US 12,174,874 B1
Systems and methods for automated prototyping of a topic model
Brian Karp, Charlotte, NC (US); William Thompson, Chicago, IL (US); Antonio Iniguez, Phoenix, AZ (US); James Ma, Charlotte, NC (US); Kelley Impoco, Charlotte, NC (US); and Richard Penfil, II, San Antonio, TX (US)
Assigned to Wells Fargo Bank, N.A., San Francisco, CA (US)
Filed by Wells Fargo Bank, N.A., San Francisco, CA (US)
Filed on Jan. 20, 2021, as Appl. No. 17/153,540.
Int. Cl. G06F 16/35 (2019.01); G06F 16/31 (2019.01); G06F 18/214 (2023.01); G06F 40/284 (2020.01)
CPC G06F 16/355 (2019.01) [G06F 16/313 (2019.01); G06F 18/2148 (2023.01); G06F 40/284 (2020.01)] 20 Claims
OG exemplary drawing
 
1. A method for automated topic model prototyping, the method comprising:
ingesting, by a data manipulation engine, source data from a set of data sources;
pre-processing the source data by the data manipulation engine to produce pre-processed data;
transforming, by a feature extraction engine, the pre-processed data into a set of numeric representations of the pre-processed data;
automatically generating, by an autonomous model generator, a trained topic model using the set of numeric representations, wherein the trained topic model is used to provide output data; and
in response to providing the output data from the trained topic model:
receiving, by communications circuitry, an evaluation of the trained topic model from a user, and
prototyping, by the autonomous model generator and based on the evaluation, a new trained topic model.