MLOps for Azure Machine Learning Training

MLOps for Azure Machine Learning

Empower your machine learning endeavors with MLOps practices using Azure Machine Learning.

This hands-on, instructor-led training is aimed at data scientists and focuses on automating ML workflows, model management, and operational excellence.

What will you learn?

Designed for data scientists, this course is a deep dive into the fusion of machine learning and operations known as MLOps. Using Azure Machine Learning and Azure DevOps, this training helps you automate, manage, and streamline your ML lifecycle.

What You Will Achieve:

Master reproducible ML workflows.
Manage ML lifecycle seamlessly.
Keep track of model version history and assets.
Skillfully deploy production-ready ML models.

Requirements:

Prior experience with Azure Machine Learning.

Course Outline*:

*We know each team has their own needs and specifications. That is why we can modify the training outline per need.

1. Introduction and Overview:

What is MLOps?
Azure Machine Learning in the MLOps Landscape

2. Preparing the MLOps Environment:

Setting up Azure Machine Learning

3. Model Reproducibility:

Azure Machine Learning Pipelines
Bridging ML Processes with Pipelines

4. Containers and Deployment:

Model Packaging: Containers
Model Deployment Strategies
Model Validation Techniques

5. Automation in Operations:

Integrating Azure Machine Learning with GitHub
Retraining Models: Procedures and Protocols
Rolling Out New Models: Best Practices

6. Governance and Control:

Creating an Audit Trail for Compliance
Model Management and Monitoring

7. Summary and Conclusion:

Course Takeaways
Next Steps for Mastery in MLOps with Azure

Hands-on learning with expert instructors at your location for organizations.

Level:

Intermediate

Duration:

Hours (days:

)

Training customized to your needs

Immersive hands-on experience in a dedicated setting

*Price can range depending on number of participants, change of outline, location etc.

Get Quote

Master new skills guided by experienced instructors from anywhere.

Level:

Intermediate

Duration:

Hours (days:

)

Training customized to your needs

Reduced training costs

*Price can range depending on number of participants, change of outline, location etc.

Get Quote

You can participate in a Public Course with people from other organisations.

/per trainee

Thanks for the numbers, they could be going to your emails. But they're going to mine... Thanks ;D

Oops! Something went wrong while submitting the form.

Level:

Intermediate

Duration:

Hours (days:

)

Fits ideally for individuals and small groups

Networking opportunities with fellow participants.

*Price can range depending on number of participants, change of outline, location etc.

Get Quote

MLOps for Azure Machine Learning

What will you learn?

Requirements:

Course Outline*:

1. Introduction and Overview:

2. Preparing the MLOps Environment:

3. Model Reproducibility:

4. Containers and Deployment:

5. Automation in Operations:

6. Governance and Control:

7. Summary and Conclusion:

Get Quote for:

MLOps for Azure Machine Learning

Start your training experience here!