Deploying ๐ค ViT on Kubernetes with TF Serving
๐ฐ Hugging Face Blog
Deploying ViT on Kubernetes with TF Serving for scalable model serving
Action Steps
- Containerize the ViT model using Docker
- Push the Docker image to a registry
- Provision a Kubernetes cluster on a cloud provider like GKE
- Write Kubernetes manifests to define the deployment
- Perform the deployment and test the endpoint
Who Needs to Know This
This tutorial is beneficial for machine learning engineers and DevOps teams who want to deploy and manage AI models in a cloud environment. It helps them understand how to containerize and deploy models using Docker and Kubernetes.
Key Insight
๐ก Using Docker and Kubernetes enables scalable and efficient deployment of AI models like ViT
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๐ Deploy ViT on Kubernetes with TF Serving for scalable model serving!
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