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

Course Description Schedule
 

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

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 Dates and Booking
 
Click on town name to book Schedule
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
22/07/2019 - 24/07/2019 Munich
23/09/2019 - 25/09/2019 Berlin
18/11/2019 - 20/11/2019 Frankfurt
FLEX Training

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

21/08/2019 - 23/08/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
30/09/2019 - 02/10/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
25/11/2019 - 27/11/2019 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

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

Europe
United Kingdom
21/08/2019 - 23/08/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
30/09/2019 - 02/10/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
25/11/2019 - 27/11/2019 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
North America
United States
12/08/2019 - 16/08/2019 Online Training Time zone: US/Mountain 5 days Course language: English
09/09/2019 - 13/09/2019 Online Training Time zone: US/Pacific 5 days Course language: English
07/10/2019 - 11/10/2019 Online Training Time zone: US/Eastern 5 days Course language: English
04/11/2019 - 08/11/2019 Online Training Time zone: US/Central 5 days Course language: English
02/12/2019 - 06/12/2019 Online Training Time zone: US/Mountain 5 days Course language: English
Latin America
Brazil
29/07/2019 - 31/07/2019 FLEX training This is an Portuguese language FLEX course.
Time zone: America/Sao_Paulo
23/09/2019 - 25/09/2019 FLEX training This is an Portuguese language FLEX course.
Time zone: America/Sao_Paulo
Chile
19/08/2019 - 21/08/2019 Online Training Time zone: America/Santiago Course language: Spanish
25/11/2019 - 27/11/2019 Online Training Time zone: America/Santiago Course language: Spanish
Mexico
29/07/2019 - 31/07/2019 FLEX training This is an Spanish language FLEX course.
Time zone: America/Mexico_City
23/09/2019 - 25/09/2019 FLEX training This is an Spanish language FLEX course.
Time zone: America/Mexico_City
Middle East
United Arab Emirates
30/06/2019 - 02/07/2019 Dubai Course language: English This course is being delivered by iTLS.
06/10/2019 - 08/10/2019 Dubai Course language: English This course is being delivered by iTLS.
Africa
Egypt
30/06/2019 - 02/07/2019 Cairo Course language: English
06/10/2019 - 08/10/2019 Cairo Course language: English
 

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