In this video, learn why and how to track assets and code you’re creating in an end to end machine learning workflow.

Time Index:

  • [01:20] How to track assets and artifacts
  • [04:20] Demo – How to keep track of code
  • [05:58] Why it’s important to manage datasets + Demo

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In this video, you’ll learn how you can use Azure Event Grid, Azure Machine Learning and Github Actions to create a continuous integration and continuous deployment workflow. You’ll see how to automate the model training and model deployment process end to end.

Time Index:

  • [00:45] Intro
  • [01:09] Demo – Continuous integration steps
  • [04:43] Demo – Continuous deployment steps
  • [08:15] Demo- Test the endpoint

For More Info:

In this video, learn how you can use Azure Event Grid and Azure Machine Learning to trigger and consume machine learnings events. We talk about why eventing is important and how you can enable scenarios such as run failure alerts and retraining models.

Jump To:

  • [00:50] What is Event Grid?
  • [01:32] Why is this useful?
  • [02:32] Demo – How to set up an event subscription
  • [03:40] Demo – How to filter events
  • [05:30] Demo – Logic app example

Links:

In this episode, Damien sits down with Alison Hawke, QA practice lead, World Wide Technology, to talk about how changing the way your team does testing can improve your software, and make your lives more fun.

With bonus eavesdropping, apprentices, donuts, and soak tests. They talk about what to automate, how to train a newbie QA, and why QA people have one of the best jobs in software.

Time Index:

[03:06] QA people eavesdrop all the time

[03:11] Bribery as a means to better software

[04:38] Test automation, what and why

[06:45] Soak testing to make small defects huge

[07:21] Starting a QA practice in a company

[08:35] Training QA apprentices

For More Information:

In this video, Abel sits down again with April Edwards to talk about using GitHub Actions to deploy infrastructure using Terraform.

April walks through the process of taking code that is already sitting in GitHub and deploying infrastructure by using Terraform, and all of the custom actions and workflows that have been created for you.

Azure PowerShell allows for task automation and operational management of Azure resources at no cost or effort using popular PowerShell scripting language.

In this episode of Azure 4 Everyone get an introduction to what Azure PowerShell is and how can it solve your day to day development and operational challenges.

In this episode, Abel Wang chats down with Ram and Gopal about how you can do DevOps into SAP – a traditionally difficult task.

SAP developers have unique challenges beyond what we find with other software development. Continuous integration and delivery is difficult because of the way that code is integrated deeply into the SAP system itself.

But there’s a way to deliver fantastic outcomes using great DevOps practices to deliver solutions for SAP using both SAP itself, and Azure DevOps. Join Ram and Gopal to find out how!

Follow Abel on Twitter: @abelsquidhead

Resources:

As AI and Machine Learning become more crucial to the enterprise, systems and processes need to be put in place to manage the output of data science teams: the machine learning models.

This is a field commonly referred to as MLOps and, not surprisingly, is based hon DevOps.

edureka! explores the basics of DevOps in this tutorial video for beginners.

Audio starts around the 1:32 mark.