MLOps
Milestone Zero Immersion Workshop
Description:
Create a Code-With Experience between partners and customer, driving in the best practices deploying a MLOps solution using trunk-based development, for understanding best practices of Machine Learning Operationalization and Software Engineering combined.
Benefits:
Automation: Automated processes with a reduced lead time, delivering value faster and frequently.
Engineering Practices: Land Agile and Software Engineering Practices contributing to maturity levels and impacting the Developer Velocity Index.
Knowledge Transfer: Empowered and Skilled Developers and Engineers, leaving them with more confidence and knowledge to build solutions inside Azure.
Scope:
- DevOps
- Infrastructure as Code
- MLOps
Target audience
- Software Engineers
- Data Engineers
- Data Architects
Abstracts
Workshop Overview
In this workshop, you will deploy a MLOps reference arquitecture. It demostrates how apply the worflow in a sample project along with a CI/CD implementation for Azure DevOps.
Lab Instructions
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Follow these quickstart instructions to setup your lab environment before starting the Hands-On Lab.
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Follow the Hands-On Lab instructions.
Azure services and related products
- Azure DevOps
- Azure Machine Learning
- Azure Data Lake Storage Gen2
- Azure Data Factory
- Azure Event Grid
Help & Support
We welcome feedback and comments from Microsoft SMEs & learning partners who deliver this workshop.
Having trouble?
- First, verify you have followed all written lab instructions (including the quickstart documents).
- Next, submit an issue with a detailed description of the problem.
- Do not submit pull requests. Our content authors will make all changes and submit pull requests for approval.
If you are planning to present a workshop, review and test the materials early! We recommend at least two weeks prior.
Please allow 5 - 10 business days for review and resolution of issues.
Trademarks
This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.