公开(公告)号：US11443230B2

公开(公告)日：2022-09-13

申请号：US16135756

申请日：2018-09-19

Applicant: Cisco Technology, Inc.

Inventor： Nancy Cam-Winget ,  Subharthi Paul ,  Blake Anderson ,  Saman Taghavi Zargar ,  Oleg Bessonov ,  Robert Frederick Albach ,  Sanjay Kumar Agarwal ,  Mark Steven Knellinger

IPC: G06N20/00 ,  H04L9/40 ,  G06N5/04 ,  G06N20/20 ,  G06K9/62 ,  G06N7/00 ,  G06N20/10 ,  H04L67/12 ,  H04L67/00

Abstract: A trained model may be deployed to an Internet-of-Things (IOT) operational environment in order to ingest features and detect events extracted from network traffic. The model may be received and converted into a meta-language representation which is interpretable by a data plane engine. The converted model can then be deployed to the data plane and may extract features from network communications over the data plane. The extracted features may be fed to the deployed model in order to generate event classifications or device state classifications.

公开(公告)号：US20190236493A1

公开(公告)日：2019-08-01

申请号：US16135756

申请日：2018-09-19

Applicant: Cisco Technology, Inc.

Inventor： Nancy Cam-Winget ,  Subharthi Paul ,  Blake Anderson ,  Saman Taghavi Zargar ,  Oleg Bessonov ,  Robert Frederick Albach ,  Sanjay Kumar Agarwal ,  Mark Steven Knellinger

IPC: G06N99/00 ,  G06K9/62 ,  H04L29/06

CPC classification number: G06N20/00 ,  G06K9/6257 ,  G06K9/6267 ,  G06N5/045 ,  G06N7/005 ,  G06N20/10 ,  G06N20/20 ,  H04L63/1416 ,  H04L67/12 ,  H04L67/34

Abstract: A trained model may be deployed to an Internet-of-Things (IOT) operational environment in order to ingest features and detect events extracted from network traffic. The model may be received and converted into a meta-language representation which is interpretable by a data plane engine. The converted model can then be deployed to the data plane and may extract features from network communications over the data plane. The extracted features may be fed to the deployed model in order to generate event classifications or device state classifications.