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Managing Microsoft Azure AI Solutions

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Sahil Malik

1:36:55

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  • 01.Course Overview.mp4
    01:46
  • 02.Introduction and Background.mp4
    08:40
  • 03.Overview of This Course.mp4
    02:32
  • 04.Introduction.mp4
    00:59
  • 05.The Role of DevOps.mp4
    03:23
  • 06.Important Components.mp4
    02:09
  • 07.Prerequisites and Setup.mp4
    00:37
  • 08.Setup Azure CLI and ML Extensions.mp4
    02:56
  • 09.Setup DevOps and Source Code.mp4
    02:57
  • 10.Install the Machine Learning Extension.mp4
    01:30
  • 11.Create an ML Workspace.mp4
    01:49
  • 12.Train and Register a Model.mp4
    01:08
  • 13.Train and Register a Model Using Azure CLI.mp4
    12:34
  • 14.Train and Register a Model Using DevOps Pipelines.mp4
    09:07
  • 15.Summary.mp4
    00:55
  • 16.Introduction.mp4
    01:09
  • 17.Deployment Basics.mp4
    04:29
  • 18.Deploy the Model Using Azure CLI.mp4
    03:55
  • 19.Deploy the Model Using DevOps Pipelines.mp4
    02:42
  • 20.Test the Model.mp4
    02:22
  • 21.Summary.mp4
    00:29
  • 22.Introduction.mp4
    01:16
  • 23.Monitoring Process.mp4
    07:28
  • 24.Prerequisites.mp4
    00:53
  • 25.Modify Scoring File and Dependencies.mp4
    02:26
  • 26.Create AKS Cluster.mp4
    01:48
  • 27.ScaleAKS Cluster.mp4
    01:40
  • 28.Attach AKS Compute.mp4
    01:08
  • 29.Create an Image.mp4
    01:36
  • 30.Create a Deployment.mp4
    01:27
  • 31.Call the APIs and Collect Data.mp4
    04:50
  • 32.Summary.mp4
    00:53
  • 33.Key Takeaways.mp4
    01:19
  • 34.Summary.mp4
    02:03
  • Description


    This course shows you how to manage AI solutions in Azure. It explains how you can use ML Ops, monitor and collect data in production AKS clusters, and automate the entire process end to end

    What You'll Learn?


      Companies and Governments across the globe are pouring billions of dollars into AI. The projects are getting ever more interesting and complex, and it is therefore natural to conclude that these projects need management.

      In this course, Managing Microsoft Azure AI Solutions, I assert that an AI project is like any other software project, and the need to manage it with good software practices is more, not less, important. With demos, you'll learn how you can use concepts such as Azure CLI, ML SDK, and ML Ops to fully automate your end to end process. You'll also explore how you can set up an Azure DevOps pipeline to go from experiment to a service. But the fun doesn't end there; you'll then discover how to deploy your model as an AKS cluster and enable data monitoring and collection in production, so you can use that data in numerous ways to analyze it or feed it back into your model for subsequent improvement.

      By the end of this course, you'll have an in-depth understanding of how to manage your AI projects like a proper software project. Concepts such as ML Ops and Pipelines will be second nature to you, and you'll be a pro at collecting and monitoring your production AI solutions.

    More details


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    Sahil Malik, the founder and principal of Winsmarts.com, has been a Microsoft MVP and INETA Speaker for the past 8 years, author and reviewer of many books and numerous articles in both the .NET and SharePoint space, consultant and trainer who delivers training and talks at conferences internationally. Sahil has trained for the best names in the Microsoft technology space, and has architected and delivered SharePoint based solutions for extremely high profile clients. Sahil has been deeply involved in SharePoint 2010, and is the author of Microsoft SharePoint 2010: Building Solutions for SharePoint 2010 published by Apress.
    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.
    • language english
    • Training sessions 34
    • duration 1:36:55
    • level average
    • Release Date 2023/10/11