Surprisingly, quite a few data scientists overlook the importance of linear regression and the problem of overparametrization. In this post, I'm going to describe mathematically what it means for a model to be overparametrized and the general strategies used by a statistician to resolve non-uniqueness.

Ranks, Subspaces, and Bases

Suppose …