Advanced70 min
Kubernetes Deployment
Deploy and scale AI models on Kubernetes clusters
Last updated: 2024-12-30
Prerequisites
- Kubernetes basics
- Docker
- Cloud infrastructure
1. Create Kubernetes Manifests
Write deployment, service, and ingress configurations for your model.
2. Configure Auto-Scaling
Set up horizontal pod autoscaling based on CPU, memory, or custom metrics.
3. Implement Health Checks
Add liveness and readiness probes for reliable deployments.