Towards safe online machine learning model training and inference on edge networks

M Al Maruf, A Azim, N Auluck… - … Conference on Machine …, 2023 - ieeexplore.ieee.org
With the increasing demand for edge computing in cyber-physical system (CPS)
applications, ensuring the safety and reliability of machine learning models running on edge …

[HTML][HTML] Optimizing DNN training with pipeline model parallelism for enhanced performance in embedded systems

M Al Maruf, A Azim, N Auluck, M Sahi - Journal of Parallel and Distributed …, 2024 - Elsevier
Abstract Deep Neural Networks (DNNs) have gained widespread popularity in different
domain applications due to their dominant performance. Despite the prevalence of …

[引用][C] Design and development of reusable feature-based next-generation embedded software

MA Maruf - 2023