Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks
Boroumand, Amirali, Ghose, Saugata, Akin, Berkin, Narayanaswami, Ravi, Oliveira, Geraldo F., Ma, Xiaoyu, Shiu, Eric, Mutlu, Onur
Published in 2021 30th International Conference on Parallel Architectures and Compilation Techniques (PACT) (01.09.2021)
Published in 2021 30th International Conference on Parallel Architectures and Compilation Techniques (PACT) (01.09.2021)
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Conference Proceeding
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators
Xiong, Yunyang, Liu, Hanxiao, Gupta, Suyog, Akin, Berkin, Bender, Gabriel, Wang, Yongzhe, Kindermans, Pieter-Jan, Tan, Mingxing, Singh, Vikas, Chen, Bo
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2021)
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2021)
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Conference Proceeding
Data reorganization in memory using 3D-stacked DRAM
Akin, Berkin, Franchetti, Franz, Hoe, James C.
Published in 2015 ACM/IEEE 42nd Annual International Symposium on Computer Architecture (ISCA) (01.06.2015)
Published in 2015 ACM/IEEE 42nd Annual International Symposium on Computer Architecture (ISCA) (01.06.2015)
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Conference Proceeding
하드웨어 가속기 최적화형 그룹 컨볼루션 기반 신경망 모델
ZHOU PING, AKIN BERKIN, GAO CAO, LIU HANXIAO, GUPTA SUYOG, BENDER GABRIEL MINTZER
Year of Publication 09.05.2024
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Year of Publication 09.05.2024
Patent
그룹 컨볼루션 구현을 위한 신경망 아키텍처
ZHOU PING, AKIN BERKIN, GAO CAO, LIU HANXIAO, GUPTA SUYOG, BENDER GABRIEL MINTZER
Year of Publication 18.04.2024
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Year of Publication 18.04.2024
Patent
FFTS with near-optimal memory access through block data layouts
Akin, Berkin, Franchetti, Franz, Hoe, James C.
Published in 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2014)
Published in 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2014)
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Conference Proceeding
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks
Seshadri, Kiran, Akin, Berkin, Laudon, James, Narayanaswami, Ravi, Yazdanbakhsh, Amir
Published in 2022 IEEE International Symposium on Workload Characterization (IISWC) (01.11.2022)
Published in 2022 IEEE International Symposium on Workload Characterization (IISWC) (01.11.2022)
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Conference Proceeding