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Showing 1 to 3 of 3 for “"Interpretability Method"”.
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ULIME: Uniformly weighted Local Interpretable Model-agnostic Explanations for Image Classifiers
… this challenge, many researchers have proposed interpretability methods to generate explanations for the behavior of machine learning models. One popular interpretability method is Local Interpretable Model-agnostic Explanations (LIME), which can explain any black-box model trained on any type …
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Interpretability of Neural Networks Latent Representations
… the models appear as black- boxes. The field of interpretability has developed with the aim to make these models more transparent by explaining their predictions. However, the field has historically focused on explaining the output of these models, leaving their internal latent representations …
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The Role of Explainable Artificial Intelligence in Data Science [Il Ruolo dell'Intelligenza Artificiale Esplicabile nella Scienza dei Dati]
Nel panorama digitale in continua evoluzione, i dati, che spaziano in formati tabulari, temporali, testuali e visivi, emergono come elementi fondamentali per l'industria e i sistemi decisionali. Allo stesso tempo, l'aumento esponenziale del volume di dati sottolinea la necessità di sistemi …