Go to Azure portal
Search and click on Custom deployment, after that select Linux virtual machine and select Quick Start template as shown in the image below.

Create a resource group
Put your user name and password and then leave the information as default.
Click on create and review

After creating and deployment have completed the click on go to Resource

Then you have your Simple Linux Virtual Machine created

Here you go, you have your Linux virtual Machine running.