yep - agreed. As a matter of fact, there is almost identical example at https://learn.microsoft.com/ms-my/training/modules/understand-regression-machine-learning/4-multiple-linear-regression
It's worth noting thought that rather than modeling a single relationship, this technique simultaneously models multiple relationships, which it treats as independent of one another. This nuance seems to be missing from the question.
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hth
Marcin