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MLOps Reference Architecture deployed on Azure

This repository contains Terraform configuration which serves as a base infrastructure to deploy [MLOps architecture][mlops-repo] on an Azure AKS cluster.

Prerequisites

To use this configuration, you must have Terraform installed at version 0.14 or newer.

You must also have an Azure account.

ATTENTION: Applying this configuration will result in Microsoft billing you for the provisioned resources.

Installation

  1. Edit env.tfvars file. Set values for the variables mentioned there.
  2. cd into the root of this repository.
  3. Set up access to your Azure account.
  4. Run terraform apply -var-file env.tfvars. Review the plan that Terraform produces.
  5. If you are okay with the plan, answer yes. Terraform will provision the cluster.

Installing the tools

After installing the infrastructure, MLOPs tools can be installed. Please refer to the [MLOps reference architecture][mlops-repo] documentation. See output.tf for the outputs that may be needed to deploy the applications.

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