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thesis.aux
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thesis.aux
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\bibcite{dwaraknath2014}{{10}{2019}{{Dwaraknath}}{{}}}
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\bibcite{geada2020}{{13}{2020}{{Geada et~al.}}{{}}}
\bibcite{glorot2011}{{14}{2011}{{Glorot et~al.}}{{}}}
\bibcite{goodfellow2016}{{15}{2016}{{Goodfellow et~al.}}{{}}}
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\bibcite{jacot2018}{{20}{2018}{{Jacot et~al.}}{{}}}
\bibcite{KarpathySite}{{21}{2021}{{Karpathy}}{{}}}
\bibcite{kim2019v1}{{22}{2019a}{{Kim et~al.}}{{}}}
\bibcite{kim2019v2}{{23}{2019b}{{Kim et~al.}}{{}}}
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\bibcite{kriv2009}{{25}{2009}{{Krizhevsky}}{{}}}
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\bibcite{krogh1992}{{27}{1992}{{Krogh and Hertz}}{{}}}
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\bibcite{larsson2016}{{29}{2016}{{Larsson et~al.}}{{}}}
\bibcite{lecun1989}{{30}{1989}{{LeCun et~al.}}{{}}}
\bibcite{lecun1998}{{31}{1998}{{LeCun et~al.}}{{}}}
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\bibcite{lin2013}{{33}{2013}{{Lin et~al.}}{{}}}
\bibcite{liu2017}{{34}{2017}{{Liu et~al.}}{{}}}
\bibcite{liu2018}{{35}{2018}{{Liu et~al.}}{{}}}
\bibcite{loshchilov2016}{{36}{2016}{{Loshchilov and Hutter}}{{}}}
\bibcite{lundberg2017}{{37}{2017}{{Lundberg and Lee}}{{}}}
\bibcite{luo2019}{{38}{2018}{{Luo et~al.}}{{}}}
\bibcite{maas2013}{{39}{2013}{{Maas et~al.}}{{}}}
\bibcite{martello1980}{{40}{1980}{{Martello and Toth}}{{}}}
\bibcite{AzurePricing}{{41}{2021}{{Microsoft Azure}}{{}}}
\bibcite{miller1995}{{42}{1995}{{Miller et~al.}}{{}}}
\bibcite{CUDASite}{{43}{2021}{{NVidia}}{{}}}
\bibcite{pascanu2013}{{44}{2013}{{Pascanu et~al.}}{{}}}
\bibcite{paszke2019}{{45}{2019}{{Paszke et~al.}}{{}}}
\bibcite{pham2018}{{46}{2018}{{Pham et~al.}}{{}}}
\bibcite{TorchSite}{{47}{2021}{{PyTorch}}{{}}}
\bibcite{qian1999}{{48}{1999}{{Qian}}{{}}}
\bibcite{real2018}{{49}{2018}{{Real et~al.}}{{}}}
\bibcite{real2017}{{50}{2017}{{Real et~al.}}{{}}}
\bibcite{ren2020}{{51}{2020}{{Ren et~al.}}{{}}}
\bibcite{deng2014}{{52}{2014}{{Russakovsky et~al.}}{{}}}
\bibcite{samsung2021}{{53}{2021}{{Samsung R\&D Institute China}}{{}}}
\bibcite{silver2018}{{54}{2018}{{Silver et~al.}}{{}}}
\bibcite{simon2014}{{55}{2015}{{Simonyan and Zisserman}}{{}}}
\bibcite{smith2017}{{56}{2017}{{Smith and Le}}{{}}}
\bibcite{srivastava2014}{{57}{2014}{{Srivastava et~al.}}{{}}}
\bibcite{stinchcombe1989}{{58}{1989}{{Stinchcombe and White}}{{}}}
\bibcite{sumbul2019}{{59}{2019}{{Sumbul et~al.}}{{}}}
\bibcite{szegedy2014}{{60}{2014}{{Szegedy et~al.}}{{}}}
\bibcite{tan2019}{{61}{2019}{{Tan and Le}}{{}}}
\bibcite{torralba2008}{{62}{2008}{{Torralba et~al.}}{{}}}
\bibcite{UKEnergyPrice}{{63}{2021}{{UK Department for Business, Energy, and Industrial Strategy}}{{}}}
\bibcite{walsh2020}{{64}{2020}{{Walsh}}{{}}}
\bibcite{wright1975}{{65}{1975}{{Wright}}{{}}}
\bibcite{xiao2017}{{66}{2017}{{Xiao et~al.}}{{}}}
\bibcite{xi2019}{{67}{2020}{{Xie et~al.}}{{}}}
\bibcite{xu2020}{{68}{2020}{{Xu et~al.}}{{}}}
\bibcite{ye2018}{{69}{2018}{{Ye}}{{}}}
\bibcite{yu2019}{{70}{2019}{{Yu et~al.}}{{}}}
\bibcite{zoph2017}{{71}{2017}{{Zoph and Le}}{{}}}
\bibcite{zoph_sir2017}{{72}{2017}{{Zoph et~al.}}{{}}}
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