1-Day MLOps Discovery Workshop

When you sign up for this assessment we will work with your team to see how best to implement MLOps in your business.

Background

MLOps is DevOps for machine learning. It's how you build robust processes for machine learning including data preparation, model training, model storage and building AI into your applications.

The Microsoft Azure stack provides all the tools you need to build AI into your applications. We will introduce the appropriate technologies that will help you, including:

• Azure DevOps - the foundation of DevOps for cloud platforms
• Azure Machine Learning - build and train AI models
• Azure Data Factory - create pipelines to extract your training and testing data

Agenda

Pre-meeting

We'll send you a questionnaire for you to pull together relevant information to maximise the effectiveness of the day.

On the day

• Introductions and welcome + set objectives for the day
• Presentation: Setting the scene - an overview of MLOps
• Discovery Session
  • Overview of your business
  • Current state of Machine Learning and AI in your business
  • Current state of DevOps in your business
  • Current state of your Data Engineering maturity
  • Target scenarios for piloting MLOps
• Scenario Deep-Dive
  • Select a scenario to work with
  • Understand the data
    • Data sources and preparing your data
    • Data issues - ownership, security, privacy, sovereignty
    • Training data vs test data
  • Understand the model and training
  • Understand testing and acceptance
  • Building the model into your applications
• Wrap-up

Post-meeting

After the event we'll write up the findings and send you a presentation with the key learnings and your recommended MLOps solution built on Azure.

Deliverables

• A workshop delivered for your company, to get your team started
• A write-up of the workshop output that gives you your MLOps solution