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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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Asia Pacific
India
02/12/2019 - 04/12/2019 Bangalore Enroll
China
11/12/2019 - 13/12/2019 Shanghai Course language: English Enroll

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Europe
Germany
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
07/01/2020 - 09/01/2020 Munich Enroll
10/02/2020 - 12/02/2020 Berlin Enroll
16/03/2020 - 18/03/2020 Stuttgart Enroll
20/04/2020 - 22/04/2020 Hamburg Enroll
25/05/2020 - 27/05/2020 Münster Enroll
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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
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25/11/2019 - 27/11/2019 Paris Enroll
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 03/02/2020 - 05/02/2020 Athens This is an English language FLEX course.   Time zone: Europe/Athens Course language: English Enroll
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 02/03/2020 - 04/03/2020 Budapest This is an English language FLEX course.   Time zone: Europe/Budapest Course language: English Enroll
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07/01/2020 - 09/01/2020 Zurich Enroll
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 11/12/2019 - 13/12/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
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22/01/2020 - 24/01/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
17/02/2020 - 19/02/2020 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
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
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 02/12/2019 - 06/12/2019 Online Training Time zone: US/Mountain 5 days Course language: English Enroll
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 06/04/2020 - 08/04/2020 Buenos Aires This is an Spanish language FLEX course.   Time zone: America/Buenos_Aires Enroll
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 12/11/2019 - 14/11/2019 Lima This is an Spanish language FLEX course.   Time zone: America/Lima Course language: Spanish Enroll
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