US 2024/0202576 A1Published application

Methods and systems for facilitating feature engineering for machine learning models

OwnerAhmad Said Ghazal, Hanumath Rao Maduri +1inventors

InventorsAhmad Said Ghazal, Hanumath Rao Maduri, Olli Pekka Kostamaa

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Abstract

A system for facilitating feature engineering for machine learning models. Further, the system comprises a communication device, a processing device, and a storage device. Further, the communication device receives a request from a client device. Further, the communication device transmits a result to the client device. Further, the processing device analyzes the request. Further, the processing device determines an operation for facilitating feature engineering for a machine learning model based on the analyzing. Further, the processing device identifies a data source associated with the machine learning model based on the determining. Further, the processing device analyzes the raw data source. Further, the processing device performs an operation using an engine based on the determining, the analyzing of the request, and the analyzing of the raw data source. Further, the processing device generates the result based on the performing. Further, the storage device stores the result in a database.

Claims20

Dependent claims

A method of facilitating feature engineering for machine learning models, wherein the method comprises:

receiving, using a communication device, at least one request from at least one client device, wherein the at least one request is framed in at least one declarative language associated with at least one database application;
analyzing, using a processing device, the at least one request;
determining, using the processing device, at least one operation for facilitating feature engineering for at least one machine learning model based on the analyzing;
identifying, using the processing device, at least one raw data source associated with the at least one machine learning model based on the determining, wherein the at least one data source comprises at least one raw data;
analyzing, using the processing device, at least one raw data source;
performing, using the processing device, at least one operation using at least one engine based on the determining, the analyzing of the at least one request, and the analyzing of the at least one raw data source, wherein the at least one engine supports the at least one declarative language associated with the database;
generating, using the processing device, at least one result based on the performing;
transmitting, using the communication device, the at least one result to the at least one client device;
and
storing, using a storage device, the at least one result in at least one database.

7 more elements

A system for facilitating feature engineering for machine learning models, the system comprising:

a communication device configured for:
receiving at least one request from at least one client device, wherein the at least one request is framed in at least one declarative language associated with at least one database application;
and
transmitting at least one result to the at least one client device;
a processing device communicatively coupled with the communication device, wherein the processing device is configured for:
analyzing the at least one request;
determining at least one operation for facilitating feature engineering for at least one machine learning model based on the analyzing;
identifying at least one raw data source associated with the at least one machine learning model based on the determining, wherein the at least one data source comprises at least one raw data;
analyzing at least one raw data source;
performing at least one operation using at least one engine based on the determining, the analyzing of the at least one request, and the analyzing of the at least one raw data source, wherein the at least one engine supports the at least one declarative language associated with the database;
and
generating at least one result based on the performing;
and
a storage device communicatively coupled with the processing device, wherein the storage device is configured for storing the at least one result in at least one database.

11 more elements

Dependencies are inferred from the claim text.