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Azure Data Scientist Associate Certification Guide

You're reading from  Azure Data Scientist Associate Certification Guide

Product type Book
Published in Dec 2021
Publisher Packt
ISBN-13 9781800565005
Pages 448 pages
Edition 1st Edition
Languages
Authors (2):
Andreas Botsikas Andreas Botsikas
Profile icon Andreas Botsikas
Michael Hlobil Michael Hlobil
Profile icon Michael Hlobil
View More author details

Table of Contents (17) Chapters

Preface Section 1: Starting your cloud-based data science journey
Chapter 1: An Overview of Modern Data Science Chapter 2: Deploying Azure Machine Learning Workspace Resources Chapter 3: Azure Machine Learning Studio Components Chapter 4: Configuring the Workspace Section 2: No code data science experimentation
Chapter 5: Letting the Machines Do the Model Training Chapter 6: Visual Model Training and Publishing Section 3: Advanced data science tooling and capabilities
Chapter 7: The AzureML Python SDK Chapter 8: Experimenting with Python Code Chapter 9: Optimizing the ML Model Chapter 10: Understanding Model Results Chapter 11: Working with Pipelines Chapter 12: Operationalizing Models with Code Other Books You May Enjoy

Alternative ways to deploy an Azure ML workspace

There are additional ways in which you can deploy an Azure ML workspace:

  • Create an ARM template. This is the Azure-native way of describing resources that you want to deploy in the form of a JSON file. An example of an ARM template for the Azure ML workspace can be found at https://bit.ly/dp100-azureml-arm.

    The command to deploy such a template from the Azure CLI is as follows:

    az deployment group create --name packt-deployment --resource-group packt-azureml-rg --template-uri https://bit.ly/dp100-azureml-arm --parameters workspaceName=packt-learning-arm-mlw location=westeurope

    You can also find an ARM template if you select the Download a template for automation link that appears on the left-hand side of the Create button in the last step of the Azure portal resource creation wizard.

  • Through the Azure ML Python SDK, which you will learn about in Chapter 7, The Azure ML Python.
  • Through the Azure management REST API as described...
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