Network Observability: Opt. anomaly detection/cap. planning w/ AI/ML - Gurpreet Singh, Jamie Parker

Recorded during the inaugural OpenInfra Days North America at Indiana University in 2024. Full playlist: https://youtube.com/playlist?list=PLqi-7yMgvZy_Rbq4lElWJyuqh7gDmo_2t&si=JYblzWYAQJk4nso2

For more information about the author or the event, visit: https://oidiu2024.sched.com/event/aef407e3abf17ab67f8ecbad4cb7d1ca

Abstract
Traditional network observability methods rely heavily on analytics and dashboards, requiring users to manually sift through extensive data to extract actionable insights. This approach proves challenging in large-scale clusters, where rapid decision-making is crucial. AI/ML offer a solution by automating the decision-making process, leveraging pre-existing human intelligence from historical and real-time data. This presentation examines the core aspects of network observability within virtual infrastructure deployments and explores the applicability of AI/ML on anomaly detection and troubleshooting, showcasing how AI/ML can enhance efficiency and responsiveness in network management.

About OpenInfra Days NA at IU https://go.iu.edu/oid-iu2024
This first OpenInfra Days North America, hosted by Indiana University, US, was jointly organized by participants from the United States, Mexico, and Canada. We encouraged involvement from users and companies from these countries and had lively networking and community-building from within North America.

OpenInfra Days is a great opportunity to hear directly from prominent open infrastructure leaders, learn from user stories, network, and get plugged into your local community.

About OpenInfra Foundation https://openinfra.dev/about/
The OpenInfra Foundation supports the development and adoption of open infrastructure globally, across a community of over 110,000 individuals in 187 countries, by hosting open source projects and communities of practice.

Staying true to its mission of helping people build and operate open infrastructure, OpenInfra Foundation hosts open source projects that contribute to the advancement of today’s infrastructure. From cloud hosting to the driving force behind 5G, these projects are code first and operate under the guiding principles we call the “Four Opens.” These projects include OpenStack, Airship, Kata Containers, OpenInfra Labs, StarlingX, and Zuul. Additional initiatives supported by the OpenInfra Foundation include OpenDev, project hosting, continuous integration tooling, and virtual collaboration spaces for open source software projects and Superuser, an online publication where users and developers share how they're combining software from OpenInfra Foundation communities with other popular open source tools like Kubernetes, Ceph, Cloud Foundry, OVS, OpenContrail, Open Switch, OPNFV and more to power their open infrastructure.

Individual membership of the Open Infrastructure Foundation is free for anyone with an interest in open infrastructure. Individual Members are expected to participate in the community through technical contributions or community building efforts, and vote in an annual election for the Board of Directors.

Several initiatives at Indiana University helped to organize this event, including the National Science Foundation-sponsored projects Jetstream2 and the Midwest Research Computing and Data Consortium Scientific Cloud Affinity Group as well as Research Technologies, a division of University Information Technology Services and a center in the Pervasive Technology Institute.

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