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Accordingly, the nascent discipline of explainable and honest AI needs to be a focus inside the discussion of emergent apps specifically in large-stake fields. This chapter addresses the terminology of accountable AI when concentrating on two main factors: explainability and fairness. The chapter motivates the use circumstances of every facet and a