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...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.Show MoreCourse Prerequisites: Before attending this course, students must have:
Understanding of data science includ...Before attending this course, students must have:
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.
Attend training in a classroom environment at a campus near you. 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
Upcoming dates for Course DP-100T01-A: Designing and Implementing a Data Science Solution on Azure
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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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