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Designing Machine/Deep Learning Models Using Azure CLI

Creating a Job

Explore how to create Azure ML jobs including simple commands, jobs with inputs and outputs, and running code files. Understand job lifecycle tracking through CLI and Azure ML Studio to manage tasks efficiently.

We'll cover the following...

What is an Azure job?

An Azure Machine Learning job is a set of ML tasks on a cluster or single server in a specified environment. Azure Machine Learning offers different types of jobs. Some examples include:

  • Data job: A job that uploads the data to the cloud.
  • ML training job: A job that trains an ML model.
  • Sweep job: A job that runs an ML model with multiple hyperparameters and selects the best model.

Azure Machine Learning keeps track of the jobs, records the logs, and generates metrics. We can view the state of the jobs ...