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US Patent 7743003 Scaling machine learning using approximate counting that uses feature hashing

Patent 7743003 was granted and assigned to Google on June, 2010 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Current Assignee
Google
Google
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
77430030
Patent Inventor Names
Simon Tong0
Noam Shazeer0
Date of Patent
June 22, 2010
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Patent Application Number
117495880
Date Filed
May 16, 2007
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Patent Citations Received
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US Patent 12067466 Artificial intelligence and machine learning hyperscale infrastructure
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US Patent 11768636 Generating a transformed dataset for use by a machine learning model in an artificial intelligence infrastructure
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US Patent 11768874 Compact entity identifier embeddings
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US Patent 11803338 Executing a machine learning model in an artificial intelligence infrastructure
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US Patent 11947682 ML-based encrypted file classification for identifying encrypted data movement
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US Patent 11861423 Accelerating artificial intelligence (‘AI’) workflows
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0
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US Patent 12073298 Machine learning service
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...
Patent Primary Examiner
Donald Sparks
Donald Sparks
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Patent abstract

A system may track statistics for a number of features using an approximate counting technique by: subjecting each feature to multiple, different hash functions to generate multiple, different hash values, where each of the hash values may identify a particular location in a memory, and storing statistics for each feature at the particular locations identified by the hash values. The system may generate rules for a model based on the tracked statistics.

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