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.
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.
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.