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2 docs tagged with "fairness"

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Pitfalls and Honest Practice

Explanation methods produce a plot for any model, on any data, whether or not the result means anything. Knowing when the plot is lying is most of the skill.

Responsible AI and Failure Modes

The ways a working model causes harm, and the ones an engineer can actually engineer against. Fairness, privacy, and security are design constraints with concrete, testable properties — not a review step bolted on at the end, and not something achieved by good intentions alone.