Course Details

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Automation and Machine Learning


Overview/Description
Target Audience
Prerequisites
Expected Duration
Lesson Objectives
Course Number
Expertise Level



Overview/Description
Azure Big Data Analytics solutions provide great automation and Machine Learning capabilities. This course covers the automation of key tasks using Azure PowerShell and key capabilities of Azure Machine Learning for big data analysis.

Target Audience
Professionals who are preparing to take the 70-475: Designing and Implementing Big Data Analytics Solutions certification exam, and who are experienced in designing, programming, implementing, automating, and monitoring Microsoft Azure cloud platform solutions. Exam candidates should also be adept at using development tools, techniques, and design methodologies associated with the implementations of cloud-based big data analytics solutions.

Prerequisites
None

Expected Duration (hours)
1.8

Lesson Objectives

Automation and Machine Learning

  • start the course
  • create a Data Factory with Azure PowerShell
  • create a linked service for an Azure storage account
  • create a linked service for an Azure SQL database
  • create an input dataset using Azure PowerShell
  • create an output dataset using Azure PowerShell
  • create a pipeline with a copy activity using Azure PowerShell
  • create a pipeline to transform data using Azure PowerShell
  • monitor a pipeline with Azure PowerShell
  • recognize key features of Azure Machine Learning
  • identify key concepts and terms of Azure Machine Learning
  • recognize key steps in the team data science process and the process lifecycle
  • recognize key features of the Azure Machine Learning Studio
  • recognize key capabilities of the Azure Machine Learning Studio
  • identify key steps to creating an experiment in Azure Machine Learning Studio
  • recognize keys steps to deploy an Azure Machine Learning web service
  • retrain a published experiment
  • recognize key aspects of updating models using the Update Resource Activity
  • use batch scoring activity
  • retrain a new Resource Manager using the Machine Learning Management PowerShell cmdlets
  • recognize key concepts, features and capabilities of Azure Machine Learning
  • Course Number:
    df_dibd_a07_it_enus

    Expertise Level
    Intermediate