Invention Grant
- Patent Title: Integrating query optimization with machine learning model prediction
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Application No.: US17105201Application Date: 2020-11-25
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Publication No.: US11636124B1Publication Date: 2023-04-25
- Inventor: Balakrishnan Narayanaswamy , Gokul Soundararajan , Jiayuan Chen , Yannis Papakonstantinou , Vuk Ercegovac , George Constantin Caragea , Sriram Krishnamurthy , Nikolaos Koulouris
- Applicant: Amazon Technologies, Inc.
- Applicant Address: US WA Seattle
- Assignee: Amazon Technologies, Inc.
- Current Assignee: Amazon Technologies, Inc.
- Current Assignee Address: US WA Seattle
- Agency: Kowert, Hood, Munyon, Rankin & Goetzel, P.C.
- Agent Robert C. Kowert
- Main IPC: G06F16/00
- IPC: G06F16/00 ; G06F16/2458 ; G06F16/2453 ; G06K9/62 ; G06N20/00 ; G06F16/28
Abstract:
A database system may include a machine learning model which may be used to perform various data analytics for data stored in the database system. In response to a request to invoke the machine learning model to generate a prediction from data stored in the database system, the database system may perform one or more optimization operations, as part of a query plan, to prepare the data to make it suitable for use by the machine learning model.
Information query
