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Microsoft Azure Data Scientist Associate (DP-100) Cert Prep: 4 Implement Responsible Machine Learning

Microsoft Azure Data Scientist Associate (DP-100) Cert Prep: 4 Implement Responsible Machine Learning

18mIntermediate2023-01-31

Authors

Noah Gift

Noah Gift

MLOps Expert | Solopreneur | Author | Adjunct Professor | CTO

Course details

This course covers the topics tested in the fourth domain of the Microsoft Azure Data Scientist Associate (DP-100) exam. Instructor Noah Gift shows you how to deploy and retrain a machine learning model. He covers how to configure compute for a batch deployment, test a real-time deployed service, apply machine learning operations (MLOps), and how to trigger an Azure Machine Learning pipeline—including from Azure DevOps or GitHub.

Skills covered

Responsible AICloud DevelopmentMachine LearningAzureCert PrepArtificial Intelligence (AI)Cloud ComputingMicrosoft

Concepts

1. Domain 4 - Deploy and Retrain a Model

  • 01 - Configure compute for a batch deployment
  • 02 - Deploy a model to a batch endpoint
  • 03 - Test a real-time deployed service
  • 04 - Apply Machine Learning Operations (MLOps) practices
  • 05 - Trigger an Azure Machine Learning pipeline, including from Azure DevOps or GitHub
  • 06 - Conclusion

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