{"product_id":"rancher-for-ai-and-ml-sveva-rossi-9798275212006","title":"Rancher for AI and ML Workloads: GPU KUBERNETES AT SCALE: Deploy AI Infrastructure with Multi-Cluster GPU Management. Virtual Clusters, Resource Optim","description":"\u003cp\u003e\u003cb\u003eBuild a reliable multi cluster GPU platform for real AI workloads with Rancher RKE2 and K3s.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eAI and ML teams now expect shared GPU infrastructure that is fast, secure, and cost aware, not a pile of hand built servers that only a few people understand. If you run Kubernetes with GPUs, you need more than marketing diagrams. You need concrete patterns for Rancher managed clusters, GPU Operator, virtual clusters, observability, and governance that work in production.\u003c\/p\u003e\u003cp\u003e\u003ci\u003eRancher for AI and ML Workloads: GPU Kubernetes at Scale\u003c\/i\u003e shows platform engineers, SREs, and senior ML practitioners how to design, build, and operate GPU fleets using Rancher, RKE2, K3s, and the surrounding SUSE and NVIDIA ecosystem. From the first GPU node to a multi cluster AI platform, it gives you clear, realistic guidance instead of vague promises.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand when GPU Kubernetes is the right choice and when simpler alternatives are better for AI and ML teams.\u003c\/li\u003e\n\u003cli\u003eDesign RKE2 based GPU clusters, including hardware, networking, storage, node labels, and taints suitable for training and inference.\u003c\/li\u003e\n\u003cli\u003eInstall and operate the NVIDIA GPU Operator on RKE2, K3s, and K3d to manage drivers, container runtimes, and device plugins safely.\u003c\/li\u003e\n\u003cli\u003eUse virtual clusters with vCluster and SUSE Virtual Clusters to build multi tenant GPU platforms with strong isolation and clear tenancy models.\u003c\/li\u003e\n\u003cli\u003eRun AI workloads with correct scheduling and scaling using GPU requests and limits, Kueue batch scheduling, HPAs, cluster autoscalers, and Karpenter.\u003c\/li\u003e\n\u003cli\u003eCollect and visualize GPU metrics with DCGM exporter, Prometheus, and OpenTelemetry, including dashboards for GPU utilization and vLLM performance.\u003c\/li\u003e\n\u003cli\u003eControl cost and efficiency with MIG, time slicing, NVIDIA KAI, Federator ai, and Avesha Elastic GPU Service across Rancher managed clusters.\u003c\/li\u003e\n\u003cli\u003eSecure AI workloads using hardened RKE2 control planes, NeuVector runtime and network controls, and SUSE AI governance for data boundaries and audit trails.\u003c\/li\u003e\n\u003cli\u003eApply proven reference architectures such as FlexPod based Rancher GPU clusters, virtual cluster based GPU clouds inspired by CoreWeave, and SUSE AI blueprints.\u003c\/li\u003e\n\u003cli\u003eAdopt a GitOps operating model with Fleet, structured repositories, upgrade strategies for Kubernetes and GPU Operator, and a migration roadmap from a single cluster to a managed multi cluster AI platform.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThis is a code heavy, practical guide that uses real YAML manifests, Helm values, and kubectl workflows so you can adapt working patterns directly into your own clusters and pipelines.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eGrab your copy today and build a GPU platform your AI teams can trust.\u003c\/b\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sveva Rossi\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798275212006\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/19\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 232\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.90lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.49d","brand":"Sveva Rossi","offers":[{"title":"Paperback","offer_id":49083804811519,"sku":"9798275212006","price":29.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/rancher-for-ai-and-ml-sveva-rossi-9798275212006","provider":"WR Book House","version":"1.0","type":"link"}