Vector Space Basics

Core ideas behind vectors, bases, and linear combinations.

Core idea

A vector space is a set where vectors can be added and scaled while staying in the set.

Why basis matters

A basis gives the minimum building blocks to represent all vectors in the space.

Practical takeaway

Feature representation in ML and data projection are fundamentally linear algebra problems.