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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.

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

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.
Classroom Training

Duration 3 days

Price
  • Canada: CAD 1,995
  • SA Voucher: 3
Online Training

Duration 3 days

Price
  • Canada: CAD 1,995
  • SA Voucher: 3
 
Click on town name to book Schedule
This is an Instructor-Led Classroom course
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.
  *   This class is delivered by a partner.
Canada

Currently there are no training dates scheduled for this course.  For enquiries please write to info@fastlaneca.com.

United States
Oct 7-11, 2019 Guaranteed to Run Online Training 09:00 US/Eastern 5 days Enroll
Nov 4-8, 2019 Guaranteed to Run Online Training 09:00 US/Central 5 days Enroll
Dec 2-6, 2019 Guaranteed to Run Online Training 09:00 US/Mountain 5 days Enroll

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Europe
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Sep 23-25, 2019 Berlin Enroll
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Oct 28-30, 2019 Vienna (iTLS) Enroll
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