Jeffrey Dean

Publication Activity (10 Years)

Years Active: 1992-2020
Publications (10 Years): 18

Top Topics

Computer Architecture

Image Categorization

Top Venues

npj Digit. Medicine

Publications

Jeffrey Dean
1.1 The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design. ISSCC (2020)
Angela H. Jiang, Daniel L.-K. Wong, Giulio Zhou, David G. Andersen, Jeffrey Dean, Gregory R. Ganger, Gauri Joshi, Michael Kaminsky, Michael Kozuch, Zachary C. Lipton, Padmanabhan Pillai
Accelerating Deep Learning by Focusing on the Biggest Losers. CoRR (2019)
Jeffrey Dean
The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design. CoRR (2019)
Alvin Rajkomar, Eyal Oren, Kai Chen, Andrew M. Dai, Nissan Hajaj, Michaela Hardt, Peter J. Liu, Xiaobing Liu, Jake Marcus, Mimi Sun, Patrik Sundberg, Hector Yee, Kun Zhang, Yi Zhang, Gerardo Flores, Gavin E. Duggan, Jamie Irvine, Quoc Le, Kurt Litsch, Alexander Mossin, Justin Tansuwan, De Wang, James Wexler, Jimbo Wilson, Dana Ludwig, Samuel L. Volchenboum, Katherine Chou, Michael Pearson, Srinivasan Madabushi, Nigam H. Shah, Atul J. Butte, Michael D. Howell, Claire Cui, Gregory S. Corrado, Jeffrey Dean
Scalable and accurate deep learning with electronic health records. npj Digit. Medicine 1 (2018)
Alvin Rajkomar, Andrew M. Dai, Mimi Sun, Michaela Hardt, Kai Chen, Kathryn Rough, Jeffrey Dean
Reply: metrics to assess machine learning models. npj Digit. Medicine 1 (2018)
Po-Hsuan Cameron Chen, Krishna Gadepalli, Robert MacDonald, Yun Liu, Kunal Nagpal, Timo Kohlberger, Jeffrey Dean, Gregory S. Corrado, Jason D. Hipp, Martin C. Stumpe
Microscope 2.0: An Augmented Reality Microscope with Real-time Artificial Intelligence Integration. CoRR (2018)
Tim Kraska, Alex Beutel, Ed H. Chi, Jeffrey Dean, Neoklis Polyzotis
The Case for Learned Index Structures. SIGMOD Conference (2018)
Norman P. Jouppi, Cliff Young, Nishant Patil, David A. Patterson, Gaurav Agrawal, Raminder Bajwa, Sarah Bates, Suresh Bhatia, Nan Boden, Al Borchers, Rick Boyle, Pierre-luc Cantin, Clifford Chao, Chris Clark, Jeremy Coriell, Mike Daley, Matt Dau, Jeffrey Dean, Ben Gelb, Tara Vazir Ghaemmaghami, Rajendra Gottipati, William Gulland, Robert Hagmann, Richard C. Ho, Doug Hogberg, John Hu, Robert Hundt, Dan Hurt, Julian Ibarz, Aaron Jaffey, Alek Jaworski, Alexander Kaplan, Harshit Khaitan, Andy Koch, Naveen Kumar, Steve Lacy, James Laudon, James Law, Diemthu Le, Chris Leary, Zhuyuan Liu, Kyle Lucke, Alan Lundin, Gordon MacKean, Adriana Maggiore, Maire Mahony, Kieran Miller, Rahul Nagarajan, Ravi Narayanaswami, Ray Ni, Kathy Nix, Thomas Norrie, Mark Omernick, Narayana Penukonda, Andy Phelps, Jonathan Ross, Amir Salek, Emad Samadiani, Chris Severn, Gregory Sizikov, Matthew Snelham, Jed Souter, Dan Steinberg, Andy Swing, Mercedes Tan, Gregory Thorson, Bo Tian, Horia Toma, Erick Tuttle, Vijay Vasudevan, Richard Walter, Walter Wang, Eric Wilcox, Doe Hyun Yoon
In-Datacenter Performance Analysis of a Tensor Processing Unit. CoRR (2017)
Melvin Johnson, Mike Schuster, Quoc V. Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda B. Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, Jeffrey Dean
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. Trans. Assoc. Comput. Linguistics 5 (2017)
Norman P. Jouppi, Cliff Young, Nishant Patil, David A. Patterson, Gaurav Agrawal, Raminder Bajwa, Sarah Bates, Suresh Bhatia, Nan Boden, Al Borchers, Rick Boyle, Pierre-luc Cantin, Clifford Chao, Chris Clark, Jeremy Coriell, Mike Daley, Matt Dau, Jeffrey Dean, Ben Gelb, Tara Vazir Ghaemmaghami, Rajendra Gottipati, William Gulland, Robert Hagmann, C. Richard Ho, Doug Hogberg, John Hu, Robert Hundt, Dan Hurt, Julian Ibarz, Aaron Jaffey, Alek Jaworski, Alexander Kaplan, Harshit Khaitan, Daniel Killebrew, Andy Koch, Naveen Kumar, Steve Lacy, James Laudon, James Law, Diemthu Le, Chris Leary, Zhuyuan Liu, Kyle Lucke, Alan Lundin, Gordon MacKean, Adriana Maggiore, Maire Mahony, Kieran Miller, Rahul Nagarajan, Ravi Narayanaswami, Ray Ni, Kathy Nix, Thomas Norrie, Mark Omernick, Narayana Penukonda, Andy Phelps, Jonathan Ross, Matt Ross, Amir Salek, Emad Samadiani, Chris Severn, Gregory Sizikov, Matthew Snelham, Jed Souter, Dan Steinberg, Andy Swing, Mercedes Tan, Gregory Thorson, Bo Tian, Horia Toma, Erick Tuttle, Vijay Vasudevan, Richard Walter, Walter Wang, Eric Wilcox, Doe Hyun Yoon
In-Datacenter Performance Analysis of a Tensor Processing Unit. ISCA (2017)
Tim Kraska, Alex Beutel, Ed H. Chi, Jeffrey Dean, Neoklis Polyzotis
The Case for Learned Index Structures. CoRR (2017)
Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V. Le, Mohammad Norouzi, Wolfgang Macherey, Maxim Krikun, Yuan Cao, Qin Gao, Klaus Macherey, Jeff Klingner, Apurva Shah, Melvin Johnson, Xiaobing Liu, Lukasz Kaiser, Stephan Gouws, Yoshikiyo Kato, Taku Kudo, Hideto Kazawa, Keith Stevens, George Kurian, Nishant Patil, Wei Wang, Cliff Young, Jason Smith, Jason Riesa, Alex Rudnick, Oriol Vinyals, Greg Corrado, Macduff Hughes, Jeffrey Dean
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation. CoRR (2016)
Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Gregory S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian J. Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Józefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Gordon Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul A. Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda B. Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, Xiaoqiang Zheng
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems. CoRR (2016)
Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, Xiaoqiang Zheng
TensorFlow: A System for Large-Scale Machine Learning. OSDI (2016)
Jeffrey Dean
Large-Scale Deep Learning For Building Intelligent Computer Systems. WSDM (2016)
Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek Gordon Murray, Benoit Steiner, Paul A. Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, Xiaoqiang Zhang
TensorFlow: A system for large-scale machine learning. CoRR (2016)
Melvin Johnson, Mike Schuster, Quoc V. Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda B. Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, Jeffrey Dean
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. CoRR (2016)
Daniel Abadi, Rakesh Agrawal, Anastasia Ailamaki, Magdalena Balazinska, Philip A. Bernstein, Michael J. Carey, Surajit Chaudhuri, Jeffrey Dean, AnHai Doan, Michael J. Franklin, Johannes Gehrke, Laura M. Haas, Alon Y. Halevy, Joseph M. Hellerstein, Yannis E. Ioannidis, H. V. Jagadish, Donald Kossmann, Samuel Madden, Sharad Mehrotra, Tova Milo, Jeffrey F. Naughton, Raghu Ramakrishnan, Volker Markl, Christopher Olston, Beng Chin Ooi, Christopher Ré, Dan Suciu, Michael Stonebraker, Todd Walter, Jennifer Widom
The Beckman report on database research. Commun. ACM 59 (2) (2016)
Geoffrey E. Hinton, Oriol Vinyals, Jeffrey Dean
Distilling the Knowledge in a Neural Network. CoRR (2015)
Jeffrey Dean
The rise of cloud computing systems. SOSP History Day (2015)
Daniel J. Abadi, Rakesh Agrawal, Anastasia Ailamaki, Magdalena Balazinska, Philip A. Bernstein, Michael J. Carey, Surajit Chaudhuri, Jeffrey Dean, AnHai Doan, Michael J. Franklin, Johannes Gehrke, Laura M. Haas, Alon Y. Halevy, Joseph M. Hellerstein, Yannis E. Ioannidis, H. V. Jagadish, Donald Kossmann, Samuel Madden, Sharad Mehrotra, Tova Milo, Jeffrey F. Naughton, Raghu Ramakrishnan, Volker Markl, Christopher Olston, Beng Chin Ooi, Christopher Ré, Dan Suciu, Michael Stonebraker, Todd Walter, Jennifer Widom
The Beckman Report on Database Research. SIGMOD Rec. 43 (3) (2014)
Mohammad Norouzi, Tomás Mikolov, Samy Bengio, Yoram Singer, Jonathon Shlens, Andrea Frome, Greg Corrado, Jeffrey Dean
Zero-Shot Learning by Convex Combination of Semantic Embeddings. ICLR (2014)
Georg Heigold, Vincent Vanhoucke, Andrew W. Senior, Patrick Nguyen, Marc'Aurelio Ranzato, Matthieu Devin, Jeffrey Dean
Multilingual acoustic models using distributed deep neural networks. ICASSP (2013)
Samy Bengio, Jeffrey Dean, Dumitru Erhan, Eugene Ie, Quoc V. Le, Andrew Rabinovich, Jonathon Shlens, Yoram Singer
Using Web Co-occurrence Statistics for Improving Image Categorization. CoRR (2013)
Tomás Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean
Distributed Representations of Words and Phrases and their Compositionality. CoRR (2013)
Andrea Frome, Gregory S. Corrado, Jonathon Shlens, Samy Bengio, Jeffrey Dean, Marc'Aurelio Ranzato, Tomás Mikolov
DeViSE: A Deep Visual-Semantic Embedding Model. NIPS (2013)
James C. Corbett, Jeffrey Dean, Michael Epstein, Andrew Fikes, Christopher Frost, J. J. Furman, Sanjay Ghemawat, Andrey Gubarev, Christopher Heiser, Peter Hochschild, Wilson C. Hsieh, Sebastian Kanthak, Eugene Kogan, Hongyi Li, Alexander Lloyd, Sergey Melnik, David Mwaura, David Nagle, Sean Quinlan, Rajesh Rao, Lindsay Rolig, Yasushi Saito, Michal Szymaniak, Christopher Taylor, Ruth Wang, Dale Woodford
Spanner: Google's Globally Distributed Database. ACM Trans. Comput. Syst. 31 (3) (2013)
Tomás Mikolov, Ilya Sutskever, Kai Chen, Gregory S. Corrado, Jeffrey Dean
Distributed Representations of Words and Phrases and their Compositionality. NIPS (2013)
Jeffrey Dean, Luiz André Barroso
The tail at scale. Commun. ACM 56 (2) (2013)
Matthew D. Zeiler, Marc'Aurelio Ranzato, Rajat Monga, Mark Z. Mao, K. Yang, Quoc Viet Le, Patrick Nguyen, Andrew W. Senior, Vincent Vanhoucke, Jeffrey Dean, Geoffrey E. Hinton
On rectified linear units for speech processing. ICASSP (2013)
Tomás Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean
Efficient Estimation of Word Representations in Vector Space ICLR (Workshop Poster) (2013)
Quoc V. Le, Marc'Aurelio Ranzato, Rajat Monga, Matthieu Devin, Greg Corrado, Kai Chen, Jeffrey Dean, Andrew Y. Ng
Building high-level features using large scale unsupervised learning. ICML (2012)
Jeffrey Dean, Greg Corrado, Rajat Monga, Kai Chen, Matthieu Devin, Quoc V. Le, Mark Z. Mao, Marc'Aurelio Ranzato, Andrew W. Senior, Paul A. Tucker, Ke Yang, Andrew Y. Ng
Large Scale Distributed Deep Networks. NIPS (2012)
James C. Corbett, Jeffrey Dean, Michael Epstein, Andrew Fikes, Christopher Frost, J. J. Furman, Sanjay Ghemawat, Andrey Gubarev, Christopher Heiser, Peter Hochschild, Wilson C. Hsieh, Sebastian Kanthak, Eugene Kogan, Hongyi Li, Alexander Lloyd, Sergey Melnik, David Mwaura, David Nagle, Sean Quinlan, Rajesh Rao, Lindsay Rolig, Yasushi Saito, Michal Szymaniak, Christopher Taylor, Ruth Wang, Dale Woodford
Spanner: Google's Globally-Distributed Database. OSDI (2012)
Quoc V. Le, Rajat Monga, Matthieu Devin, Greg Corrado, Kai Chen, Marc'Aurelio Ranzato, Jeffrey Dean, Andrew Y. Ng
Building high-level features using large scale unsupervised learning CoRR (2011)
Jeffrey Dean, Sanjay Ghemawat
MapReduce: a flexible data processing tool. Commun. ACM 53 (1) (2010)
Jeffrey Dean
Evolution and future directions of large-scale storage and computation systems at Google. SoCC (2010)
Boulos Harb, Ciprian Chelba, Jeffrey Dean, Sanjay Ghemawat
Back-off language model compression. INTERSPEECH (2009)
Jeffrey Dean
Challenges in building large-scale information retrieval systems: invited talk. WSDM (2009)
Jeffrey Dean, Sanjay Ghemawat
MapReduce: simplified data processing on large clusters. Commun. ACM 51 (1) (2008)
Fay Chang, Jeffrey Dean, Sanjay Ghemawat, Wilson C. Hsieh, Deborah A. Wallach, Michael Burrows, Tushar Chandra, Andrew Fikes, Robert E. Gruber
Bigtable: A Distributed Storage System for Structured Data. ACM Trans. Comput. Syst. 26 (2) (2008)
Jeffrey Dean
MapReduce and Other Building Blocks for Large-Scale Distributed Systems at Google. USENIX Annual Technical Conference (2007)
Thorsten Brants, Ashok C. Popat, Peng Xu, Franz Josef Och, Jeffrey Dean
Large Language Models in Machine Translation. EMNLP-CoNLL (2007)
Fay Chang, Jeffrey Dean, Sanjay Ghemawat, Wilson C. Hsieh, Deborah A. Wallach, Michael Burrows, Tushar Chandra, Andrew Fikes, Robert Gruber
Bigtable: A Distributed Storage System for Structured Data (Awarded Best Paper!). OSDI (2006)
Jeffrey Dean
Experiences with MapReduce, an abstraction for large-scale computation. PACT (2006)
Jeffrey Dean, Sanjay Ghemawat
MapReduce: Simplified Data Processing on Large Clusters. OSDI (2004)
Luiz André Barroso, Jeffrey Dean, Urs Hölzle
Web Search for a Planet: The Google Cluster Architecture. IEEE Micro 23 (2) (2003)
Krishna Bharat, Andrei Z. Broder, Jeffrey Dean, Monika Rauch Henzinger
A Comparison of Techniques to Find Mirrored Hosts on the WWW. IEEE Data Eng. Bull. 23 (4) (2000)
Krishna Bharat, Andrei Z. Broder, Jeffrey Dean, Monika Rauch Henzinger
A comparison of techniques to find mirrored hosts on the WWW. J. Am. Soc. Inf. Sci. 51 (12) (2000)
Jeffrey Dean, Monika Rauch Henzinger
Finding Related Pages in the World Wide Web. Comput. Networks 31 (11-16) (1999)
Jeffrey Dean, Thomas Kindermann, Josef Schmitz, Michael Schumm, Holk Cruse
Control of Walking in the Stick Insect: From Behavior and Physiology to Modeling. Auton. Robots 7 (3) (1999)
Krishna Bharat, Andrei Z. Broder, Jeffrey Dean, Monika Rauch Henzinger
A Comparison of Techniques to Find Mirrored Hosts on the WWW. WOWS (1999)
Holk Cruse, Thomas Kindermann, Michael Schumm, Jeffrey Dean, Josef Schmitz
Walknet--a biologically inspired network to control six-legged walking. Neural Networks 11 (7-8) (1998)
David Grove, Greg DeFouw, Jeffrey Dean, Craig Chambers
Call Graph Construction in Object-Oriented Languages. OOPSLA (1997)
Jennifer-Ann M. Anderson, Lance M. Berc, Jeffrey Dean, Sanjay Ghemawat, Monika Rauch Henzinger, Shun-Tak Leung, Richard L. Sites, Mark T. Vandevoorde, Carl A. Waldspurger, William E. Weihl
Continuous Profiling: Where Have All the Cycles Gone? SOSP (1997)
Jennifer-Ann M. Anderson, Lance M. Berc, Jeffrey Dean, Sanjay Ghemawat, Monika Rauch Henzinger, Shun-Tak Leung, Richard L. Sites, Mark T. Vandevoorde, Carl A. Waldspurger, William E. Weihl
Continuous Profiling: Where Have All the Cycles Gone? ACM Trans. Comput. Syst. 15 (4) (1997)
Jeffrey Dean, James E. Hicks, Carl A. Waldspurger, William E. Weihl, George Z. Chrysos
: Hardware Support for Instruction-Level Profiling on Out-of-Order Processors. MICRO (1997)
Jeffrey Dean, Greg DeFouw, David Grove, Vassily Litvinov, Craig Chambers
Vortex: An Optimizing Compiler for Object-Oriented Languages. OOPSLA (1996)
Holk Cruse, Christian Bartling, Jeffrey Dean, Thomas Kindermann, Josef Schmitz, Michael Schumm, Hendrik Wagner
Simplifying Neural Networks for Controlling Walking by Exploiting Physical Properties. ICANN (1996)
Holk Cruse, Christian Bartling, M. Dreifert, Josef Schmitz, D. E. Brunn, Jeffrey Dean, Thomas Kindermann
Walking: A Complex Behavior Controlled by Simple Networks. Adapt. Behav. 3 (4) (1995)
Craig Chambers, Jeffrey Dean, David Grove
A Framework for Selective Recompilation in the Presence of Complex Intermodule Dependencies. ICSE (1995)
Jeffrey Dean, David Grove, Craig Chambers
Optimization of Object-Oriented Programs Using Static Class Hierarchy Analysis. ECOOP (1995)
Jeffrey Dean, Craig Chambers, David Grove
Selective Specialization for Object-Oriented Languages. PLDI (1995)
Holk Cruse, Christian Bartling, Gennady S. Cymbalyuk, Jeffrey Dean, M. Dreifert
A modular artificial neural net for controlling a six-legged walking system. Biol. Cybern. 72 (5) (1995)
David Grove, Jeffrey Dean, Charles Garrett, Craig Chambers
Profile-Guided Receiver Class Prediction. OOPSLA (1995)
Jeffrey Dean, Craig Chambers, David Grove
Identifying Profitable Specialization in Object-Oriented Languages. PEPM (1994)
Jeffrey Dean, Craig Chambers
Towards Better Inlining Decisions Using Inlining Trials. LISP and Functional Programming (1994)
Jeffrey Dean
. Biol. Cybern. 66 (4) (1992)
Uwe Müller-Wilm, Holk Cruse, Jürgen Eltze, Jeffrey Dean, Hans-Jürgen Weidemann, Friedrich Pfeiffer
Kinematic Model of a Stick Insect as an Example of a Six-Legged Walking System. Adapt. Behav. 1 (2) (1992)
Jeffrey Dean
. Biol. Cybern. 66 (4) (1992)