Humana Granted US Patent for ML Data Processing Platform
Summary
The USPTO granted Patent US12608645B1 to Humana Inc. on April 21, 2026, covering a machine learning platform for agile model development and standardized data processing. The patent application was filed on May 23, 2022, under Application No. 17751569, with 10 claims allowed.
What changed
USPTO issued Patent US12608645B1 to Humana Inc. for a machine learning platform that coordinates and standardizes model training and deployment to reduce redundancy. The system reformats and de-sensitizes data for feature generation, storing features in centralized locations accessible to all models.
Affected parties include technology companies and healthcare organizations developing or licensing ML platforms for data processing. The patent establishes enforceable IP rights that could influence competitive positioning in healthcare analytics and may affect licensing negotiations for similar ML pipeline technologies.
Archived snapshot
Apr 21, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
Machine learning platform and pipeline for efficient data processing
Grant US12608645B1 Kind: B1 Apr 21, 2026
Assignee
Humana Inc.
Inventors
Keegan Nesbitt, David Christopher Mack, Rajagopal Subramanian, Brent Sundheimer, Xinyu Liu, Suresh Venkatesan, Suresh Siva
Abstract
A system enables agile model development to speed up innovation by data scientists. Model training and deployment are coordinated and standardized to reduce redundancy. Data is obtained for feature generation and reformatted and de-sensitized for storage. The features are stored in locations available to all models and training modules of a system so data does not need to be adjusted for new models. To generate a machine learning model, the system establishes a cohort for evaluation by the model. A model template and features for use by the model are identified. The selected template and features are used for experimentation and evaluation. Model training artifacts, such as model weights are subsequently recorded in a model store and the model scripts and settings can then be registered in a centralized database where it can be accessed for execution.
CPC Classifications
G06N 20/00 G06F 8/33 G06F 8/35 G06F 8/36 G06F 11/3428
Filing Date
2022-05-23
Application No.
17751569
Claims
10
Mentioned entities
Parties
Related changes
Get daily alerts for USPTO Patent Grants - AI & Computing (G06N)
Daily digest delivered to your inbox.
Free. Unsubscribe anytime.
Source
About this page
Every important government, regulator, and court update from around the world. One place. Real-time. Free. Our mission
Source document text, dates, docket IDs, and authority are extracted directly from USPTO.
The summary, classification, recommended actions, deadlines, and penalty information are AI-generated from the original text and may contain errors. Always verify against the source document.
Classification
Who this affects
Taxonomy
Browse Categories
Get alerts for this source
We'll email you when USPTO Patent Grants - AI & Computing (G06N) publishes new changes.
Subscribed!
Optional. Filters your digest to exactly the updates that matter to you.