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If matrices $A$ and $B$ satisfy the definition of similar matrix, i.e. $B=PAP^{-1}$, then we can interpret $A$ and $B$ are the same linear transformation under different basis. But my question is how to "grok" this interpretation by just look at the definition of similar matrix?

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