> > > DP-100

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

Online Training

Duration 3 days

 
Click on town name to book Schedule
Middle East
United Arab Emirates
06/10/2019 - 08/10/2019 Dubai Course language: English
20/10/2019 - 22/10/2019 Online Training Time zone: Asia/Dubai Course language: English
01/03/2020 - 03/03/2020 Dubai Course language: English
15/03/2020 - 17/03/2020 Online Training Time zone: Asia/Dubai Course language: English
24/05/2020 - 26/05/2020 Dubai Course language: English
07/06/2020 - 09/06/2020 Online Training Time zone: Asia/Dubai Course language: English
23/08/2020 - 25/08/2020 Dubai Course language: English
06/09/2020 - 08/09/2020 Online Training Time zone: Asia/Dubai Course language: English
22/11/2020 - 24/11/2020 Dubai Course language: English
06/12/2020 - 08/12/2020 Online Training Time zone: Asia/Dubai Course language: English

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

Africa
Egypt
06/10/2019 - 08/10/2019 Cairo Course language: English
20/10/2019 - 22/10/2019 Online Training Time zone: Africa/Cairo Course language: English
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
Europe
Germany
23/09/2019 - 25/09/2019 Berlin
28/10/2019 - 30/10/2019 Online Training Time zone: Europe/Berlin Course language: English
18/11/2019 - 20/11/2019 Frankfurt
25/11/2019 - 27/11/2019 Online Training Time zone: Europe/Berlin Course language: English
02/12/2019 - 04/12/2019 Online Training Time zone: Europe/Berlin Course language: English
Austria
28/10/2019 - 30/10/2019 Vienna (iTLS)
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
09/09/2019 - 11/09/2019 Paris
25/11/2019 - 27/11/2019 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
Romania
19/10/2020 - 21/10/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Bucharest
Serbia
04/05/2020 - 06/05/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Belgrade
Slovakia
24/08/2020 - 26/08/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Bratislava
Slovenia
06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Ljubljana
Spain
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
Switzerland
23/09/2019 - 25/09/2019 Zurich
23/09/2019 - 25/09/2019 Basel
23/09/2019 - 25/09/2019 Bern
04/11/2019 - 06/11/2019 Zurich
04/11/2019 - 06/11/2019 Basel
04/11/2019 - 06/11/2019 Bern
United Kingdom
07/10/2019 - 09/10/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
04/11/2019 - 06/11/2019 FLEX training This is an English language FLEX course.
Time zone: Europe/London
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
North America
United States
07/10/2019 - 11/10/2019 Online Training Time zone: US/Eastern 5 days Course language: English guaranteed date!
04/11/2019 - 08/11/2019 Online Training Time zone: US/Central 5 days Course language: English guaranteed date!
02/12/2019 - 06/12/2019 Online Training Time zone: US/Mountain 5 days Course language: English guaranteed date!
Latin America
Argentina
06/04/2020 - 08/04/2020 FLEX training This is an Spanish language FLEX course.
Time zone: America/Buenos_Aires
Brazil
23/09/2019 - 25/09/2019 FLEX training This is an Portuguese language FLEX course.
Time zone: America/Sao_Paulo
Chile
25/11/2019 - 27/11/2019 FLEX training This is an Spanish language FLEX course.
Time zone: America/Santiago
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
Mexico
23/09/2019 - 25/09/2019 FLEX training This is an Spanish language FLEX course.
Time zone: America/Mexico_City
Peru
12/11/2019 - 14/11/2019 FLEX training This is an Spanish language FLEX course.
Time zone: America/Lima
Asia Pacific
Australia
07/10/2019 - 09/10/2019 Sydney
China
11/12/2019 - 13/12/2019 Shanghai Course language: English
India
02/12/2019 - 04/12/2019 Bangalore
Singapore
14/10/2019 - 16/10/2019 Singapore
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.