Vector space (Similarity) searching in the context of facial recognition systems. In this article we will discuss the following: * Vector * Vector Space * Use cases for Vector space models * Importance of Vector Representation and the Distance function * Vector Similarity search * Using Indexes for Vector Similarity Search Vectors The standard definition of