Invention Grant
- Patent Title: Simplistic machine learning model generation tool for predictive data analytics
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Application No.: US17401056Application Date: 2021-08-12
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Publication No.: US11861470B2Publication Date: 2024-01-02
- Inventor: Suresh B. Gajendran , Mahesh Chandrappa , Mark A. Dickneite , Charles T. Fiala , Rashid Zaheer
- Applicant: State Farm Mutual Automobile Insurance Company
- Applicant Address: US IL Bloomington
- Assignee: State Farm Mutual Automobile Insurance Company
- Current Assignee: State Farm Mutual Automobile Insurance Company
- Current Assignee Address: US IL Bloomington
- Agency: Lee & Hayes, P.C.
- Main IPC: G06F8/34
- IPC: G06F8/34 ; G06N20/00 ; G06F9/451 ; G06F18/214 ; G06F40/35 ; G06N3/045

Abstract:
Systems and methods for predictive data analytics are provided. A method comprises generating a guided user interface (GUI) that guides one or more user operations on the user interface including: obtaining, from a database, a dataset including a plurality of data objects; determining one or more characteristics associated with a first data object of the plurality of data objects; identifying a subset of the dataset based at least in part on the one or more characteristics; selecting at least one machine learning algorithm; and training a machine learning (ML) model with respect to the first data object using the subset of the dataset and the at least one machine learning algorithm to generate a trained ML model; implementing the trained ML model with respect to the first data object in a cloud server to enable distributing the trained ML model to a plurality of client device via a network.
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