A normed vector space is a vector space equipped with a function called a norm, which assigns a non-negative length or size to each vector, except for the zero vector which is assigned a norm of zero. This structure allows for the generalization of various analytical concepts like distance and convergence, making it fundamental in functional analysis and applicable in many mathematical and engineering disciplines.