Systems, methods, and computer-readable media for parallel stochastic gradient descent with linear and non-linear activation functions

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United States of America

PATENT NO 11295231
APP PUB NO 20180330271A1
SERIAL NO

15600838

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Abstract

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Systems, methods, and computer-readable media are disclosed for parallel stochastic gradient descent using linear and non-linear activation functions. One method includes: receiving a set of input examples; receiving a global model; and learning a new global model based on the global model and the set of input examples by iteratively performing the following steps: computing a plurality of local models having a plurality of model parameters based on the global model and at least a portion of the set of input examples; computing, for each local model, a corresponding model combiner based on the global model and at least a portion of the set of input examples; and combining the plurality of local models into the new global model based on the current global model and the plurality of corresponding model combiners.

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Patent Owner(s)

  • MICROSOFT TECHNOLOGY LICENSING, LLC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Maleki, Saeed Redmond, US 7 108
Musuvathi, Madanlal S Redmond, US 13 221
Mytkowicz, Todd D Redmond, US 10 149

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