Microsoft Cloud Workshop: MLOps
- Codice corso: 40559G
- Durata corso: 1gg
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.
This workshop is intended for Cloud Architects and IT professionals who have architectural expertise of infrastructure and solutions design in cloud technologies and want to learn more about Azure and Azure services as described in the ‘About this Course’ and ‘At Course Completion’ areas. Those attending this workshop should also be experienced in other non-Microsoft cloud technologies, meet the course prerequisites, and want to cross-train on Azure.
Obiettivi del corso
After completing this course, students will be able to: design and implement end-to-end solutions that fully operationalize deep learning models.
Struttura del Corso
MODULE 1: Whiteboard Design Session - MLOps
Review the customer case study
Design a proof of concept solution
Present the solution
MODULE 2: Hands-on lab - MLOps
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