Chapter 3 Analytic Geometry

In Chapter 2, we explored vectors, vector spaces, and linear mappings at an abstract level. This chapter introduces geometric interpretation and intuition to these ideas, focusing on:

  • Lengths and distances between vectors
  • Angles between vectors
  • Inner products and their induced geometry
  • Orthogonal projections (important for PCA and regression)

The inner product introduces geometry into vector spaces by defining similarity, length, and distance.

A mind map of the concepts introduced in this chapter, along with when they are used in other parts of the book.