What are some applications of norms and why study them? Is there a theory of norms?

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I am taking a first course in numerical methods and have passed a course in Linear Algebra. I am curious to know, how norms(a mathematical abstraction of the length of a vector) come about? Are they commonplace in Physics? Do they have interesting applications other than finding limits?

Kind regards,

Quasar.