Patent ID: 11861470
Assignee: STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 13:
14. A computer-readable storage medium storing computer-readable instructions executable by one or more processors for constructing a machine learning model generation tool, that when executed by the one or more processors, cause the one or more processors to perform actions comprising:
generating a guided user interface (GUI) that enables a user to construct the machine learning model generation tool via one or more user operations on the GUI, the one or more user operations including:
obtaining, from a database, a dataset including a plurality of data objects;
generating, on the GUI, a visualization of a correlation of the dataset;
based on the visualization,
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
configuring the machine learning model generation tool to generate training a machine learning (ML) model with respect to the first data object using based on the subset of the dataset and the at least one machine learning algorithm; and

implementing the machine learning model generation tool and the trained ML model with respect to the first data object in a cloud server to enable distributing at least one of the machine learning model generation tool or the ML model with respect to the first data object to a plurality of second computing devices via a network.