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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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