What is the importance of the rank of a matrix? I know that the rank of a matrix is the number of linearly independent rows or columns (whichever is smaller). 

Why is it a problem if a matrix is rank deficient?

Also, why is the smaller value between row and column the rank? 

An intuitive or descriptive answer (also in terms of geometry) would help a lot.