I know how to determine the eigenvalues and eigenvectors of a given matrix $A$, but we were not really explained to what exactly ARE eigenvalues and eigenvectors, what is their purpose and what exactly do/can they tell us about a matrix/system?
Can someone please provide me with some information about this? It will be much appreciated.