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LIME

[laɪm]
AI Infrastructure
Last updated: December 9, 2024

Definition

A technique that explains individual predictions by creating a simpler, interpretable model around a specific data point.

Detailed Explanation

Local Interpretable Model-agnostic Explanations creates a local linear approximation of the model’s behavior around a specific instance, helping understand why particular decisions were made. It works by perturbing the input and analyzing how predictions change.

Use Cases

Text classification explanation, image recognition interpretation, product recommendation justification

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