly understood. It’s hard to know whether a patient’s symptoms will remain mild or rapidly deteriorate and trigger multiple organ failure,” says Adrian Ionescu, a professor at EPFL’s Nanoelectronic Devices Laboratory, within the School of Engineering. If doctors could use a scientific method to better understand and predict the likelihood of a patient’s condition w

Digipredict digital twin will predict evolution of Covid-19

© 2020 EPFL Under a cross-disciplinary program spearheaded by EPFL, scientists will develop an AI-based system that can predict whether Covid-19 patients will develop severe cardiovascular complications and, in the longer term, detect the likely onset of inflammatory disease. Covid-19 comes with a range of symptoms – from a sore throat and the loss of taste to more serious ones like lung failure. But how can doctors predict how serious the disease will be when it first manifests? “The interaction between the viral infection, the host’s response, and the development of cardiovascular inflammation and injury is still poorly understood. It’s hard to know whether a patient’s symptoms will remain mild or rapidly deteriorate and trigger multiple organ failure,” says Adrian Ionescu, a professor at EPFL’s Nanoelectronic Devices Laboratory, within the School of Engineering. If doctors could use a scientific method to better understand and predict the likelihood of a patient�

Covid 19 update: 11 December 2020

Covid 19 update: 11 December 2020 11 Dec 2020 A round-up of this week s coronavirus-related news and countermeasures from the photonics industry. For Dr Mary-Anne Hartley, a medical doctor and researcher in EPFL’s Intelligent Global Health group (iGH), this past year has been relentless: “It’s not a relaxing time to study infectious diseases,” she said. Since the beginning of the Covid-19 pandemic, Dr Hartley’s research team has been working with nearby Swiss university hospitals on two major projects. Using artificial intelligence, they have developed algorithms that, with data from ultrasound images and auscultation (chest/lung) sounds, can accurately diagnose the novel coronavirus in patients and predict how ill they are likely to become.

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