Research and Reviews in Psychology

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Dr. Muhammad Shafique Author

Subjects of specialization
Acquired Brain InjuryNeurorehabilitationBrain InjuryClinical Neuropsychology

Affiliation
Organisation For The Prohibition Of Chemical Weapons

Biography

I have done my sub-specialty training in Neuropsychiatry. Brain Injury Clinical Neuropsychology at the University of Tennessee, where he founded the Psychiatry General Clinical Research Center.


Publications

Short Communication Open Access

Energy Efficiency and Security for Embedded AI: Challenges and Opportunities

Author(s):

Dr. Muhammad Shafique

Gigantic rates of data production in the era of Big Data, Internet of Thing (IoT), and Smart Cyber Physical Systems (CPS) pose incessantly escalating demands for massive data processing, storage, and transmission while continuously interacting with the physical world under unpredictable, harsh, and energy-/power-constrained scenarios. Therefore, such systems need to support not only the high-performance capabilities under tight power/ energy envelop, but also need to be intelligent/cognitive and robust. This has given rise to a new age of Machine Learning (and, in general Artificial Intelligence) at different levels of the computing stack, ranging from Edge and Fog to the Cloud. In particular, Deep Neural Networks (DNNs) have shown tremendous improvement over the past 6-8 years to achie... view moreĀ»

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