Map / Engineering / Observability & Evals / LIME
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LIME (Local Interpretable Model-agnostic Explanations) is an open-source Python library (BSD-2-Clause) that explains individual predictions of any classifier. It perturbs an input, watches how the model's output changes and fits a simple linear model around that one example, showing which words, features or image regions drove the prediction. It works with text, tabular and image classifiers.
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