用于实时数据驱动型网络和物联网洞察的下一代人工智能.pdf

1、#CiscoLive#CiscoLiveHugo Latapie,Principal EngineerBRKETI-1000Next Generation AI for Real-Time Data-Driven Network and IoT Insights 2023 Cisco and/or its affiliates.All rights reserved.Cisco Public#CiscoLiveEnter your personal notes hereCisco Webex App 3Questions?Use Cisco Webex App to chat with the

2、 speaker after the sessionFind this session in the Cisco Live Mobile AppClick“Join the Discussion”Install the Webex App or go directly to the Webex spaceEnter messages/questions in the Webex spaceHowWebex spaces will be moderated by the speaker until June 9,2023.12343https:/ 2023 Cisco and/or its af

3、filiates.All rights reserved.Cisco PublicBRKETI-1000Agenda 2023 Cisco and/or its affiliates.All rights reserved.Cisco PublicIntroduction to Hybrid AIOverview of Hybrid AINetworking ApplicationsVideo ApplicationsIntroduction of Open-source project Deep Vision which utilizes self-supervised learning f

4、or video analysisConclusionQ&A sessionBRKETI-10004 2023 Cisco and/or its affiliates.All rights reserved.Cisco Public#CiscoLiveWhat is Hybrid AI?Lets discuss how a picture like this processed via deep learning versus hybrid AI.BRKETI-10005 2023 Cisco and/or its affiliates.All rights reserved.Cisco Pu

5、blic#CiscoLiveObject Detection on COCO test-dev6BRKETI-1000 2023 Cisco and/or its affiliates.All rights reserved.Cisco Public#CiscoLive7BRKETI-1000Training usually takes around 100K labeled images per class.Deep learning does a good job learning a hierarchical representation of the image 2023 Cisco

6、and/or its affiliates.All rights reserved.Cisco Public#CiscoLiveHow Deep Learning FailsAs this saliency map shows,deep learning algorithms will make the final panda/no-panda decision based on just the few pixels highlighted here?BRKETI-10008 2023 Cisco and/or its affiliates.All rights reserved.Cisco