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SDI/ISTC Seminar
Derek MurrayGoogle
Derek Murray is a Software Engineer in the Google Brain team, working on
TensorFlow. Previously, he was a researcher at
Microsoft Research Silicon Valley where he worked on
the Naiad project, and he received his PhD in
Computer Science from the University of Cambridge.
TensorFlow: A System for Large-scale Machine Learning
TensorFlow is an open-source machine learning
system, originally developed by the Google
Brain team, which operates at large scale and in
heterogeneous environments. TensorFlow trains
and executes a variety of machine learning
models at Google, including deep neural
networks for image recognition and machine
translation. The system uses dataflow graphs to
represent stateful computations, and achieves
high performance by mapping these graphs
across clusters of machines containing
multi-core CPUs, general-purpose GPUs, and
custom-designed ASICs known as Tensor
Processing Units (TPUs). In this talk, I will give a
brief overview of how TensorFlow was designed,
and how it differs from contemporary systems. I
will also highlight the opportunities for future
systems research on top of TensorFlow.
For more details about TensorFlow, visit
https://www.tensorflow.org/
ThursdayApril 6, 2017
RMCIC 4th FloorPanther Hollow Room
12:00 - 1:00 pm
VISITOR HOST: Garth Gibson, [email protected] more information or questions:
Karen Lindenfelser, 8-6716, [email protected]://www.pdl.cmu.edu/SDI/