Model Drift

advanced
ai & ml

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 Like skills becoming outdated as the world changes.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.

Frequently Asked Questions

What is Model Drift?

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 Like skills becoming outdated as the world changes.

How is Model Drift used in cloud computing?

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

What are related terms to Model Drift?

Related concepts include Data Drift, Model Monitoring, Model Performance. Understanding these connections helps build a comprehensive knowledge of cloud computing concepts.

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