nerdexam
Microsoft

DP-100 · Question #269

You manage an Azure Machine Learning workspace. You must set up an event-driven process to trigger a retraining pipeline. You need to configure an Azure service that will trigger a retraining pipeline

The correct answer is A. Event Grid. Azure Event Grid is the native integration point for Azure ML dataset drift events, enabling event-driven pipeline triggers without custom polling logic.

Design and prepare a machine learning solution

Question

You manage an Azure Machine Learning workspace. You must set up an event-driven process to trigger a retraining pipeline. You need to configure an Azure service that will trigger a retraining pipeline in response to data drift in Azure Machine Learning datasets. Which Azure service should you use?

Options

  • AEvent Grid
  • BAzure Functions
  • CEvent Hubs
  • DLogic Apps

How the community answered

(44 responses)
  • A
    73% (32)
  • B
    7% (3)
  • C
    5% (2)
  • D
    16% (7)

Why each option

Azure Event Grid is the native integration point for Azure ML dataset drift events, enabling event-driven pipeline triggers without custom polling logic.

AEvent GridCorrect

Azure Machine Learning publishes data drift detection results as events directly to Azure Event Grid. Event Grid then routes these events to a configured handler - such as a pipeline trigger - making it the correct service to connect data drift detection to a retraining pipeline in a fully event-driven way.

BAzure Functions

Azure Functions can serve as an event handler that runs pipeline code, but it depends on Event Grid to detect and deliver the drift event - it is not itself the triggering service.

CEvent Hubs

Event Hubs is designed for high-throughput telemetry and data streaming ingestion, not for routing discrete Azure ML workspace lifecycle events like data drift notifications.

DLogic Apps

Logic Apps can orchestrate multi-step workflows but is not the primary service that receives and routes Azure ML data drift events; it would still require Event Grid as the event source.

Concept tested: Event-driven retraining using Azure Event Grid and ML data drift

Source: https://learn.microsoft.com/en-us/azure/machine-learning/how-to-use-event-grid

Topics

#Azure Machine Learning#Data Drift#Event Grid#Automated Retraining

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