James Garland

@tcd.ie

PhD Candidate at the School of Computer Science and Statistics
Trinity College Dublin



                              

http://researchid.co/jpgarland

A Brummie with the lilt but not the brogue of the Irish

EDUCATION

MSc System Design (Microelectronics)

RESEARCH INTERESTS

Microarchitectural optimisations of machine learning algorithms in hardware, FPGA and ASIC.

8

Google Scholar Citations

2

Google Scholar h-index

RECENT SCHOLAR PUBLICATIONS

  • 6 Hardware and software performance in deep learning
    A Anderson, J Garland, Y Wen, B Barabasz, K Persand, A Vasudevan, ...
    Many-Core Computing: Hardware and Software, 141-165 2019

  • Low Complexity Multiply-Accumulate Units for Convolutional Neural Networks with Weight-Sharing
    J Garland, D Gregg
    ACM Transactions on Architecture and Code Optimization (TACO) 15 (3), 31:1-31:24 2018

  • Low Complexity Multiply Accumulate Unit for Weight-Sharing Convolutional Neural Networks
    J Garland, D Gregg
    IEEE Computer Architecture Letters 16 (2), 132-135 2017

  • Low Complexity Multiply Accumulate Unit for Weight-Sharing Convolutional Neural Networks
    J Garland, D Gregg
    ACACES 2017 Poster Abstracts, 53-56 2017

  • Low Complexity Multiply Accumulate Unit for Weight-Sharing Convolutional Neural Networks
    J Garland, D Gregg
    CoRR 2016

MOST CITED SCHOLAR PUBLICATIONS

  • Low Complexity Multiply Accumulate Unit for Weight-Sharing Convolutional Neural Networks
    J Garland, D Gregg
    IEEE Computer Architecture Letters 16 (2), 132-135 2017
    Citations: y Accumulate Unit for Weight-Sharing Convolutional Neural Networks

  • Low Complexity Multiply Accumulate Unit for Weight-Sharing Convolutional Neural Networks
    J Garland, D Gregg
    ACACES 2017 Poster Abstracts, 53-56 2017
    Citations: 6

  • Low Complexity Multiply Accumulate Unit for Weight-Sharing Convolutional Neural Networks
    J Garland, D Gregg
    CoRR 2016
    Citations: y Accumulate Unit for Weight-Sharing Convolutional Neural Networks

  • Low Complexity Multiply-Accumulate Units for Convolutional Neural Networks with Weight-Sharing
    J Garland, D Gregg
    ACM Transactions on Architecture and Code Optimization (TACO) 15 (3), 31:1-31:24 2018
    Citations: 2