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Designing and Implementing a Data Science Solution on Azure (DP-100)

Course Description Schedule Designing and Implementing a Data Science Solution on Azure - Download PDF Download PDF
 

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
 
Click on town name to book Schedule
Date on request
Location on request
Asia Pacific
Europe
Germany
22/07/2019 - 24/07/2019 Munich Enroll
23/09/2019 - 25/09/2019 Berlin Enroll
18/11/2019 - 20/11/2019 Frankfurt Enroll
United Kingdom
 15/07/2019 - 17/07/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
21/08/2019 - 23/08/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
30/09/2019 - 02/10/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
25/11/2019 - 27/11/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
16/12/2019 - 18/12/2019 London, City This is an English language FLEX course.   Time zone: Europe/London £ 1,595.- Enroll
North America
United States
 15/07/2019 - 19/07/2019 Online Training Time zone: US/Central 5 days Course language: English Enroll
12/08/2019 - 16/08/2019 Online Training Time zone: US/Mountain 5 days Course language: English Enroll
09/09/2019 - 13/09/2019 Online Training Time zone: US/Pacific 5 days Course language: English Enroll
07/10/2019 - 11/10/2019 Online Training Time zone: US/Eastern 5 days Course language: English Enroll
04/11/2019 - 08/11/2019 Online Training Time zone: US/Central 5 days Course language: English Enroll
02/12/2019 - 06/12/2019 Online Training Time zone: US/Mountain 5 days Course language: English Enroll
Latin America
Brazil
 29/07/2019 - 31/07/2019 São Paulo - ITLS Brasil powered by Fast Lane This is an Portuguese language FLEX course.   Time zone: America/Sao_Paulo Enroll
23/09/2019 - 25/09/2019 São Paulo - ITLS Brasil powered by Fast Lane This is an Portuguese language FLEX course.   Time zone: America/Sao_Paulo Enroll
Chile
 19/08/2019 - 21/08/2019 Online Training Time zone: America/Santiago Course language: Spanish Enroll
25/11/2019 - 27/11/2019 Online Training Time zone: America/Santiago Course language: Spanish Enroll
Mexico
 29/07/2019 - 31/07/2019 Mexico City This is an Spanish language FLEX course.   Time zone: America/Mexico_City Enroll
23/09/2019 - 25/09/2019 Mexico City This is an Spanish language FLEX course.   Time zone: America/Mexico_City Enroll
Middle East
United Arab Emirates
30/06/2019 - 02/07/2019 Dubai Course language: English Enroll
06/10/2019 - 08/10/2019 Dubai Course language: English Enroll
Africa
Egypt
30/06/2019 - 02/07/2019 Cairo Course language: English Enroll
06/10/2019 - 08/10/2019 Cairo Course language: English Enroll
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.