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This project repository hosts notebook, manifests and guides to deploy dog breed classification Machine Learning Web Application on Google Kubernetes Engine (GKE) Autopilot.

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Deploying `ML Web App` on `GKE-Autopilot`

This project shows how to deploy a machine learning web application on Google Kubernetes Engine (GKE) Autopilot.

Project Pre-requisites:

Google Cloud Account.
Enabled Billing.

Project Tasks:

Introduction.
Setting-up Environment.
Running Streamlit Web App.
Creating Docker-Image in Google Container Registry.
Creating GKE-Autopilot Cluster.
Creating Deployment.
Exposing Service.
Testing the Web Application.
Deleting the Project.

Dataset Used:

stanford_dogs from tensorflow datasets. link

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This project repository hosts notebook, manifests and guides to deploy dog breed classification Machine Learning Web Application on Google Kubernetes Engine (GKE) Autopilot.

docker kubernetes machine-learning autopilot gke mlops streamlit-webapp

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