Philipp Moritz
University of California, Berkeley
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Publication
Featured researches published by Philipp Moritz.
arXiv: Distributed, Parallel, and Cluster Computing | 2017
Robert Nishihara; Philipp Moritz; Stephanie Wang; Alexey Tumanov; William Paul; Johann Schleier-Smith; Richard Liaw; Mehrdad Niknami; Michael I. Jordan; Ion Stoica
Machine learning applications are increasingly deployed not only to serve predictions using static models, but also as tightly-integrated components of feedback loops involving dynamic, real-time decision making. These applications pose a new set of requirements, none of which are difficult to achieve in isolation, but the combination of which creates a challenge for existing distributed execution frameworks: computation with millisecond latency at high throughput, adaptive construction of arbitrary task graphs, and execution of heterogeneous kernels over diverse sets of resources. We assert that a new distributed execution framework is needed for such ML applications and propose a candidate approach with a proof-of-concept architecture that achieves a 63x performance improvement over a state-of-the-art execution framework for a representative application.
international conference on machine learning | 2015
John Schulman; Sergey Levine; Pieter Abbeel; Michael I. Jordan; Philipp Moritz
international conference on learning representations | 2016
John Schulman; Philipp Moritz; Sergey Levine; Michael I. Jordan; Pieter Abbeel
international conference on learning representations | 2016
Philipp Moritz; Robert Nishihara; Ion Stoica; Michael I. Jordan
international conference on artificial intelligence and statistics | 2016
Philipp Moritz; Robert Nishihara; Michael I. Jordan
arXiv: Distributed, Parallel, and Cluster Computing | 2017
Philipp Moritz; Robert Nishihara; Stephanie Wang; Alexey Tumanov; Richard Liaw; Eric Liang; William Paul; Michael I. Jordan; Ion Stoica
arXiv: Artificial Intelligence | 2017
Eric Liang; Richard Liaw; Robert Nishihara; Philipp Moritz; Roy Fox; Joseph E. Gonzalez; Ken Goldberg; Ion Stoica
arXiv: Artificial Intelligence | 2017
Eric Liang; Richard Liaw; Philipp Moritz; Robert Nishihara; Roy Fox; Ken Goldberg; Joseph E. Gonzalez; Michael I. Jordan; Ion Stoica
international conference on machine learning | 2018
Eric Liang; Richard Liaw; Robert Nishihara; Philipp Moritz; Roy Fox; Ken Goldberg; Joseph E. Gonzalez; Michael I. Jordan; Ion Stoica
international conference on machine learning | 2018
Eric Liang; Richard Liaw; Robert Nishihara; Philipp Moritz; Roy Fox; Ken Goldberg; Joseph E. Gonzalez; Michael I. Jordan; Ion Stoica