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NerdLevelTech
Intermediate

Kubernetes for AI/ML: Container Orchestration for Production ML

Master Kubernetes for AI/ML workloads—from GPU scheduling and Kubeflow pipelines to KServe model serving, Istio service mesh, and GitOps with ArgoCD. Learn production-grade orchestration for scalable machine learning.

84 min24 lessons6 modulesDevOps

What you'll learn

  • Configure Kubernetes GPU scheduling for ML workloads
  • Build and run ML pipelines with Kubeflow on Kubernetes
  • Deploy models with KServe for scalable inference
  • Implement service mesh patterns with Istio for ML services
  • Apply GitOps with ArgoCD for ML deployment automation

Course Content

  1. Kubernetes Foundations for ML

    4 lessons · 14 min
    • Kubernetes for AI/ML: The 2026 LandscapeNo signup4 min
    • Locked until you enrollKubernetes Architecture for ML Engineers4 min
    • Locked until you enrollNamespaces & Resource Quotas for ML Teams3 min
    • Locked until you enrollkubectl & Debugging for ML Workloads3 min
    • Quiz: Module 1: Kubernetes Foundations for ML

  2. GPU Scheduling & Resource Management

    4 lessons · 15 min
    • Locked until you enrollNVIDIA GPU Operator & Device Plugin4 min
    • Locked until you enrollGPU Sharing: MIG, Time-Slicing & MPS4 min
    • Locked until you enrollKueue & Volcano: Advanced GPU Scheduling4 min
    • Locked until you enrollNVIDIA KAI Scheduler & Dynamic Resource Allocation3 min
    • Quiz: Module 2: GPU Scheduling & Resource Management

  3. Kubeflow & ML Pipelines

    4 lessons · 14 min
    • Locked until you enrollKubeflow: The ML Platform for Kubernetes4 min
    • Locked until you enrollKubeflow Pipelines: Building ML Workflows4 min
    • Locked until you enrollKatib: AutoML & Hyperparameter Tuning3 min
    • Locked until you enrollArgo Workflows for ML Orchestration3 min
    • Quiz: Module 3: Kubeflow & ML Pipelines

  4. Model Serving & Inference

    4 lessons · 15 min
    • Locked until you enrollKServe: Kubernetes-Native Model Serving4 min
    • Locked until you enrollNVIDIA Triton Inference Server4 min
    • Locked until you enrollAutoscaling & Traffic Management3 min
    • Locked until you enrollLLM Serving with vLLM and TGI4 min
    • Quiz: Module 4: Model Serving & Inference

  5. Service Mesh & Networking for ML

    4 lessons · 13 min
    • Locked until you enrollIstio for ML Workloads4 min
    • Locked until you enrollObservability & Distributed Tracing3 min
    • Locked until you enrollNetwork Policies for ML Security3 min
    • Locked until you enrollHigh Availability & Disaster Recovery3 min
    • Quiz: Module 5: Service Mesh & Networking for ML

  6. Production Operations & GitOps

    4 lessons · 13 min
    • Locked until you enrollArgoCD for ML Deployments4 min
    • Locked until you enrollMonitoring & Alerting for ML Systems3 min
    • Locked until you enrollCost Optimization for GPU Workloads3 min
    • Locked until you enrollCI/CD for ML Model Deployment3 min
    • Quiz: Module 6: Production Operations & GitOps