Skip to content
Branch: master
Find file History
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Type Name Latest commit message Commit time
Failed to load latest commit information.
bootstrap-container add bootstrap container for AIML50 (#46) Dec 6, 2019
demos AIML50: add setup reminder Dec 3, 2019
images mostly automated deployment Oct 11, 2019
source Change base model to VGG19 Dec 5, 2019
template Demo Guides, Links to Videos, and Make the Demo Work (#17) Oct 24, 2019 Change the dataset to get Original model state: wrench Dec 4, 2019
azure-pipelines.yml updated pipeline Oct 11, 2019 Updating Dec 6, 2019

Machine Learning Operations – Applying DevOps to Data Science

Session Abstract

While many companies have adopted DevOps practices to improve their software delivery, these same techniques are rarely applied to machine learning projects. Collaboration between developers and data scientists can be limited and deploying models to production in a consistent and trustworthy way is often a pipedream.

In this session, you’ll learn how to apply DevOps practices to your machine learning projects using Azure DevOps and Azure Machine Learning Service. We’ll set up automated training, scoring, and storage of versioned models and wrap the models in docker containers and deploy them to Azure Container Instances and Azure Kubernetes Service. We’ll even collect continuous feedback on model behavior so we know when to retrain.

Table of Content

Resources Links
PowerPoint - Presentation
Videos - Dry Run Rehearsal
- Microsoft Ignite Orlando Recording
Demos - Demo 1 - Show Faulty Prediction and Make a Change
- Demo 2 - Build a Pipeline with Jupyter Notebooks
- Demo 3 - Show the Build in Progress
- Demo 4 - Show the Release Process

How To Use

Welcome, Presenter!

We're glad you are here and look forward to your delivery of this amazing content. As an experienced presenter, we know you know HOW to present so this guide will focus on WHAT you need to present. It will provide you a full run-through of the presentation created by the presentation design team.

Along with the video of the presentation, this document will link to all the assets you need to successfully present including PowerPoint slides and demo instructions & code.

  1. Read document in its entirety.
  2. Watch the video presentation
  3. Ask questions of the Lead Presenter

Assets in Train-The-Trainer kit

Become a Trained Presenter

To become a Trained Presenter, contact In your email please include:

  • Complete name:
  • The code of this presentation: AIML50
  • Link (ex: unlisted YouTube video) to a video of you presenting (~10 minutes).

It doesn't need to be this content, the important is to show your presenter skills

Trained Presenters

Thanks goes to these wonderful people (emoji key):

Damian Brady
Damian Brady

Steven Murawski
Steven Murawski

Seth Juarez
Seth Juarez

You can’t perform that action at this time.