Patents
US 12475369 B2: Building and executing deep learning-based data pipelines
- Granted
- 2025-11-18
- Filed
- 2021-12-31 application 17566885
- Type
- Utility · 20 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
An example computing platform is configured to receive configuration data that defines a pipeline for building a deep learning model, the configuration data including data defining an input dataset, data type assignments for a set of input data variables included within the dataset, data transformations that are to be applied to the dataset, and a machine learning process that is to be utilized to train the deep learning model. Based on the received configuration data, the computing platform functions to build the deep learning model by obtaining the input dataset, assigning a data type to data in the dataset, selecting transformation operations for the data in the dataset, splitting the dataset into a sequence of data blocks, applying the transformation operations to each data block to produce a transformed dataset, generating a compressed data structure that includes the transformed datasets, and applying the machine learning process to the transformed datasets.
Source: PVGPATDIS, file of 2026-04-10 (ipg251118.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Capital One Financial Corporation 141 patents | US company or organization | McLean, VA | CAPITAL ONE FINANCIAL CORP SEC filer FUZZY low confidence: same name (legal endings aside), one of each nationally | PVGPATDIS, file of 2026-04-10 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Kenrick Fernandes | Wheeling, IL | 3 | PVGPATDIS, file of 2026-04-10 | |
| Ryan Franks | Deerfield, IL | 4 | PVGPATDIS, file of 2026-04-10 | |
| Arjun Ravi Kannan | Buffalo Grove, IL | 9 | PVGPATDIS, file of 2026-04-10 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G06N | Computing arrangements based on specific computational models | G06N3/08 | PVGPATDIS, file of 2026-04-10 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
| Recorded | What | From | To | Reel/frame | Source |
|---|---|---|---|---|---|
| 2025-07-02 | Merger Merger | DISCOVER FINANCIAL SERVICES signed 2025-05-16 | CAPITAL ONE FINANCIAL CORPORATION MCLEAN, VA | 71784/903 | PASDL, file of 2026-10-18 |
| 2022-02-02 | Assignment Assignment of assignor's interest | FERNANDES, KENRICK signed 2022-01-18 KANNAN, ARJUN RAVI signed 2022-01-18 FRANKS, RYAN signed 2022-01-19 | DISCOVER FINANCIAL SERVICES RIVERWOODS, IL | 58858/415 | ECORSEXC, file of 2026-09-25 |
Documents recorded with the USPTO Assignment Recordation Branch that list this patent. A security interest is a lender’s claim on the patent as collateral; a release ends it.
USPTO bulk data: PatentsView granted patents, disambiguated (PVGPATDIS) for patents, assignees, inventors, places and CPC categories; the USPTO Patent Assignment Dataset (ECORSEXC) for assignments and security interests. Patents filed in the last 20 years. No claims or full text. Links to other records are by name (and state): EXACT means the identical full name and state; FUZZY means a looser name match, with the confidence shown.