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DP-100: Designing and Implementing a Data Science Solution on Azure Course Outline

 (3 days)

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.

Special Note to New Hampshire Residents
This course has not yet been approved by the State's Department of Education. Please contact us to get an update as to when the class should be available in New Hampshire

*** NOTE: This class also available in On-Demand, eLearning Format ***
Too busy at work to miss 3 days out of the office to take this class? Consider the Flex On-Demand version of this course. Watch videos developed by Microsoft, take the same hands-on labs, access an online expert 24/7, and study at on your own time, at your own pace. For details on this alternative format, go to
Flex On-Demand: DP-100: Designing and Implementing a Data Science Solution on Azure

Audience profile
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 Outline

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

View outline in Word

ADP100

Attend hands-on, instructor-led DP-100: Designing and Implementing a Data Science Solution on Azure training classes at ONLC's more than 300 locations. Not near one of our locations? Attend these same live classes from your home/office PC via our Remote Classroom Instruction (RCI) technology.

For additional training options, check out our list of Azure Courses and select the one that's right for you.

Microsoft Gold Partner
Class Dates
(click date for class times)
(click Enroll for locations)

Fee:  $1795

Savings options:

 15 Day Pass
 CEA Tech Saver
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Follow the link to our self-service price quote form to generate an email with a price quote.

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Receive an email when this class is available as "Ready to Run" or "Early Notice" status.

Attend from your office or home

If you have high-speed internet and two computers you can likely take this class from your office or home.

Need a class for a group?

We can deliver this class for a private group at your location. Follow the link to request more information.

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