18493728. TELEMETRY-BASED MACHINE LEARNING OF INTER-NETWORK (Cisco Technology, Inc.)

TELEMETRY-BASED MACHINE LEARNING OF INTER-NETWORK

Organization Name

Cisco Technology, Inc.

Inventor(s)

HOSSEIN Moosavi of Ottawa CA

MISHA Nossik of Ottawa CA

BEN Astell of Ottawa CA

OMID Mehrabian of Ottawa CA

TELEMETRY-BASED MACHINE LEARNING OF INTER-NETWORK

This abstract first appeared for US patent application 18493728 titled 'TELEMETRY-BASED MACHINE LEARNING OF INTER-NETWORK

Original Abstract Submitted

Methods and devices provide machine learning of mappings between test script endpoints and network configuration and state differences described according to YANG models. Such machine learning is implemented in a network environment by a training workflow and a production workflow, each implemented across a network device and a machine learning computing system, and each utilizing a learning model which includes an encoder-decoder architecture. The learning model is trained on training datasets which include mappings of executable endpoints to YANG model differences, generated by telemetry capture in network environments to generate training datasets.