Automation and Machine Learning

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

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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
Expert