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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
 
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Date on request
Location on request
Asia Pacific
Australia
 02/03/2020 ― 04/03/2020 Sydney This is an English language FLEX course.   Time zone: Australia/Sydney Enroll
25/05/2020 ― 27/05/2020 Melbourne This is an English language FLEX course.   Time zone: Australia/Melbourne Enroll
24/08/2020 ― 26/08/2020 Sydney This is an English language FLEX course.   Time zone: Australia/Sydney Enroll
21/11/2020 ― 23/11/2020 Melbourne This is an English language FLEX course.   Time zone: Australia/Melbourne Enroll
Singapore
 06/04/2020 ― 08/04/2020 Singpaore This is a FLEX course.   Time zone: Asia/Singapore Enroll:
for online training
for classroom training
19/10/2020 ― 21/10/2020 Singpaore This is a FLEX course.   Time zone: Asia/Singapore Enroll:
for online training
for classroom training
China
 17/03/2020 ― 19/03/2020 Shanghai This is an English language FLEX course.   Time zone: Asia/Shanghai Course language: English Enroll
23/06/2020 ― 25/06/2020 Beijing This is an English language FLEX course.   Time zone: Asia/Shanghai Course language: English Enroll
18/08/2020 ― 20/08/2020 Shanghai This is an English language FLEX course.   Time zone: Asia/Shanghai Course language: English Enroll
08/12/2020 ― 10/12/2020 Beijing This is an English language FLEX course.   Time zone: Asia/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
16/03/2020 ― 18/03/2020 Stuttgart Enroll
20/04/2020 ― 22/04/2020 Hamburg Enroll
03/06/2020 ― 05/06/2020 Frankfurt Enroll
03/08/2020 ― 05/08/2020 Düsseldorf Enroll
07/09/2020 ― 09/09/2020 Munich Enroll
12/10/2020 ― 14/10/2020 Berlin Enroll
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Austria
06/04/2020 ― 08/04/2020 Vienna (iTLS) Enroll
08/06/2020 ― 10/06/2020 Vienna (iTLS) Enroll
Bulgaria
 23/11/2020 ― 25/11/2020 Sofia This is an English language FLEX course.   Time zone: Europe/Sofia 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
02/06/2020 ― 04/06/2020 Paris Enroll
14/09/2020 ― 16/09/2020 Paris Enroll
02/11/2020 ― 04/11/2020 Paris Enroll
Hungary
 02/03/2020 ― 04/03/2020 Budapest This is an English language FLEX course.   Time zone: Europe/Budapest Course language: English Enroll
Ireland
 06/04/2020 ― 08/04/2020 Dublin This is an English language FLEX course.   Time zone: Europe/Dublin Enroll
15/06/2020 ― 17/06/2020 Dublin This is an English language FLEX course.   Time zone: Europe/Dublin Enroll
Italy
14/04/2020 ― 16/04/2020 Rome Enroll
30/06/2020 ― 02/07/2020 Rome Enroll
07/09/2020 ― 09/09/2020 Milan Enroll
19/10/2020 ― 21/10/2020 Rome Enroll
09/12/2020 ― 11/12/2020 Milan Enroll
Netherlands
24/02/2020 ― 26/02/2020 Utrecht FastTrack - combination of classroom-based training and self-study Enroll
22/04/2020 ― 24/04/2020 Eindhoven FastTrack - combination of classroom-based training and self-study Enroll
15/06/2020 ― 17/06/2020 Utrecht FastTrack - combination of classroom-based training and self-study Enroll
Poland
 06/04/2020 ― 08/04/2020 Warsaw This is an English language FLEX course.   Time zone: Europe/Warsaw Course language: English Enroll
Romania
 19/10/2020 ― 21/10/2020 Bucharest This is an English language FLEX course.   Time zone: Europe/Bucharest 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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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
07/09/2020 ― 09/09/2020 Online Training Time zone: Europe/Madrid Course language: English Enroll
23/11/2020 ― 25/11/2020 Madrid Course language: English Enroll
08/12/2020 ― 10/12/2020 Online Training Time zone: Europe/Madrid Course language: English Enroll
Sweden
 17/02/2020 ― 19/02/2020 Stockholm This is an English language FLEX course.   Time zone: Europe/Stockholm Course language: English Enroll
06/04/2020 ― 08/04/2020 Stockholm This is an English language FLEX course.   Time zone: Europe/Stockholm Course language: English Enroll
15/06/2020 ― 17/06/2020 Stockholm This is an English language FLEX course.   Time zone: Europe/Stockholm Course language: English Enroll
Switzerland
17/02/2020 ― 19/02/2020 Zurich Enroll
17/02/2020 ― 19/02/2020 Online Training Time zone: Europe/Zurich Course language: English Enroll
23/03/2020 ― 25/03/2020 Zurich Enroll
23/03/2020 ― 25/03/2020 Online Training Time zone: Europe/Zurich Course language: English Enroll
20/04/2020 ― 22/04/2020 Zurich Enroll
20/04/2020 ― 22/04/2020 Online Training Time zone: Europe/Zurich Course language: English Enroll
11/05/2020 ― 13/05/2020 Zurich Enroll
11/05/2020 ― 13/05/2020 Online Training Time zone: Europe/Zurich Course language: English Enroll
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United Kingdom
 16/03/2020 ― 18/03/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
06/04/2020 ― 08/04/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
05/05/2020 ― 07/05/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
15/06/2020 ― 17/06/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
13/07/2020 ― 15/07/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
14/09/2020 ― 16/09/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
16/11/2020 ― 18/11/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
North America
United States
 17/03/2020 ― 19/03/2020 guaranteed date! Online Training Time zone: US/Central Course language: English Enroll
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Canada
 17/03/2020 ― 19/03/2020 guaranteed date! Online Training Time zone: Canada/Central Course language: English Enroll
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Latin America
Argentina
 06/04/2020 ― 08/04/2020 Buenos Aires This is an Spanish language FLEX course.   Time zone: America/Buenos_Aires Enroll
Colombia
 18/05/2020 ― 20/05/2020 Bogotá D.C. This is an Spanish language FLEX course.   Time zone: America/Bogota Enroll
Costa Rica
 04/03/2020 ― 06/03/2020 San José This is an Spanish language FLEX course.   Time zone: America/Costa_Rica Enroll
Middle East
United Arab Emirates
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
06/09/2020 ― 08/09/2020 Online Training Time zone: Asia/Dubai Course language: English Enroll
22/11/2020 ― 24/11/2020 Dubai Course language: English Enroll
06/12/2020 ― 08/12/2020 Online Training Time zone: Asia/Dubai Course language: English Enroll
Africa
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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
06/09/2020 ― 08/09/2020 Online Training Time zone: Africa/Cairo Course language: English Enroll
22/11/2020 ― 24/11/2020 Cairo Course language: English Enroll
06/12/2020 ― 08/12/2020 Online Training Time zone: Africa/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.
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This is a FLEX course, which is delivered both virtually and in the classroom.