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Perform Cloud Data Science with Azure Machine Learning (20774)

 

Course Overview

The main purpose of the course is to give students the ability to analyze and present data by using Azure Machine Learning, and to provide an introduction to the use of machine learning with big data tools such as HDInsight and R Services.

Who should attend

  • The primary audience for this course is people who wish to analyze and present data by using Azure Machine Learning.
  • The secondary audience is IT professionals, Developers , and information workers who need to support solutions based on Azure machine learning.

Prerequisites

In addition to their professional experience, students who attend this course should have:

  • Programming experience using R, and familiarity with common R packages
  • Knowledge of common statistical methods and data analysis best practices.
  • Basic knowledge of the Microsoft Windows operating system and its core functionality.
  • Working knowledge of relational databases.

Course Objectives

After completing this course, students will be able to:

  • Explain machine learning, and how algorithms and languages are used
  • Describe the purpose of Azure Machine Learning, and list the main features of Azure Machine Learning Studio
  • Upload and explore various types of data to Azure Machine Learning
  • Explore and use techniques to prepare datasets ready for use with Azure Machine Learning
  • Explore and use feature engineering and selection techniques on datasets that are to be used with Azure Machine Learning
  • Explore and use regression algorithms and neural networks with Azure Machine Learning
  • Explore and use classification and clustering algorithms with Azure Machine Learning
  • Use R and Python with Azure Machine Learning, and choose when to use a particular language
  • Explore and use hyperparameters and multiple algorithms and models, and be able to score and evaluate models
  • Explore how to provide end-users with Azure Machine Learning services, and how to share data generated from Azure Machine Learning models
  • Explore and use the Cognitive Services APIs for text and image processing, to create a recommendation application, and describe the use of neural networks with Azure Machine Learning
  • Explore and use HDInsight with Azure Machine Learning
  • Explore and use R and R Server with Azure Machine Learning, and explain how to deploy and configure SQL Server to support R services

Course Content

  • Introduction to Machine Learning
  • Introduction to Azure Machine Learning
  • Managing Datasets
  • Preparing Data for use with Azure Machine Learning
  • Using Feature Engineering and Selection
  • Building Azure Machine Learning Models
  • Using Classification and Clustering with Azure machine learning models
  • Using R and Python with Azure Machine Learning
  • Initializing and Optimizing Machine Learning Models
  • Using Azure Machine Learning Models
  • Using Cognitive Services
  • Using Machine Learning with HDInsight
  • Using R Services with Machine Learning
Classroom Training

Duration 5 days

 
Click on town name to book Schedule
Asia Pacific

Fast Lane Flex™ Classroom If you can't find a suitable date, don't forget to check our world-wide FLEX™ training schedule.

Europe
Estonia
09/12/2019 - 13/12/2019 Talin This is an English language FLEX course.   Time zone: Europe/Tallinn Course language: English Enroll
Italy
25/11/2019 - 29/11/2019 Rome Enroll
13/01/2020 - 17/01/2020 Rome Enroll
24/02/2020 - 28/02/2020 Milan Enroll
30/03/2020 - 03/04/2020 Rome Enroll
18/05/2020 - 22/05/2020 Milan Enroll
06/07/2020 - 10/07/2020 Rome Enroll
24/08/2020 - 28/08/2020 Milan Enroll
28/09/2020 - 02/10/2020 Rome Enroll
Switzerland
25/11/2019 - 29/11/2019 Zurich Enroll
Latin America
Argentina
16/12/2019 - 20/12/2019 Online Training Time zone: America/Buenos_Aires Course language: Spanish Enroll
Middle East
United Arab Emirates
08/12/2019 - 12/12/2019 Dubai Course language: English Enroll
05/01/2020 - 09/01/2020 Dubai Course language: English Enroll
28/06/2020 - 02/07/2020 Dubai Course language: English Enroll
Africa
Egypt
08/12/2019 - 12/12/2019 Cairo Course language: English Enroll
17/05/2020 - 21/05/2020 Cairo Course language: English Enroll
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This is a FLEX course, which is delivered both virtually and in the classroom.