Course Outline

Introduction

MLOps Overview

  • What is MLOps?
  • MLOps in Azure Machine Learning architecture

Preparing the MLOps Environment

  • Setting up Azure Machine Learning

Model Reproducibility

  • Working with Azure Machine Learning pipelines
  • Bridging Machine Learning processes with pipelines

Containers and Deployment

  • Packaging models into containers
  • Deploying containers
  • Validating models

Automating Operations

  • Automating operations with Azure Machine Learning and GitHub
  • Retraining and testing models
  • Rolling out new models

Governance and Control

  • Creating an audit trail
  • Managing and monitoring models

Summary and Conclusion

Requirements

  • Experience with Azure Machine Learning

Audience

  • Data Scientists
 14 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

Contact us for an exact quote and to hear our latest promotions

Testimonials (3)

Upcoming Courses

Related Categories