What does it really mean to take the inverse of a matrix?

Note: I am talking about the left inverse of a matrix throughout this video. That is, what operation can I do to UNDO the operation I just did? For square matrices, the left inverse is the same as the inverse but for rectangular matrices, they are not the same concept.

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