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Course DP-100T01-A: Designing and Implementing a Data Science Solution on Azure

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 focus... Show More
Course Prerequisites:
Before attending this course, students must have: Azure Fundamentals Understanding of data science includ... Show More
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Virtual Instructor-Led Training (V-ILT)

Virtual instruction environments are designed to simulate the traditional classroom or learning experience. Instructor-led training is still the number one delivery method of choice because it allows you to interact and discuss the training material, either individually or in a group setting, and you gain access to expert knowledge from certified instructors. This form of guided learning is impactful and produces positive learning outcomes. Day, evening and Saturday classes are offered.

Duration
3 Days

Course Schedule

Upcoming dates for Course DP-100T01-A: Designing and Implementing a Data Science Solution on Azure

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

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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

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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

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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

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CTU Training Solutions , Updated: May 29th, 2019

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