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DP-3011: Implementing a Data Analytics Solution with Azure Databricks Training

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Live Online Classes starting on 01 January, 1970

DP-3011: Implementing a Data Analytics Solution with Azure Databricks

The DP-3011: Implementing a Data Analytics Solution with Azure Databricks Course provides in-depth knowledge of Azure Databricks and its integration with Apache Spark and Delta Lake. Participants will learn to provision workspaces, configure SQL Warehouses, and utilize notebooks within Azure Data Factory. This Implementing a Data Analytics Solution with Azure Databricks Training prepares you for practical application in data analytics, helping you harness Microsoft Azure Databricks for robust data solutions. Gain certification and enhance your expertise in Microsoft Data Analytics Solutions with this specialized course.

 

Target Audience

  • Data Engineer

  • Data Scientist

 

Course Objectives

  • Introduction to Azure Databricks

  • Setting Up Azure Databricks Workspaces

  • Data Ingestion and Processing

  • Developing Data Pipelines

  • Data Exploration and Analysis

  • Machine Learning and AI Integration

  • Optimizing and Tuning Performance

  • Security and Compliance

 

Course Outline

1) Explore Azure Databricks

  • Provision an Azure Databricks workspace

  • Identify core workloads and personas for Azure Databricks

  • Describe key concepts of an Azure Databricks solution

  • Lab: Explore Azure Databricks

2) Use Apache Spark in Azure Databricks

  • Describe key elements of the Apache Spark architecture

  • Create and configure a Spark cluster

  • Describe use cases for Spark

  • Use Spark to process and analyze data stored in files

  • Use Spark to visualize data

  • Lab: Use Spark in Azure Databricks

3) Use Delta Lake in Azure Databricks

  • Describe core features and capabilities of Delta Lake

  • Create and use Delta Lake tables in Azure Databricks

  • Create Spark catalog tables for Delta Lake data

  • Use Delta Lake tables for streaming data

  • Lab: Use Delta Lake in Azure Databricks

4) Use SQL Warehouses in Azure Databricks

  • Create and configure SQL Warehouses in Azure Databricks

  • Create databases and tables

  • Create queries and dashboards

  • Lab: Use a SQL Warehouse in Azure Databricks

5) Run Azure Databricks Notebooks with Azure Data Factory

  • Describe how Azure Databricks notebooks can be run in a pipeline

  • Create an Azure Data Factory linked service for Azure Databricks

  • Use a Notebook activity in a pipeline

  • Pass parameters to a notebook

  • Lab: Run an Azure Databricks Notebook with Azure Data Factory

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