Understanding the structure of the dataset requires proper vocabulary and visualization. This is where linear algebra comes into picture satisfying these requirements including the mathematical results for the data usage and interpretation. In this chapter, let us develop all the mathematical ideas of linear algebra underlying the modern practice of data science.