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Appropriately, the nascent discipline of explainable and fair AI really should be a focus while in the discussion of emergent apps specifically in high-stake fields. This chapter addresses the terminology of accountable AI while concentrating on two key areas: explainability and fairness. The chapter motivates the use cases of each and every compon