Machine Learning, Statistics, Eigenvectors, Eigenvalue, Principal Component.
matrix, v denotes the corresponding eigenvector to the matrix & lambda denotes the eigenvalue. Another way to read the equation (if you want to sound smarter) is whenever a matrix A is multiplied by a special vector v, the vector gets scaled by a factor of lambda. Now if you observe the above