Instruction: Outline a framework for ensuring accountability and transparency in decisions made by AI systems.
Context: This question is aimed at understanding the candidate's approach to embedding accountability and transparency in AI systems, ensuring that decisions are explainable and responsible.
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The way I'd think about it is this: Accountability starts with clear ownership. If no person or team is answerable for the system's behavior, then "the model decided" becomes an excuse instead of a governance structure.
I would put in place decision logs, model and data documentation,...