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Azure Data Scientist Associate Certification Guide

You're reading from   Azure Data Scientist Associate Certification Guide A hands-on guide to machine learning in Azure and passing the Microsoft Certified DP-100 exam

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Product type Paperback
Published in Dec 2021
Publisher Packt
ISBN-13 9781800565005
Length 448 pages
Edition 1st Edition
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Authors (2):
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Andreas Botsikas Andreas Botsikas
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Andreas Botsikas
Michael Hlobil Michael Hlobil
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Michael Hlobil
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Toc

Table of Contents (17) Chapters Close

Preface 1. Section 1: Starting your cloud-based data science journey
2. Chapter 1: An Overview of Modern Data Science FREE CHAPTER 3. Chapter 2: Deploying Azure Machine Learning Workspace Resources 4. Chapter 3: Azure Machine Learning Studio Components 5. Chapter 4: Configuring the Workspace 6. Section 2: No code data science experimentation
7. Chapter 5: Letting the Machines Do the Model Training 8. Chapter 6: Visual Model Training and Publishing 9. Section 3: Advanced data science tooling and capabilities
10. Chapter 7: The AzureML Python SDK 11. Chapter 8: Experimenting with Python Code 12. Chapter 9: Optimizing the ML Model 13. Chapter 10: Understanding Model Results 14. Chapter 11: Working with Pipelines 15. Chapter 12: Operationalizing Models with Code 16. Other Books You May Enjoy

Technical requirements

To provision an Azure ML workspace, you will need an Azure subscription. You can get a free trial by visiting https://azure.microsoft.com/free/. If you want to use an existing subscription, you will need to request the owner of the subscription to provide you with the following Resource Group items:

  • packt-azureml-rg
  • packt-azureml-cli-rg

This book assumes that you have either a Contributor role or an Owner role on these resource groups. You are going to deploy an Azure ML workspace in both of those resource groups: one through the Azure portal and one through the Azure CLI.

Azure ML requires the following providers to be registered in the Azure subscription that hosts the resource groups you are planning to use:

  • Microsoft.MachineLearningServices
  • Microsoft.KeyVault
  • Microsoft.Storage
  • Microsoft.insights
  • Microsoft.ContainerRegistry
  • Microsoft.Notebooks

If you are the Owner of the subscription, Azure will automatically...

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