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Introduction: In the realm of artificial intelligence (AI), machine learning algorithms have revolutionized industries with their predictive capabilities. However, as these models become increasingly complex, understanding their decision-making processes becomes more challenging. Enter interpretable machine learning – a crucial approach aimed at demystifying the black-box nature of AI models and enhancing transparency and trustworthiness. In…