A matrix is diagonalizable if an invertible matrix and a diagonal matrix such that:
is only diagonalizable if none of it's Eigenvalues are defective meaning there are linearly independent eigenvectors.
If is diagonalizable then the diagonal entries of are the eigenvalues of and the columns of are the Eigenvectors of .