ML Operations

by We Cloud Data Claim Listing

???????This module teaches students the DevOps part of MLOps and ML Engineering. Students will learn the basics of data version control, CI/CD, infrastructure scaling, and infrastructure automation.

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Course Details

This module teaches students the DevOps part of MLOps and ML Engineering. Students will learn the basics of data version control, CI/CD, infrastructure scaling, and infrastructure automation.

 

Learning Outcomes

  • Learn the principles of MLOps

  • Learn how CI/CD pipelines work in the Machine Learning context

  • Version control data for machine learning using DVC

  • Practice infrastructure automation and scaling using Terraform, AWS Cloud Formation, and Kubernetes

  • Learn how to build and maintain feature stores using Feast

 

Key Skill:

Continuous Integration, Continuous Deployment, CI/CD , Infrastructure as Code, Automation, Data Version Control, DVC, Feast, Feature Store, SageMaker, Vertex AI, Terraform, and Kubernetes

  • Toronto Branch

    433 Yonge St, 2nd Floor, Toronto

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