Motivation behind these notes is that geometry helps in providing intuitive derivation to machine learning models and optimization scenarios !

Line in 2D resembles plane in 3D, not the line in 3D.

Concept of distance is essentially projection, It can be either sine (Cross product) or cosine (Dot product)

References :

http://www.ncert.nic.in/index.html