Deploying and Managing Models in Microsoft Azure

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Jared Rhodes

59:11

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1. Course Overview

1. Course Overview.mp4

01:27

2. Deploying a Machine Learning Model

1. Intro.mp4

01:13

2. Azure Machine Learning.mp4

03:28

3. Creating Azure Machine Learning.mp4

02:55

4. Deploying Models.mp4

02:48

5. Creating and Deploying.mp4

13:42

6. Review.mp4

00:31

3. Using Continuous Integration and Continuous Deployment

1. Intro.mp4

00:33

2. Tracking Models.mp4

04:26

3. Continuous Deployment.mp4

02:58

4. Creating Pipelines.mp4

16:27

5. Review.mp4

00:26

4. Managing a Models Lifecycle

1. Intro.mp4

00:30

2. Performance Analytics.mp4

01:05

3. Long Term Planning.mp4

02:30

4. Application Insights.mp4

03:07

5. Review.mp4

01:05

Description

In this course, you'll learn about how data science practitioners can utilize tools for managing the models they create. You'll also see those tools showcased in Microsoft Azure.

What You'll Learn?

One of the most overlooked processes in data science is managing the life cycle of models. In this course, Deploying and Managing Models in Microsoft Azure, you'll gain foundational knowledge of Azure Machine Learning. First, you'll discover how to create and utilize Azure Machine Learning. Next, you'll find out how to integrate with Azure DevOps. Finally, you'll explore how to utilize them together to automate the deployment and management of models. When you're finished with this course, you'll have the skills and knowledge of model life cycle management needed to manage a machine learning project. Software required: Microsoft Azure.

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Microsoft Azure

Jared Rhodes

Instructor's Courses

Jared Rhodes has been working in technology for about 10 years. When he started his education, he didn't consider any of the aspects of software development. For his major, he studied physics. Once he graduated, the job market thought his skills were geared towards software development more than physics. His career started at a solar power installer. It was the same as most careers, fixing web pages and batch jobs. After that, he moved into insurance for a year writing a rating engine to give rates for insurance. Next, he moved into consulting for ~6 years doing everything from mobile, web, services, cloud, in-house, offshore, sales, etc. Now he can consult on projects independently and make videos for Pluralsight!

Pluralsight

View courses Pluralsight

Pluralsight, LLC is an American privately held online education company that offers a variety of video training courses for software developers, IT administrators, and creative professionals through its website. Founded in 2004 by Aaron Skonnard, Keith Brown, Fritz Onion, and Bill Williams, the company has its headquarters in Farmington, Utah. As of July 2018, it uses more than 1,400 subject-matter experts as authors, and offers more than 7,000 courses in its catalog. Since first moving its courses online in 2007, the company has expanded, developing a full enterprise platform, and adding skills assessment modules.