Wide and deep machine learning models

Number of patents in Portfolio can not be more than 2000

United States of America Patent

PATENT NO 10762422
APP PUB NO 20170300814A1
SERIAL NO

15394668

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Abstract

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A system includes one or more computers and one or more storage devices storing instructions that when executed by the one or more computers cause the computers to implement a combined machine learning model for processing an input including multiple features to generate a predicted output for the machine learning input. The combined model includes: a deep machine learning model configured to process the features to generate a deep model output; a wide machine learning model configured to process the features to generate a wide model output; and a combining layer configured to process the deep model output generated by the deep machine learning model and the wide model output generated by the wide machine learning model to generate the predicted output, in which the deep model and the wide model have been trained jointly on training data to generate the deep model output and the wide model output.

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Patent Owner(s)

  • GOOGLE LLC

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Anderson, Glen Palo Alto, US 25 853
Anil, Rohan San Francisco, US 7 31
Aradhye, Hrishikesh Balkrishna Mountain View, US 10 148
Chai, Wei Cupertino, US 28 165
Chandra, Tushar Deepak Los Altos, US 49 1604
Cheng, Heng-Tze Mountain View, US 5 438
Corrado, Gregory Sean San Francisco, US 21 132
Harmsen, Jeremiah San Jose, US 19 483
Ispir, Mustafa Mountain View, US 18 66
Koc, Mehmet Levent Mountain View, US 4 30
Liu, Xiaobing Mountain View, US 49 231
Shaked, Tal Los Altos, US 22 201

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