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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
Online Training

Duration 3 days

Price (excl. tax)
  • Austria: 1,890.- €
  • Germany: 1,890.- €
  • Switzerland: CHF 2,520.-
Digital courseware

Courseware language: English

Classroom Training

Duration 3 days

Price (excl. tax)
  • Austria: 1,890.- €
  • Germany: 1,890.- €
  • Switzerland: CHF 2,520.-
incl. catering
Catering includes:

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

* Catering information only valid for courses delivered by iTLS.


Digital courseware

Courseware language: English

 
Click on town name to book Schedule
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. All FLEX courses are also Instructor-led Online Trainings (ILO). Until 30.06. we offer our courses also as online trainings.
Austria
08/06/2020 ― 10/06/2020 Vienna Course language: English
International guaranteed dates
20/04/2020 ― 22/04/2020 Online Training Time zone: Europe/Berlin Course language: German
FLEX & Online Training

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

11/05/2020 ― 13/05/2020 Online Training Time zone: Europe/Zurich Course language: English
11/05/2020 ― 13/05/2020 Online Training Time zone: Europe/Zurich Course language: English
24/05/2020 ― 26/05/2020 Online Training Time zone: Africa/Cairo Course language: English
07/06/2020 ― 09/06/2020 Online Training Time zone: Africa/Cairo Course language: English
08/06/2020 ― 10/06/2020 Online Training Time zone: Europe/Madrid Course language: English
15/06/2020 ― 17/06/2020 Online Training This is an English language FLEX course.
Time zone: Europe/Stockholm
15/06/2020 ― 17/06/2020 Online Training Time zone: Europe/Zurich Course language: English
15/06/2020 ― 17/06/2020 Online Training Time zone: Europe/London Course language: English
Germany
20/04/2020 ― 22/04/2020 Online Training Time zone: Europe/Berlin Course language: German guaranteed date!
03/06/2020 ― 05/06/2020 Online Training Time zone: Europe/Berlin Course language: German
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
Switzerland
11/05/2020 ― 13/05/2020 Online Training Time zone: Europe/Zurich Course language: English
11/05/2020 ― 13/05/2020 Online Training Time zone: Europe/Zurich Course language: English
15/06/2020 ― 17/06/2020 Online Training Time zone: Europe/Zurich Course language: English
15/06/2020 ― 17/06/2020 Online Training Time zone: Europe/Zurich Course language: German
13/07/2020 ― 15/07/2020 Online Training Time zone: Europe/Zurich Course language: English
13/07/2020 ― 15/07/2020 Zurich
10/08/2020 ― 12/08/2020 Online Training Time zone: Europe/Zurich Course language: English
10/08/2020 ― 12/08/2020 Zurich

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