公开(公告)号：US11121952B2

公开(公告)日：2021-09-14

申请号：US16162549

申请日：2018-10-17

Applicant: Cisco Technology, Inc.

Inventor： Mohammed Hamzeh ,  Sam Grimee ,  Cedric Van Labeke ,  Peter Van Eynde ,  Raphaël Wouters

IPC: G06N20/00 ,  H04L12/26 ,  H04L12/24

Abstract: In one embodiment, a device health assessment service extracts device health status indicators from health assessment data that the service uses to determine a device health status of a networking device. The service forms, using the extracted set of device health status indicators, a health status signature for a particular device health status. The service trains a machine learning-based model to classify whether a networking device has the particular device health status, based in part on the health status signature. The service deploys the machine learning-based model to a target network for local device health assessment of one or more networking devices in the target network.