AI-Driven Observability and Operations in Cloud-Edge Systems https://peertube.watch/videos/watch/ce25b2c1-fcbb-4c21-874d-fa2f9f763303 Artificial Intelligence for IT Operations (AIOps) has emerged as a new model for automating and streamlining operating operational workflow in large-scale IT infrastructures using AI-supported methods and tools on different levels. AIOps platforms can collect and aggregate the increasing volumes of data generated by multiple IT infrastructure components, provide real-time monitoring and analysis of cloud and edge resources, detect significant events and patterns related to application performance and availability before they become critical, and even in some cases automatically resolve these issues without human intervention. Based on these concepts, our presentation will introduce a new experimental AIOps framework developed in OpenNebula and its Prometheus integration for the evaluation of AI techniques in order to provide intelligent workload forecasting and infrastructure orchestration capabilities to automate and optimize the provisioning and deployment of geographically distributed edge/cloud infrastructures and applications. We will also present the results of the evaluation of AI-based time series forecasting techniques to predict the CPU usage of VMs, and optimization techniques for the placement of VMs on top of the physical infrastructure, based on CPU usage predictions. Speaker: Victor Palma, Track: Virtualization and Cloud Infrastructure devroom, Room: UB2.147, When: Saturday 3 February 2024, 16:30–17:00 (Brussels time), Schedule: FOSDEM 2024 event page, Slides & links Presentation (slides), OpenNebula Project, Licence: Creative Commons Attribution 2.0 Belgium (CC BY 2.0 BE) (as stated in the FOSDEM video archive). Attribution: “AI-Driven Observability and Operations in Cloud-Edge Systems” by Victor Palma, FOSDEM 2024. Original recording: 2024/ub2147/fosdem-2024-2794-ai-driven-observability-and-operations-in-cloud-edge-systems.av1.webm from the FOSDEM video archive. This channel is an unofficial mirror; FOSDEM is a free and non-commercial event organised by the community for the community. Fri, 23 Oct 2026 00:59:39 GMT https://validator.w3.org/feed/docs/rss2.html PeerTube - https://peertube.watch AI-Driven Observability and Operations in Cloud-Edge Systems https://peertube.watch/lazy-static/avatars/3b284627-b75f-409e-ac2e-10f4c2946f43.png https://peertube.watch/videos/watch/ce25b2c1-fcbb-4c21-874d-fa2f9f763303 All rights reserved, unless otherwise specified in the terms specified at https://peertube.watch/about and potential licenses granted by each content's rightholder.