
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
Asia Pacific
Europe
Germany
10/02/2020 - 12/02/2020 | Berlin | Enroll | |
16/03/2020 - 18/03/2020 | Stuttgart | Enroll | |
20/04/2020 - 22/04/2020 | Hamburg | Enroll | |
03/06/2020 - 05/06/2020 | Frankfurt | Enroll | |
03/08/2020 - 05/08/2020 | Düsseldorf | Enroll | |
07/09/2020 - 09/09/2020 | Munich | Enroll | |
12/10/2020 - 14/10/2020 | Berlin | Enroll | |
18/11/2020 - 20/11/2020 | Hamburg | Enroll |
Bulgaria
23/11/2020 - 25/11/2020 | Sofia This is an English language FLEX course. Time zone: Europe/Sofia Course language: English | Enroll |
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 |
France
27/01/2020 - 29/01/2020 | Paris | Enroll | |
02/06/2020 - 04/06/2020 | Paris | Enroll | |
14/09/2020 - 16/09/2020 | Paris | Enroll | |
02/11/2020 - 04/11/2020 | Paris | Enroll |
Greece
03/02/2020 - 05/02/2020 | Athens This is an English language FLEX course. Time zone: Europe/Athens Course language: English | Enroll |
Hungary
02/03/2020 - 04/03/2020 | Budapest This is an English language FLEX course. Time zone: Europe/Budapest Course language: English | Enroll |
Ireland
17/02/2020 - 19/02/2020 | Dublin This is an English language FLEX course. Time zone: Europe/Dublin | Enroll | |
06/04/2020 - 08/04/2020 | Dublin This is an English language FLEX course. Time zone: Europe/Dublin | Enroll | |
15/06/2020 - 17/06/2020 | Dublin This is an English language FLEX course. Time zone: Europe/Dublin | Enroll |
Italy
03/02/2020 - 05/02/2020 | Milan | Enroll | |
14/04/2020 - 16/04/2020 | Rome | Enroll | |
30/06/2020 - 02/07/2020 | Rome | Enroll | |
07/09/2020 - 09/09/2020 | Milan | Enroll | |
19/10/2020 - 21/10/2020 | Rome | Enroll |
Netherlands
24/02/2020 - 26/02/2020 | Utrecht FastTrack - combination of classroom-based training and self-study | Enroll | |
22/04/2020 - 24/04/2020 | Eindhoven FastTrack - combination of classroom-based training and self-study | Enroll | |
15/06/2020 - 17/06/2020 | Utrecht FastTrack - combination of classroom-based training and self-study | Enroll |
Poland
06/04/2020 - 08/04/2020 | Warsaw This is an English language FLEX course. Time zone: Europe/Warsaw Course language: English | Enroll |
Romania
19/10/2020 - 21/10/2020 | Bucharest This is an English language FLEX course. Time zone: Europe/Bucharest Course language: English | Enroll |
Serbia
04/05/2020 - 06/05/2020 | Belgrade This is an English language FLEX course. Time zone: Europe/Belgrade Course language: English | Enroll |
Slovakia
24/08/2020 - 26/08/2020 | Bratislava This is an English language FLEX course. Time zone: Europe/Bratislava | Enroll |
Slovenia
06/04/2020 - 08/04/2020 | Ljubljana This is an English language FLEX course. Time zone: Europe/Ljubljana Course language: English | Enroll |
Spain
16/12/2019 - 18/12/2019 | Online Training Time zone: Europe/Madrid Course language: English | Enroll | |
02/03/2020 - 04/03/2020 | Madrid Course language: English | Enroll | |
16/03/2020 - 18/03/2020 | Online Training Time zone: Europe/Madrid Course language: English | Enroll | |
25/05/2020 - 27/05/2020 | Madrid Course language: English | Enroll | |
08/06/2020 - 10/06/2020 | Online Training Time zone: Europe/Madrid Course language: English | Enroll | |
24/08/2020 - 26/08/2020 | Madrid Course language: English | Enroll | |
07/09/2020 - 09/09/2020 | Online Training Time zone: Europe/Madrid Course language: English | Enroll | |
23/11/2020 - 25/11/2020 | Madrid Course language: English | Enroll | |
08/12/2020 - 10/12/2020 | Online Training Time zone: Europe/Madrid Course language: English | Enroll |
Sweden
17/02/2020 - 19/02/2020 | Stockholm This is an English language FLEX course. Time zone: Europe/Stockholm Course language: English | Enroll | |
06/04/2020 - 08/04/2020 | Stockholm This is an English language FLEX course. Time zone: Europe/Stockholm Course language: English | Enroll | |
15/06/2020 - 17/06/2020 | Stockholm This is an English language FLEX course. Time zone: Europe/Stockholm Course language: English | Enroll |
United Kingdom
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 |
North America
United States
21/01/2020 - 23/01/2020 guaranteed date! | Online Training Time zone: US/Eastern Course language: English | Enroll | |
17/03/2020 - 19/03/2020 guaranteed date! | Online Training Time zone: US/Central Course language: English | Enroll | |
05/05/2020 - 07/05/2020 guaranteed date! | Online Training Time zone: US/Pacific Course language: English | Enroll | |
23/06/2020 - 25/06/2020 guaranteed date! | Online Training Time zone: US/Eastern Course language: English | Enroll | |
18/08/2020 - 20/08/2020 guaranteed date! | Online Training Time zone: US/Central Course language: English | Enroll | |
20/10/2020 - 22/10/2020 guaranteed date! | Online Training Time zone: US/Pacific Course language: English | Enroll | |
08/12/2020 - 10/12/2020 guaranteed date! | Online Training Time zone: US/Eastern Course language: English | Enroll |
Canada
21/01/2020 - 23/01/2020 guaranteed date! | Online Training Time zone: Canada/Eastern Course language: English | Enroll | |
17/03/2020 - 19/03/2020 guaranteed date! | Online Training Time zone: Canada/Central Course language: English | Enroll | |
05/05/2020 - 07/05/2020 guaranteed date! | Online Training Time zone: Canada/Pacific Course language: English | Enroll | |
23/06/2020 - 25/06/2020 guaranteed date! | Online Training Time zone: Canada/Eastern Course language: English | Enroll | |
18/08/2020 - 20/08/2020 guaranteed date! | Online Training Time zone: Canada/Central Course language: English | Enroll | |
20/10/2020 - 22/10/2020 guaranteed date! | Online Training Time zone: Canada/Pacific Course language: English | Enroll | |
08/12/2020 - 10/12/2020 guaranteed date! | Online Training Time zone: Canada/Eastern Course language: English | Enroll |
Latin America
Argentina
06/04/2020 - 08/04/2020 | Buenos Aires This is an Spanish language FLEX course. Time zone: America/Buenos_Aires | Enroll |
Colombia
18/05/2020 - 20/05/2020 | Bogotá D.C. This is an Spanish language FLEX course. Time zone: America/Bogota | Enroll |
Costa Rica
04/03/2020 - 06/03/2020 | San José This is an Spanish language FLEX course. Time zone: America/Costa_Rica | Enroll |
Middle East
United Arab Emirates
01/03/2020 - 03/03/2020 | Dubai Course language: English | Enroll | |
15/03/2020 - 17/03/2020 | Online Training Time zone: Asia/Dubai Course language: English | Enroll | |
24/05/2020 - 26/05/2020 | Dubai Course language: English | Enroll | |
07/06/2020 - 09/06/2020 | Online Training Time zone: Asia/Dubai Course language: English | Enroll | |
23/08/2020 - 25/08/2020 | Dubai Course language: English | Enroll | |
06/09/2020 - 08/09/2020 | Online Training Time zone: Asia/Dubai Course language: English | Enroll | |
22/11/2020 - 24/11/2020 | Dubai Course language: English | Enroll | |
06/12/2020 - 08/12/2020 | Online Training Time zone: Asia/Dubai Course language: English | Enroll |
Africa
Egypt
01/03/2020 - 03/03/2020 | Cairo Course language: English | Enroll | |
15/03/2020 - 17/03/2020 | Online Training Time zone: Africa/Cairo Course language: English | Enroll | |
24/05/2020 - 26/05/2020 | Cairo Course language: English | Enroll | |
07/06/2020 - 09/06/2020 | Online Training Time zone: Africa/Cairo Course language: English | Enroll | |
23/08/2020 - 25/08/2020 | Cairo Course language: English | Enroll | |
06/09/2020 - 08/09/2020 | Online Training Time zone: Africa/Cairo Course language: English | Enroll | |
22/11/2020 - 24/11/2020 | Cairo Course language: English | Enroll | |
06/12/2020 - 08/12/2020 | Online Training Time zone: Africa/Cairo Course language: English | Enroll |