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.

Quem deve participar

This course is aimed at data scientists and those with significant responsibilities in training and deploying machine learning models.

Pré- requisitos

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.

Conteúdo do curso

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

Duração 3 dias

Treinamento online

Duração 3 dias

 
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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.
Este é um curso Instructor-Led Online
This is a FLEX course, which is delivered both virtually and in the classroom.
Latin America
Argentina
2020-04-06 - 2020-04-08 FLEX training This is an Espanhol language FLEX course.
Fuso horário: America/Buenos_Aires
Colômbia
2020-05-18 - 2020-05-20 FLEX training This is an Espanhol language FLEX course.
Fuso horário: America/Bogota
Costa Rica
2020-03-04 - 2020-03-06 FLEX training This is an Espanhol language FLEX course.
Fuso horário: America/Costa_Rica

Fast Lane Flex™ Classroom If you can't find a suitable date, don't forget to check our world-wide FLEX training schedule.

Europa
Alemanha
2020-01-07 - 2020-01-09 Munich
2020-02-10 - 2020-02-12 Berlim
2020-03-16 - 2020-03-18 Stuttgart
2020-04-20 - 2020-04-22 Hamburgo
2020-06-03 - 2020-06-05 Frankfurt
Croatia
2020-01-13 - 2020-01-15 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Zagreb
Espanha
2019-12-16 - 2019-12-18 Treinamento online Fuso horário: Europe/Madrid Língua do curso: Inglês
2020-03-02 - 2020-03-04 Madrid Língua do curso: Inglês
2020-03-16 - 2020-03-18 Treinamento online Fuso horário: Europe/Madrid Língua do curso: Inglês
2020-05-25 - 2020-05-27 Madrid Língua do curso: Inglês
França
2020-01-27 - 2020-01-29 Paris Este curso está sendo entregue por um parceiro
2020-06-02 - 2020-06-04 Paris Este curso está sendo entregue por um parceiro
Grécia
2020-02-03 - 2020-02-05 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Athens
Holanda
2020-02-24 - 2020-02-26 Utrecht View the exact training days Este curso está sendo entregue por um parceiro
2020-04-22 - 2020-04-24 Eindhoven View the exact training days Este curso está sendo entregue por um parceiro
Hungria
2020-03-02 - 2020-03-04 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Budapest
Ireland
2020-02-17 - 2020-02-19 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Dublin
2020-04-06 - 2020-04-08 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Dublin
Polónia
2020-04-06 - 2020-04-08 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Warsaw
Reino Unido
2020-01-22 - 2020-01-24 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/London
2020-02-17 - 2020-02-19 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/London
2020-03-16 - 2020-03-18 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/London
2020-04-06 - 2020-04-08 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/London
2020-05-05 - 2020-05-07 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/London
Serbia
2020-05-04 - 2020-05-06 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Belgrade
Slovenia
2020-04-06 - 2020-04-08 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Ljubljana
Suécia
2020-02-17 - 2020-02-19 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Stockholm
2020-04-06 - 2020-04-08 FLEX training This is an Inglês language FLEX course.
Fuso horário: Europe/Stockholm
Suíça
2020-01-07 - 2020-01-09 Zürich
itália
2020-02-03 - 2020-02-05 Milano
2020-04-14 - 2020-04-16 Roma
Áustria
2020-04-06 - 2020-04-08 Wien (iTLS)
North America
Estados Unidos
2020-01-21 - 2020-01-23 Treinamento online Fuso horário: US/Eastern Língua do curso: Inglês garantido!
2020-03-17 - 2020-03-19 Treinamento online Fuso horário: US/Central Língua do curso: Inglês garantido!
2020-05-05 - 2020-05-07 Treinamento online Fuso horário: US/Pacific Língua do curso: Inglês garantido!
Canadá
2020-01-21 - 2020-01-23 Treinamento online Fuso horário: Canada/Eastern Língua do curso: Inglês garantido!
2020-03-17 - 2020-03-19 Treinamento online Fuso horário: Canada/Central Língua do curso: Inglês garantido!
2020-05-05 - 2020-05-07 Treinamento online Fuso horário: Canada/Pacific Língua do curso: Inglês garantido!
Oriente Médio
Emirados Árabes
2020-03-01 - 2020-03-03 Dubai Língua do curso: Inglês This course is being delivered by iTLS.
2020-03-15 - 2020-03-17 Treinamento online Fuso horário: Asia/Dubai Língua do curso: Inglês This course is being delivered by iTLS.
2020-05-24 - 2020-05-26 Dubai Língua do curso: Inglês This course is being delivered by iTLS.
África
Egito
2020-03-01 - 2020-03-03 Cairo Língua do curso: Inglês
2020-03-15 - 2020-03-17 Treinamento online Fuso horário: Africa/Cairo Língua do curso: Inglês
2020-05-24 - 2020-05-26 Cairo Língua do curso: Inglês
 
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