4222 - Advanced Model Operationalization

4222 - Advanced Model Operationalization

Issued by GAIn® - The Global AI network

This course will teach how you to operationalize your models in a scalable and robust way. After putting your models behind APIs, you will learn how to deploy your APIs into the Cloud. This will enable your models to generate predictions for the whole business at any time, at any scale.

Skills

Earning Criteria

  • Deploying APIs - Participants can deploy APIs that use models for inference in the cloud.
  • Serverless Deployment - Participants can explain what serverless deployment is and can argue its pros and cons.
  • Governance and Control - Participants can explain and understand the importance of governance and control mechanisms for model operationalization.
  • Leveraging Cloud ML - Participants can operationalize models in cloud ML services like SageMaker and understand how to leverage the cloud for model operationalization.
  • Architecting for model operationalization - Participants can design a solution for model operationalization considering business needs and technical requirements.
  • Exam