Implementing Canary Releases of TensorFlow Model Deployments with Kubernetes and Anthos Service Mesh

Offered By: Google via Google Cloud Skills Boost

Course Description

Overview

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In this lab you will install the Anthos Service Mesh, and deploy a resnet model, all on a GKE cluster.

Syllabus

• GSP778
• Overview
• Setup and requirements
• Lab tasks
• Task 1. Set up your project
• Task 2. Set up your GKE cluster
• Task 3. Install an ingress gateway
• Task 4. Enable sidecar injection
• Task 5. Deploying ResNet50
• Task 5. Creating ConfigMap
• Task 6. Creating TensorFlow Serving deployment of the ResNet50 model.
• Task 7. Install an ingress gateway
• Task 8. Testing access to the ResNet50 model
• Task 9. Deploying ResNet101 as a canary release
• Task 10. Configuring weighted load balancing
• Task 11. Configuring focused canary testing
• Congratulations

Tags

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