C
Craig Citro
Researcher at Google
Publications - 9
Citations - 11642
Craig Citro is an academic researcher from Google. The author has contributed to research in topics: Galois module & Galois cohomology. The author has an hindex of 5, co-authored 9 publications receiving 10240 citations. Previous affiliations of Craig Citro include University of California, Los Angeles & University of Washington.
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TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
Martín Abadi,Ashish Agarwal,Paul Barham,Eugene Brevdo,Zhifeng Chen,Craig Citro,Greg S. Corrado,Andy Davis,Jeffrey Dean,Matthieu Devin,Sanjay Ghemawat,Ian Goodfellow,Andrew Harp,Geoffrey Irving,Michael Isard,Yangqing Jia,Rafal Jozefowicz,Lukasz Kaiser,Manjunath Kudlur,Josh Levenberg,Dan Mané,Rajat Monga,Sherry Moore,Derek G. Murray,Chris Olah,Mike Schuster,Jonathon Shlens,Benoit Steiner,Ilya Sutskever,Kunal Talwar,Paul A. Tucker,Vincent Vanhoucke,Vijay K. Vasudevan,Fernanda B. Viégas,Oriol Vinyals,Pete Warden,Martin Wattenberg,Martin Wicke,Yuan Yu,Xiaoqiang Zheng +39 more
TL;DR: The TensorFlow interface and an implementation of that interface that is built at Google are described, which has been used for conducting research and for deploying machine learning systems into production across more than a dozen areas of computer science and other fields.
Journal ArticleDOI
Cython: The Best of Both Worlds
TL;DR: Cython is a Python language extension that allows explicit type declarations and is compiled directly to C, addressing Python's large overhead for numerical loops and the difficulty of efficiently using existing C and Fortran code, which Cython can interact with natively.
Journal ArticleDOI
Systematic Analysis of Challenge-Driven Improvements in Molecular Prognostic Models for Breast Cancer
Adam A. Margolin,Erhan Bilal,Erich Huang,Erich Huang,Thea Norman,Lars Ottestad,Brigham H. Mecham,Ben Sauerwine,Michael R. Kellen,Lara M. Mangravite,Matthew D. Furia,Matthew D. Furia,Hans Kristian Moen Vollan,Hans Kristian Moen Vollan,Oscar M. Rueda,Justin Guinney,Nicole A. Deflaux,Bruce Hoff,Xavier Schildwachter,Hege G. Russnes,Daehoon Park,Veronica O. Vang,Tyler Pirtle,Lamia Youseff,Craig Citro,Christina Curtis,Vessela N. Kristensen,Joseph L. Hellerstein,Stephen H. Friend,Gustavo Stolovitzky,Samuel Aparicio,Carlos Caldas,Anne Lise Børresen-Dale,Anne Lise Børresen-Dale +33 more
TL;DR: An open challenge to model breast cancer prognosis revealed that collaboration and transparency enhanced the power of prognostic models and formed the basis for a new style of publication peer review.
Journal ArticleDOI
Invariants of Adjoint Square Galois Representations Coming from Modular Forms
TL;DR: In this article, the analytic invariance of a Galois representation of a new form that is p-ordinary (i.e. is coprime to p) is defined.
API Usability at Scale
TL;DR: Some of the major challenges that Google faces as a major API provider are described and some of the approaches to those challenges are discussed to start a broader conversation as to how Google might go about addressing these challenges.