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Distributed Data Systems with Azure Databricks

You're reading from   Distributed Data Systems with Azure Databricks Create, deploy, and manage enterprise data pipelines

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Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781838647216
Length 414 pages
Edition 1st Edition
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Author (1):
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Alan Bernardo Palacio Alan Bernardo Palacio
Author Profile Icon Alan Bernardo Palacio
Alan Bernardo Palacio
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Table of Contents (17) Chapters Close

Preface 1. Section 1: Introducing Databricks
2. Chapter 1: Introduction to Azure Databricks FREE CHAPTER 3. Chapter 2: Creating an Azure Databricks Workspace 4. Section 2: Data Pipelines with Databricks
5. Chapter 3: Creating ETL Operations with Azure Databricks 6. Chapter 4: Delta Lake with Azure Databricks 7. Chapter 5: Introducing Delta Engine 8. Chapter 6: Introducing Structured Streaming 9. Section 3: Machine and Deep Learning with Databricks
10. Chapter 7: Using Python Libraries in Azure Databricks 11. Chapter 8: Databricks Runtime for Machine Learning 12. Chapter 9: Databricks Runtime for Deep Learning 13. Chapter 10: Model Tracking and Tuning in Azure Databricks 14. Chapter 11: Managing and Serving Models with MLflow and MLeap 15. Chapter 12: Distributed Deep Learning in Azure Databricks 16. Other Books You May Enjoy

Using ADLS Gen2

To persist data in Azure Databricks, we need a data lake. We will use ADLS Gen2, so our first step is to set up an account. This will allow us to store permanent data and use it to run ETL pipelines, get analytics, or use it to build machine learning (ML) models.

Setting up a basic ADLS Gen2 data lake

To set up an ADLS Gen2 subscription, we first need to create a new resource in our Azure portal. To do this, follow these next steps:

  1. Search for Storage accounts and select Create a new Storage account.
  2. Attach it to a resource group, set up a name, set the Account kind field to StorageV2 (general-purpose v2) and, finally, set Replication to Locally-redundant storage (LRS), as illustrated in the following screenshot:

    Figure 3.1 – Creating an ADLS Gen2 subscription

  3. Before finalizing, in the Advanced tab, set the Hierarchical namespace option to Enabled so that we can use ADLS Gen2 from our notebooks. The following screenshot illustrates this...
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