Introduction to machine learning operations (MLOps)

Offered By: Microsoft via Microsoft Learn

Tags

MLOps Courses DevOps Courses Git Courses GitHub Courses Visual Studio Code Courses Azure Machine Learning Courses Azure DevOps Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!

Module 1: Learn about DevOps for machine learning, machine learning operations, and MLOps.
In this module, you'll learn:
- Why DevOps is useful for machine learning projects.
- Which DevOps principles can be applied to machine learning projects.
- How to connect Azure DevOps and GitHub with Azure Machine Learning.
Module 2: Learn about source control for machine learning, machine learning operations, and MLOps.
- Trunk-based development with Git.
- How to work with Git in Azure Repos and GitHub.
- How to develop locally with Visual Studio Code.
Module 3: Learn about automation for machine learning, machine learning operations, and MLOps.
- How to use Azure Machine Learning pipelines.
- How to use Azure Pipelines and GitHub Actions to automate workflows.
Module 4: Learn about continuous development for machine learning, machine learning operations, and MLOps.
- How to set up environments for development and production.
- How to control deployments with approval gates.

Syllabus

Module 1: Module 1: Introduction to DevOps principles for machine learning
- Introduction
- DevOps for machine learning
- DevOps tools
- Integrate Azure Machine Learning with DevOps tools
- Knowledge check
- Summary
Module 2: Module 2: Source control for machine learning projects
- Introduction
- Repositories and trunk-based development
- Work with Azure Repos and GitHub repos
- Develop locally with Visual Studio Code
- Verify your code locally
- Knowledge check
- Summary
Module 3: Module 3: Automate machine learning workflows
- Introduction
- Azure Machine Learning pipelines
- Azure Pipelines
- GitHub Actions
- Knowledge check
- Summary
Module 4: Module 4: Continuous deployment for machine learning
- Introduction
- Set up environments for development and production
- Control deployments with approval gates
- Knowledge check
- Summary

Tags

united states

Related Courses

Introduction to Agile Software Development: Tools & Techniques
University of California, Berkeley via edX Advanced Topics and Techniques in Agile Software Development
University of California, Berkeley via edX The Data Scientist’s Toolbox
Johns Hopkins University via Coursera How to Use Git and GitHub
Udacity Desarrollo de Videojuegos 3D en Unity: Una Introducción
Universidad de los Andes via Coursera