YoVDO

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

Offered By: Google via Google Cloud Skills Boost

Tags

Anthos Courses TensorFlow Courses Kubernetes Courses Machine Learning Model Deployment Courses Canary Releases Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
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

Related Courses

Creative Applications of Deep Learning with TensorFlow
Kadenze Creative Applications of Deep Learning with TensorFlow III
Kadenze Creative Applications of Deep Learning with TensorFlow II
Kadenze 6.S191: Introduction to Deep Learning
Massachusetts Institute of Technology via Independent Learn TensorFlow and deep learning, without a Ph.D.
Google via Independent