Model Validation

intermediate
ai & ml
Enhanced Content

Definition

Testing a trained AI model on data it hasn't seen before to ensure it generalizes well and doesn't just memorize training data. Like giving students a practice test before the final exam.

Real-World Example

After training a fraud detection model, validation testing on new transactions ensures it can accurately detect fraud it hasn't encountered before.

Cloud Provider Equivalencies

Model validation is a general ML practice (not a single cloud service). These managed services help operationalize validation by tracking model quality on holdout/production data, detecting drift, and triggering alerts or retraining workflows.

AWS
Amazon SageMaker Model Monitor
AZ
Azure Machine Learning (Model Monitoring)
GCP
Vertex AI Model Monitoring
OCI
OCI Data Science (Model Evaluation/Model Monitoring)

Explore More Cloud Computing Terms