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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.

Certifications

This course is part of the following Certifications:

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

Price (excl. tax)
  • Germany: 1,890.- €
  • SA Voucher: 3
    hardcoded default SA
incl. catering
Catering includes:

  • Coffee, Tea, Juice, Water, Soft drinks
  • Pastry and Sweets
  • Fresh fruits
  • Lunch in a nearby restaurant

* Catering information only valid for courses delivered by Fast Lane.


Digital courseware

Courseware language: English

Online Training

Duration 3 days

Digital courseware

Courseware language: English

 
Click on town name to book Schedule
Fast Lane 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.
Germany
07/01/2020 - 09/01/2020 Munich
10/02/2020 - 12/02/2020 Berlin
16/03/2020 - 18/03/2020 Stuttgart
20/04/2020 - 22/04/2020 Hamburg
03/06/2020 - 05/06/2020 Frankfurt
03/08/2020 - 05/08/2020 Düsseldorf
07/09/2020 - 09/09/2020 Munich
12/10/2020 - 14/10/2020 Berlin
18/11/2020 - 20/11/2020 Hamburg
FLEX Training

Please see below our alternative, English language, FLEX course options.

11/12/2019 - 13/12/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
16/12/2019 - 18/12/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
13/01/2020 - 15/01/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Zagreb
22/01/2020 - 24/01/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
03/02/2020 - 05/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Athens
17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Dublin
17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Stockholm
Switzerland
07/01/2020 - 09/01/2020 Zurich
07/09/2020 - 09/09/2020 Zurich

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

Europe
Bulgaria
23/11/2020 - 25/11/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Sofia
Croatia
13/01/2020 - 15/01/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Zagreb
Czech Republic
29/06/2020 - 01/07/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Prague
France
25/11/2019 - 27/11/2019 Paris
27/01/2020 - 29/01/2020 Paris
02/06/2020 - 04/06/2020 Paris
14/09/2020 - 16/09/2020 Paris
02/11/2020 - 04/11/2020 Paris
Greece
03/02/2020 - 05/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Athens
Hungary
02/03/2020 - 04/03/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Budapest
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17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Dublin
06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Dublin
15/06/2020 - 17/06/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Dublin
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06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Warsaw
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19/10/2020 - 21/10/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Bucharest
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04/05/2020 - 06/05/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Belgrade
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24/08/2020 - 26/08/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Bratislava
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06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Ljubljana
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25/11/2019 - 27/11/2019 Madrid Course language: English
16/12/2019 - 18/12/2019 Online Training Time zone: Europe/Madrid Course language: English
02/03/2020 - 04/03/2020 Madrid Course language: English
16/03/2020 - 18/03/2020 Online Training Time zone: Europe/Madrid Course language: English
25/05/2020 - 27/05/2020 Madrid Course language: English
08/06/2020 - 10/06/2020 Online Training Time zone: Europe/Madrid Course language: English
24/08/2020 - 26/08/2020 Madrid Course language: English
07/09/2020 - 09/09/2020 Online Training Time zone: Europe/Madrid Course language: English
23/11/2020 - 25/11/2020 Madrid Course language: English
08/12/2020 - 10/12/2020 Online Training Time zone: Europe/Madrid Course language: English
Sweden
17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Stockholm
06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Stockholm
15/06/2020 - 17/06/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Stockholm
United Kingdom
11/12/2019 - 13/12/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
16/12/2019 - 18/12/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
22/01/2020 - 24/01/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
16/03/2020 - 18/03/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
05/05/2020 - 07/05/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
15/06/2020 - 17/06/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London
North America
United States
21/01/2020 - 23/01/2020 Online Training Time zone: US/Eastern Course language: English guaranteed date!
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21/01/2020 - 23/01/2020 Online Training Time zone: Canada/Eastern Course language: English guaranteed date!
17/03/2020 - 19/03/2020 Online Training Time zone: Canada/Central Course language: English guaranteed date!
05/05/2020 - 07/05/2020 Online Training Time zone: Canada/Pacific Course language: English guaranteed date!
23/06/2020 - 25/06/2020 Online Training Time zone: Canada/Eastern Course language: English guaranteed date!
18/08/2020 - 20/08/2020 Online Training Time zone: Canada/Central Course language: English guaranteed date!
20/10/2020 - 22/10/2020 Online Training Time zone: Canada/Pacific Course language: English guaranteed date!
08/12/2020 - 10/12/2020 Online Training Time zone: Canada/Eastern Course language: English guaranteed date!
Latin America
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06/04/2020 - 08/04/2020 FLEX training This is an Spanish language FLEX course.
Time zone: America/Buenos_Aires
Colombia
18/05/2020 - 20/05/2020 FLEX training This is an Spanish language FLEX course.
Time zone: America/Bogota
Costa Rica
04/03/2020 - 06/03/2020 FLEX training This is an Spanish language FLEX course.
Time zone: America/Costa_Rica
Asia Pacific
China
11/12/2019 - 13/12/2019 Shanghai Course language: English
India
02/12/2019 - 04/12/2019 Bangalore
Middle East
United Arab Emirates
01/03/2020 - 03/03/2020 Dubai Course language: English This course is being delivered by iTLS.
15/03/2020 - 17/03/2020 Online Training Time zone: Asia/Dubai Course language: English This course is being delivered by iTLS.
24/05/2020 - 26/05/2020 Dubai Course language: English This course is being delivered by iTLS.
07/06/2020 - 09/06/2020 Online Training Time zone: Asia/Dubai Course language: English This course is being delivered by iTLS.
23/08/2020 - 25/08/2020 Dubai Course language: English This course is being delivered by iTLS.
06/09/2020 - 08/09/2020 Online Training Time zone: Asia/Dubai Course language: English This course is being delivered by iTLS.
22/11/2020 - 24/11/2020 Dubai Course language: English This course is being delivered by iTLS.
06/12/2020 - 08/12/2020 Online Training Time zone: Asia/Dubai Course language: English This course is being delivered by iTLS.
Africa
Egypt
01/03/2020 - 03/03/2020 Cairo Course language: English
15/03/2020 - 17/03/2020 Online Training Time zone: Africa/Cairo Course language: English
24/05/2020 - 26/05/2020 Cairo Course language: English
07/06/2020 - 09/06/2020 Online Training Time zone: Africa/Cairo Course language: English
23/08/2020 - 25/08/2020 Cairo Course language: English
06/09/2020 - 08/09/2020 Online Training Time zone: Africa/Cairo Course language: English
22/11/2020 - 24/11/2020 Cairo Course language: English
06/12/2020 - 08/12/2020 Online Training Time zone: Africa/Cairo Course language: English