A normed space is a vector space equipped with a function called a norm, which assigns a non-negative length or size to each vector in the space, allowing for the generalization of concepts like distance and convergence. This structure is foundational in functional analysis and provides the framework for defining and analyzing the behavior of linear operators and functions in a rigorous mathematical context.