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Designing and Implementing a Data Science Solution on Azure (DP-100)

 

Course Overview

Gain the necessary knowledge about how to use Azure services to develop, train, and deploy, machine learning solutions. The course starts with an overview of Azure services that support data science. From there, it focuses on using Azure's premier data science service, Azure Machine Learning service, to automate the data science pipeline. This course is focused on Azure and does not teach the student how to do data science. It is assumed students already know that.

Who should attend

This course is aimed at data scientists and those with significant responsibilities in training and deploying machine learning models.

Prerequisites

Before attending this course, students must have:

  • Azure Fundamentals
  • Understanding of data science including how to prepare data, train models, and evaluate competing models to select the best one.
  • How to program in the Python programming language and use the Python libraries: pandas, scikit-learn, matplotlib, and seaborn.

Course Content

Module 1: Doing Data Science on Azure

The student will learn about the data science process and the role of the data scientist. This is then applied to understand how Azure services can support and augment the data science process.

Lessons

  • Introduce the Data Science Process
  • Overview of Azure Data Science Options
  • Introduce Azure Notebooks
Module 2: Doing Data Science with Azure Machine Learning service

The student will learn how to use Azure Machine Learning service to automate the data science process end to end.

Lessons
  • Introduce Azure Machine Learning (AML) service
  • Register and deploy ML models with AML service
Module 3: Automate Machine Learning with Azure Machine Learning service

In this module, the student will learn about the machine learning pipeline and how the Azure Machine Learning service's AutoML and HyperDrive can automate some of the laborious parts of it.

Lessons
  • Automate Machine Learning Model Selection
  • Automate Hyperparameter Tuning with HyperDrive
Module 4: Manage and Monitor Machine Learning Models with the Azure Machine Learning service

In this module, the student will learn how to automatically manage and monitor machine learning models in the Azure Machine Learning service.

Lessons
  • Manage and Monitor Machine Learning Models
Classroom Training

Duration 3 days

Dates and Booking
Online Training

Duration 3 days

Dates and Booking
 
Click on town name to book Schedule
Date on request
Location on request
Asia Pacific
Australia
07/10/2019 - 09/10/2019 Sydney Enroll
Singapore
14/10/2019 - 16/10/2019 Singapore Enroll
India
02/12/2019 - 04/12/2019 Bangalore Enroll
China
11/12/2019 - 13/12/2019 Shanghai Course language: English Enroll

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

Europe
Germany
23/09/2019 - 25/09/2019 Berlin Enroll
28/10/2019 - 30/10/2019 Online Training Time zone: Europe/Berlin Course language: English Enroll
18/11/2019 - 20/11/2019 Frankfurt Enroll
25/11/2019 - 27/11/2019 Online Training Time zone: Europe/Berlin Course language: English Enroll
02/12/2019 - 04/12/2019 Online Training Time zone: Europe/Berlin Course language: English Enroll
Austria
28/10/2019 - 30/10/2019 Vienna (iTLS) Enroll
Croatia
 13/01/2020 - 15/01/2020 Zagreb This is an English language FLEX course.   Time zone: Europe/Zagreb Course language: English Enroll
Czech Republic
 29/06/2020 - 01/07/2020 Prague This is an English language FLEX course.   Time zone: Europe/Prague Course language: English Enroll
France
09/09/2019 - 11/09/2019 Paris Enroll
25/11/2019 - 27/11/2019 Paris Enroll
Greece
 03/02/2020 - 05/02/2020 Athens This is an English language FLEX course.   Time zone: Europe/Athens Course language: English Enroll
Hungary
 02/03/2020 - 04/03/2020 Budapest This is an English language FLEX course.   Time zone: Europe/Budapest Course language: English Enroll
Serbia
 04/05/2020 - 06/05/2020 Belgrade This is an English language FLEX course.   Time zone: Europe/Belgrade Course language: English Enroll
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 24/08/2020 - 26/08/2020 Bratislava This is an English language FLEX course.   Time zone: Europe/Bratislava Enroll
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 06/04/2020 - 08/04/2020 Ljubljana This is an English language FLEX course.   Time zone: Europe/Ljubljana Course language: English Enroll
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25/11/2019 - 27/11/2019 Madrid Course language: English Enroll
16/12/2019 - 18/12/2019 Online Training Time zone: Europe/Madrid Course language: English Enroll
02/03/2020 - 04/03/2020 Madrid Course language: English Enroll
16/03/2020 - 18/03/2020 Online Training Time zone: Europe/Madrid Course language: English Enroll
25/05/2020 - 27/05/2020 Madrid Course language: English Enroll
08/06/2020 - 10/06/2020 Online Training Time zone: Europe/Madrid Course language: English Enroll
24/08/2020 - 26/08/2020 Madrid Course language: English Enroll
Switzerland
23/09/2019 - 25/09/2019 Zurich Enroll
23/09/2019 - 25/09/2019 Basel Enroll
23/09/2019 - 25/09/2019 Bern Enroll
04/11/2019 - 06/11/2019 Zurich Enroll
04/11/2019 - 06/11/2019 Basel Enroll
04/11/2019 - 06/11/2019 Bern Enroll
United Kingdom
 07/10/2019 - 09/10/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
04/11/2019 - 06/11/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
11/12/2019 - 13/12/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
16/12/2019 - 18/12/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
North America
United States
 07/10/2019 - 11/10/2019 guaranteed date! Online Training Time zone: US/Eastern 5 days Course language: English Enroll
04/11/2019 - 08/11/2019 guaranteed date! Online Training Time zone: US/Central 5 days Course language: English Enroll
02/12/2019 - 06/12/2019 guaranteed date! Online Training Time zone: US/Mountain 5 days Course language: English Enroll
Latin America
Argentina
 06/04/2020 - 08/04/2020 Buenos Aires This is an Spanish language FLEX course.   Time zone: America/Buenos_Aires Enroll
Brazil
 23/09/2019 - 25/09/2019 São Paulo - ITLS Brasil powered by Fast Lane This is an Portuguese language FLEX course.   Time zone: America/Sao_Paulo Enroll
Chile
 25/11/2019 - 27/11/2019 Santiago This is an Spanish language FLEX course.   Time zone: America/Santiago Enroll
Colombia
 18/05/2020 - 20/05/2020 Bogotá D.C. This is an Spanish language FLEX course.   Time zone: America/Bogota Enroll
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 04/03/2020 - 06/03/2020 San José This is an Spanish language FLEX course.   Time zone: America/Costa_Rica Enroll
Mexico
 23/09/2019 - 25/09/2019 Mexico City This is an Spanish language FLEX course.   Time zone: America/Mexico_City Enroll
Peru
 12/11/2019 - 14/11/2019 Lima This is an Spanish language FLEX course.   Time zone: America/Lima Course language: Spanish Enroll
Middle East
United Arab Emirates
06/10/2019 - 08/10/2019 Dubai Course language: English Enroll
20/10/2019 - 22/10/2019 Online Training Time zone: Asia/Dubai Course language: English Enroll
01/03/2020 - 03/03/2020 Dubai Course language: English Enroll
15/03/2020 - 17/03/2020 Online Training Time zone: Asia/Dubai Course language: English Enroll
24/05/2020 - 26/05/2020 Dubai Course language: English Enroll
07/06/2020 - 09/06/2020 Online Training Time zone: Asia/Dubai Course language: English Enroll
23/08/2020 - 25/08/2020 Dubai Course language: English Enroll
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Egypt
06/10/2019 - 08/10/2019 Cairo Course language: English Enroll
20/10/2019 - 22/10/2019 Online Training Time zone: Africa/Cairo Course language: English Enroll
01/03/2020 - 03/03/2020 Cairo Course language: English Enroll
15/03/2020 - 17/03/2020 Online Training Time zone: Africa/Cairo Course language: English Enroll
24/05/2020 - 26/05/2020 Cairo Course language: English Enroll
07/06/2020 - 09/06/2020 Online Training Time zone: Africa/Cairo Course language: English Enroll
23/08/2020 - 25/08/2020 Cairo Course language: English Enroll
iTLS will carry out all guaranteed training regardless of the number of attendees, exempt from force majeure or other unexpected events, like e.g. accidents or illness of the trainer, which prevent the course from being conducted.
This computer icon in the schedule indicates that this date/time will be conducted as Instructor-Led Online Training.
This is a FLEX course, which is delivered both virtually and in the classroom.