Microsoft Cloud Workshop: MLOps (40559G)

Microsoft Cloud Workshop: MLOps (40559G)


Duration: 1 day

In thisworkshop, you will learn how Trey Research can leverage Deep Learningtechnologies to scan through their vehicle specification documents to findcompliance issues with new regulations, and manage the classification throughtheir web application. The entire process from model creation, applicationpackaging, model deployment and application deployment needs to occur as oneunified repeatable, pipeline. At the end of this workshop, you will be betterable to design and implement end-to-end solutions that fully operationalizedeep learning models, inclusive of all application components that depend onthe model.


After completing this course, students will be able to:

  • Designand implement end-to-end solutions that fully operationalize deep learningmodels.

Course OutlineModule 1: Whiteboard Design Session - MLOpsLessons
  • Review the customer case study
  • Design a proof of concept solution
  • Present the solution
Module 2: Hands-on lab - MLOpsLessons
  • Creating and evaluating compliance classification models
  • Registering the model
  • Setup New Project in Azure DevOps
  • Setup and Run the Build Pipeline
  • Setup the Release Pipeline
  • Test Build and Release Pipelines
  • Testing the deployed solution
  • Examining deployed model performance 
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