
Course Description
In this workshop, you will learn how Trey Research can leverage Deep Learning technologies to scan through their vehicle specification documents to find compliance issues with new regulations, and manage the classification through their web application. The entire process from model creation, application packaging, model deployment and application deployment needs to occur as one unified repeatable, pipeline. At the end of this workshop, you will be better able to design and implement end-to-end solutions that fully operationalize deep learning models, inclusive of all application components that depend on the model.
Course Outline
Lessons
- Review the customer case study
- Design a proof of concept solution
- Present the solution
Lessons
- 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