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@inproceedings{DBLP:conf/opml/Ananthanarayanan19,
  author       = {Rajagopal Ananthanarayanan and
                  Peter Brandt and
                  Manasi Joshi and
                  Maheswaran Sathiamoorthy},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Opportunities and Challenges Of Machine Learning Accelerators In Production},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {1--3},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/ananthanarayanan},
  timestamp    = {Tue, 02 Feb 2021 08:04:58 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/Ananthanarayanan19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/ArunA19,
  author       = {Ankit Arun and
                  Ignacio Arnaldo},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Shooting the moving target: machine learning in cybersecurity},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {13--14},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/arun},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/ArunA19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/BaylorHKLLMMPTZ19,
  author       = {Denis Baylor and
                  Kevin Haas and
                  Konstantinos Katsiapis and
                  Sammy Leong and
                  Rose Liu and
                  Clemens Mewald and
                  Hui Miao and
                  Neoklis Polyzotis and
                  Mitchell Trott and
                  Martin Zinkevich},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Continuous Training for Production {ML} in the TensorFlow Extended
                  {(TFX)} Platform},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {51--53},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/baylor},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/BaylorHKLLMMPTZ19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/BhattacharjeeBK19,
  author       = {Anirban Bhattacharjee and
                  Yogesh D. Barve and
                  Shweta Khare and
                  Shunxing Bao and
                  Aniruddha Gokhale and
                  Thomas Damiano},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Stratum: {A} Serverless Framework for the Lifecycle Management of
                  Machine Learning-based Data Analytics Tasks},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {59--61},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/bhattacharjee},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/BhattacharjeeBK19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/BiookaghazadehC19,
  author       = {Saman Biookaghazadeh and
                  Yitao Chen and
                  Kaiqi Zhao and
                  Ming Zhao},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {KnowledgeNet: Disaggregated and Distributed Training and Serving of
                  Deep Neural Networks},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {47--49},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/biookaghazadeh},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/BiookaghazadehC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/ChaiFFAZBLC19,
  author       = {Zheng Chai and
                  Hannan Fayyaz and
                  Zeshan Fayyaz and
                  Ali Anwar and
                  Yi Zhou and
                  Nathalie Baracaldo and
                  Heiko Ludwig and
                  Yue Cheng},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Towards Taming the Resource and Data Heterogeneity in Federated Learning},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {19--21},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/chai},
  timestamp    = {Tue, 29 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/ChaiFFAZBLC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/GhantaSKSGSRT19,
  author       = {Sindhu Ghanta and
                  Sriram Subramanian and
                  Lior Khermosh and
                  Harshil Shah and
                  Yakov Goldberg and
                  Swaminathan Sundararaman and
                  Drew S. Roselli and
                  Nisha Talagala},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {{MPP:} Model Performance Predictor},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {23--25},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/ghanta},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/GhantaSKSGSRT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/HashemiRRCLKC19,
  author       = {Sayed Hadi Hashemi and
                  Paul Rausch and
                  Benjamin Rabe and
                  Kuan{-}Yen Chou and
                  Simeng Liu and
                  Volodymyr V. Kindratenko and
                  Roy H. Campbell},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {tensorflow-tracing: {A} Performance Tuning Framework for Production},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {31--33},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/hashemi},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/HashemiRRCLKC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/HsuHHSZ19,
  author       = {Anthony Hsu and
                  Keqiu Hu and
                  Jonathan Hung and
                  Arun Suresh and
                  Zhe Zhang},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {TonY: An Orchestrator for Distributed Machine Learning Jobs},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {39--41},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/hsu},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/HsuHHSZ19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/IqbalKJ19,
  author       = {Md Shahriar Iqbal and
                  Lars Kotthoff and
                  Pooyan Jamshidi},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Transfer Learning for Performance Modeling of Deep Neural Network
                  Systems},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {43--46},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/iqbal},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/IqbalKJ19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/LimLWY19,
  author       = {Junsung Lim and
                  Hoejoo Lee and
                  Youngmin Won and
                  Hunje Yeon},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {MLOp Lifecycle Scheme for Vision-based Inspection Process in Manufacturing},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {9--11},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/lim},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/LimLWY19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/SoiferLLZLHZOMB19,
  author       = {Jonathan Soifer and
                  Jason Li and
                  Mingqin Li and
                  Jeffrey Zhu and
                  Yingnan Li and
                  Yuxiong He and
                  Elton Zheng and
                  Adi Oltean and
                  Maya Mosyak and
                  Chris Barnes and
                  Thomas Liu and
                  Junhua Wang},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Deep Learning Inference Service at Microsoft},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {15--17},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/soifer},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/SoiferLLZLHZOMB19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/YabuuchiTO19,
  author       = {Hidehito Yabuuchi and
                  Daisuke Taniwaki and
                  Shingo Omura},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Low-latency Job Scheduling with Preemption for the Development of
                  Deep Learning},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {27--30},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/yabuuchi},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/YabuuchiTO19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/YocumRLW19,
  author       = {Ken Yocum and
                  Sean Rowan and
                  Jonathan Lunt and
                  Theodore M. Wong},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Disdat: Bundle Data Management for Machine Learning Pipelines},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {35--37},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/yocum},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/YocumRLW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/ZhangRWZRRLWH19,
  author       = {Minjia Zhang and
                  Samyam Rajbhandari and
                  Wenhan Wang and
                  Elton Zheng and
                  Olatunji Ruwase and
                  Jeff Rasley and
                  Jason Li and
                  Junhua Wang and
                  Yuxiong He},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Accelerating Large Scale Deep Learning Inference through DeepCPU at
                  Microsoft},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {5--7},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/zhang-minjia},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/ZhangRWZRRLWH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/opml/ZhouVPGOD19,
  author       = {Jinan Zhou and
                  Andrey Velichkevich and
                  Kirill Prosvirov and
                  Anubhav Garg and
                  Yuji Oshima and
                  Debo Dutta},
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {Katib: {A} Distributed General AutoML Platform on Kubernetes},
  booktitle    = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  pages        = {55--57},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19/presentation/zhou},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/ZhouVPGOD19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/opml/2019,
  editor       = {Bharath Ramsundar and
                  Nisha Talagala},
  title        = {2019 {USENIX} Conference on Operational Machine Learning, OpML 2019,
                  Santa Clara, CA, USA, May 20, 2019},
  publisher    = {{USENIX} Association},
  year         = {2019},
  url          = {https://www.usenix.org/conference/opml19},
  timestamp    = {Tue, 02 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/opml/2019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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