Search Results for author: Tarek El-Ghazawi

Found 4 papers, 1 papers with code

Online Service Migration in Mobile Edge with Incomplete System Information: A Deep Recurrent Actor-Critic Learning Approach

1 code implementation16 Dec 2020 Jin Wang, Jia Hu, Geyong Min, Qiang Ni, Tarek El-Ghazawi

To address these challenges, we propose a novel learning-driven method, which is user-centric and can make effective online migration decisions by utilizing incomplete system-level information.

Cloud Computing Edge-computing

A Winograd-based Integrated Photonics Accelerator for Convolutional Neural Networks

no code implementations25 Jun 2019 Armin Mehrabian, Mario Miscuglio, Yousra Alkabani, Volker J. Sorger, Tarek El-Ghazawi

Among different types of neural networks, convolutional neural networks (CNNs) have been widely adopted as they have achieved leading results in many fields such as computer vision and speech recognition.

speech-recognition Speech Recognition

PCNNA: A Photonic Convolutional Neural Network Accelerator

no code implementations23 Jul 2018 Armin Mehrabian, Yousra Al-Kabani, Volker J. Sorger, Tarek El-Ghazawi

Convolutional Neural Networks (CNN) have been the centerpiece of many applications including but not limited to computer vision, speech processing, and Natural Language Processing (NLP).

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