公开(公告)号：US11698915B1

公开(公告)日：2023-07-11

申请号：US17364368

申请日：2021-06-30

Applicant: Humana Inc.

Inventor： Yuan Yao ,  Andrew McPherron ,  Tom Ho ,  Bing Zhang

IPC: G06F16/25 ,  G06F16/2457 ,  G06N7/00 ,  G06N7/01

CPC classification number: G06F16/254 ,  G06F16/2457 ,  G06N7/01

Abstract: A system performs continuous delivery of a data pipeline on a cloud platform. The system receives a specification of the data pipeline that is split into smaller specifications of data pipeline units. The system identifies a target cloud platform and generates a deployment package for each data pipeline unit for the target cloud platform. The system creates a connection with the target cloud platform and uses the connection to provision computing infrastructure on the target cloud platform for the data pipeline unit according to the system configuration of the data pipeline unit. The data pipeline may be implemented as a data mesh that is a directed acyclic graph of nodes, each node representing a data pipeline unit. Different portions of the data mesh may be modified independent of each other. Partial results stored in different portions of the data mesh may be recomputed starting from different points in time.

公开(公告)号：US20250106118A1

公开(公告)日：2025-03-27

申请号：US18973799

申请日：2024-12-09

Applicant: Humana Inc.

Inventor： Tom Ho ,  Guan Wang ,  Subramanyam Nakka

IPC: H04L41/147 ,  G06F8/35 ,  G06F8/77 ,  G06F9/54 ,  G06F40/216 ,  G06N20/00 ,  H04L9/40 ,  H04L47/78 ,  H04L67/1004

Abstract: A system implements a cloud-based digital platform allows developers to build new applications/services and then deploy to cloud platforms among continuous deployment, A/B test, blue/green deployment, and canary deployment. The system configures a service mesh on top of a cluster of computers. The system initializes a new service via templates that include common libraries, security scan pipeline, monitoring as code pipeline, and code coverage management for internal policy compliances, as well automated cloud resources request and provisioning. One or more proxy services, that extract data from the data sources using filters, can be executed. The system may use machine learning based models that are trained using the data extracted by the proxy service. The system allows automatic provisioning, computation orchestration, storage requests, and artificial intelligence insight feedback, as well as automated self-services to navigate complex systems and reduce on-boarding times of the platform.

公开(公告)号：US12254022B1

公开(公告)日：2025-03-18

申请号：US17363453

申请日：2021-06-30

Applicant: Humana Inc.

Inventor： Yuan Yao ,  Andrew McPherron ,  Tom Ho ,  Bing Zhang

IPC: G06F16/25 ,  G06F16/28 ,  G06N7/00

Abstract: A system performs continuous delivery of a data pipeline on a cloud platform. The system receives a specification of the data pipeline that is split into smaller specifications of data pipeline units. The system identifies a target cloud platform and generates a deployment package for each data pipeline unit for the target cloud platform. The system creates a connection with the target cloud platform and uses the connection to provision computing infrastructure on the target cloud platform for the data pipeline unit according to the system configuration of the data pipeline unit. The data pipeline may be implemented as a data mesh that is a directed acyclic graph of nodes, each node representing a data pipeline unit. Different portions of the data mesh may be modified independent of each other. Partial results stored in different portions of the data mesh may be recomputed starting from different points in time.

公开(公告)号：US12170597B2

公开(公告)日：2024-12-17

申请号：US17961014

申请日：2022-10-06

Applicant: Humana Inc.

Inventor： Tom Ho ,  Guan Wang ,  Subramanyam Nakka

IPC: G06F8/35 ,  G06F8/77 ,  G06N20/00 ,  H04L41/147 ,  G06F9/54 ,  G06F40/216 ,  H04L9/40 ,  H04L47/78 ,  H04L67/1004

Abstract: A system implements a cloud-based digital platform allows developers to build new applications/services and then deploy to cloud platforms among continuous deployment, A/B test, blue/green deployment, and canary deployment. The system configures a service mesh on top of a cluster of computers. The system initializes a new service via templates that include common libraries, security scan pipeline, monitoring as code pipeline, and code coverage management for internal policy compliances, as well automated cloud resources request and provisioning. One or more proxy services, that extract data from the data sources using filters, can be executed. The system may use machine learning based models that are trained using the data extracted by the proxy service. The system allows automatic provisioning, computation orchestration, storage requests, and artificial intelligence insight feedback, as well as automated self-services to navigate complex systems and reduce on-boarding times of the platform.

公开(公告)号：US12135732B1

公开(公告)日：2024-11-05

申请号：US18201232

申请日：2023-05-24

Applicant: Humana Inc.

Inventor： Yuan Yao ,  Andrew McPherron ,  Tom Ho ,  Bing Zhang

IPC: G06F16/25 ,  G06F16/2457 ,  G06N7/01

Abstract: A system performs delivery of a data pipeline on a cloud platform. The system receives a specification of the data pipeline that is split into smaller specifications of data pipeline units. The system identifies a target cloud platform and generates a deployment package for each data pipeline unit for the target cloud platform. The system creates a connection with the target cloud platform and uses the connection to provision computing infrastructure on the target cloud platform for the data pipeline unit according to the system configuration of the data pipeline unit. The data pipeline may be implemented as a data mesh that is a directed acyclic graph of nodes, each node representing a data pipeline unit. Different portions of the data mesh may be modified independent of each other. Partial results stored in different portions of the data mesh may be recomputed starting from different points in time.

公开(公告)号：US20230110722A1

公开(公告)日：2023-04-13

申请号：US17961014

申请日：2022-10-06

Applicant: Humana Inc.

Inventor： Tom Ho ,  Guan Wang ,  Subramanyam Nakka

IPC: G06F8/77 ,  G06N20/00

Abstract: A system implements a cloud-based digital platform allows developers to build new applications/services and then deploy to cloud platforms among continuous deployment, A/B test, blue/green deployment, and canary deployment. The system configures a service mesh on top of a cluster of computers. The system initializes a new service via templates that include common libraries, security scan pipeline, monitoring as code pipeline, and code coverage management for internal policy compliances, as well automated cloud resources request and provisioning. One or more proxy services, that extract data from the data sources using filters, can be executed. The system may use machine learning based models that are trained using the data extracted by the proxy service. The system allows automatic provisioning, computation orchestration, storage requests, and artificial intelligence insight feedback, as well as automated self-services to navigate complex systems and reduce on-boarding times of the platform.