Model Drift

advanced
ai & ml
Enhanced Content

Definition

Degradation of an AI model's performance over time as real-world conditions change from what it was trained on. Like skills becoming outdated as the world changes.

Real-World Example

A fraud detection model experiences drift as scammers develop new tactics that weren't in the training data, requiring periodic retraining.

Cloud Provider Equivalencies

These services provide tools to monitor AI models for performance degradation over time, helping detect model drift and trigger retraining processes.

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

Explore More Cloud Computing Terms