Feature importance tells you which clues really mattered most for a model's decisions.
Imagine it like this: If a teacher told you exactly which study habits really helped your grade the most — like "sleep mattered way more than the color of your pen" — it would help you understand and trust the advice. Feature importance does that for a model's guesses.
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