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Accordingly, the nascent field of explainable and honest AI should be a focal point while in the dialogue of emergent apps particularly in large-stake fields. This chapter addresses the terminology of accountable AI when concentrating on two principal facets: explainability and fairness. The chapter motivates the use instances of each factor and ad