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:

Microsoft Certified Azure Data Scientist Associate (MCADSA)

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

Courseware language: English

Dates and Booking

Online Training

Duration 3 days

Digital courseware

Courseware language: English

Dates and Booking

Click on town name to book Schedule

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.

Germany

10/02/2020 - 12/02/2020 Berlin

16/03/2020 - 18/03/2020 Stuttgart

20/04/2020 - 22/04/2020 Hamburg

03/06/2020 - 05/06/2020 Frankfurt

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

FLEX Training

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

03/02/2020 - 05/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Athens

17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Dublin

17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London

17/02/2020 - 19/02/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Stockholm

02/03/2020 - 04/03/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Budapest

16/03/2020 - 18/03/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/London

06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Dublin

06/04/2020 - 08/04/2020 FLEX training This is an English language FLEX course.
Time zone: Europe/Ljubljana

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