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Transparency is actually a cornerstone of ethical AI; it emphasizes the value of openness in the design, advancement, and deployment of AI programs.A increasing quantity of Students are arguing to the use of the Ubuntu framework from the approach to AI enhancement and deployment. As an illustration, Langat et al. (2020) and van Norren (2021) look a