Deploying ๐Ÿค— ViT on Kubernetes with TF Serving

๐Ÿ“ฐ Hugging Face Blog

Deploying ViT on Kubernetes with TF Serving for scalable model serving

advanced Published 11 Aug 2022
Action Steps
  1. Containerize the ViT model using Docker
  2. Push the Docker image to a registry
  3. Provision a Kubernetes cluster on a cloud provider like GKE
  4. Write Kubernetes manifests to define the deployment
  5. 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

๐Ÿ’ก Using Docker and Kubernetes enables scalable and efficient deployment of AI models like ViT

Share This
๐Ÿš€ Deploy ViT on Kubernetes with TF Serving for scalable model serving!
Read full article โ†’ โ† Back to News