- Learn how to deploy applications to Azure Kubernetes Service.
After completing this module, you'll be able to:
- Create Kubernetes deployment manifests
- Deploy and expose applications to Azure Kubernetes Service
- Externalize configuration, secure sensitive settings, and attach persistent storage for applications running on Azure Kubernetes Service.
After completing this module, you'll be able to:
- Explain how to externalize app configuration using Kubernetes primitives.
- Implement ConfigMaps and inject settings into Pods.
- Implement Secrets and consume sensitive values securely.
- Attach persistent storage using PersistentVolume and PersistentVolumeClaim.
- Monitor application health, debug issues, and verify connectivity for AI workloads running on Azure Kubernetes Service (AKS).
After completing this module, you'll be able to:
- Explain key monitoring signals for AI workloads running on Azure Kubernetes Service.
- Use kubectl and Azure tools to inspect logs and metrics for applications.
- Troubleshoot pod and Service issues that affect AI APIs and workers.
- Verify Service and ingress connectivity paths to ensure clients can reach AI services.
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Syllabus
- Deploy applications to Azure Kubernetes Service
- Introduction
- Create Kubernetes deployment manifests
- Expose applications in Azure Kubernetes Services
- Deploy applications to Azure Kubernetes Services
- Module assessment
- Exercise - Deploy an AI inference API to Azure Kubernetes Service
- Summary
- Configure applications on Azure Kubernetes Service
- Introduction
- Define ConfigMaps for application settings
- Implement secrets for sensitive data
- Attach persistent storage to an app
- Exercise - Configure apps on Azure Kubernetes Service
- Module assessment
- Summary
- Monitor and troubleshoot applications on Azure Kubernetes Service
- Introduction
- Monitor application logs and metrics
- Troubleshoot pods and services
- Verify service connectivity and endpoints
- Exercise - Troubleshoot apps on Azure Kubernetes Service
- Module assessment
- Summary