# Singular Value Decomposition (SVD)
# Walkthrough
Why we need SVD.
To transform the image from left to right, we need couple of transforms.

SVD example showing matrix broken down into three matrixes.

SVD example.
As we include more eigen values, we recreate the matrix.

SVD example on a heart image.
As we include more eigen values, we recreate the matrix.

SVD also works for non square matrix
