CPC G06N 20/00 (2019.01) [G06F 8/34 (2013.01); G06F 9/453 (2018.02); G06F 18/214 (2023.01); G06F 40/35 (2020.01); G06N 3/045 (2023.01)] | 19 Claims |
1. A method implemented by a computing device for constructing a machine learning model generation tool, the method 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 associated with 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 a machine learning (ML) model with respect to the first data object 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 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.
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