Search Results for author: Sadiq M. Sait

Found 4 papers, 0 papers with code

Optimization of FPGA-based CNN Accelerators Using Metaheuristics

no code implementations22 Sep 2022 Sadiq M. Sait, Aiman El-Maleh, Mohammad Altakrouri, Ahmad Shawahna

However, the growing complexity of CNN architectures makes optimizing the resources available on the target FPGA device to deliver optimal performance more challenging.

FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point Representation

no code implementations22 Mar 2022 Ahmad Shawahna, Sadiq M. Sait, Aiman El-Maleh, Irfan Ahmad

Deep neural networks (DNNs) have demonstrated their effectiveness in a wide range of computer vision tasks, with the state-of-the-art results obtained through complex and deep structures that require intensive computation and memory.


A Review of Open Source Software Tools for Time Series Analysis

no code implementations10 Mar 2022 Yunus Parvej Faniband, Iskandar Ishak, Sadiq M. Sait

Machine Learning (ML) approaches , on the other hand , have seen an increase in the state of the art for Forecasting and Anomaly Detection because they provide comparable results when time and data constraints are met.

Anomaly Detection Time Series +1

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