Search Results - "Metz, Christopher A."
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1
Fast and Accurate: Machine Learning Techniques for Performance Estimation of CNNs for GPGPUs
Published in 2023 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW) (01-05-2023)“…High performance and on-time calculations of Machine Learning (ML) algorithms are essential for emerging technologies such as autonomous driving, Internet of…”
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Conference Proceeding -
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Hybrid PTX Analysis for GPU accelerated CNN inferencing aiding Computer Architecture Design
Published in 2023 Forum on Specification & Design Languages (FDL) (13-09-2023)“…General-Purpose Computation on Graphics Processing Units (GPGPUs) are becoming crucial in accelerating computing capacity. Due to the massive parallelism…”
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Conference Proceeding -
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Machine Learning aided Computer Architecture Design for CNN Inferencing Systems
Published 10-08-2023“…Efficient and timely calculations of Machine Learning (ML) algorithms are essential for emerging technologies like autonomous driving, the Internet of Things…”
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Journal Article -
4
ML-based Power Estimation of Convolutional Neural Networks on GPGPUs
Published in 2022 25th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS) (06-04-2022)“…The increasing application of Machine Learning (ML) techniques on the Internet of Things (IoTs) has led to the leverage of ML accelerators like General Purpose…”
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Conference Proceeding -
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Towards Neural Hardware Search: Power Estimation of CNNs for GPGPUs with Dynamic Frequency Scaling
Published in 2022 ACM/IEEE 4th Workshop on Machine Learning for CAD (MLCAD) (12-09-2022)“…Machine Learning (ML) algorithms are essential for emerging technologies such as autonomous driving and application-specific Internet of Things (IoT) devices…”
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Conference Proceeding -
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Work-in-Progress: Early Power Estimation of CUDA-based CNNs on GPGPUs
Published in 2021 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) (01-10-2021)“…The increasing application of Machine Learning (ML) techniques in the Internet of Things (IoT) devices has led designers to leverage ML accelerators like…”
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Conference Proceeding -
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Pick the Right Edge Device: Towards Power and Performance Estimation of CUDA-based CNNs on GPGPUs
Published 02-02-2021“…The emergence of Machine Learning (ML) as a powerful technique has been helping nearly all fields of business to increase operational efficiency or to develop…”
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Journal Article