What are Eigenvalues and Eigenvectors?

https://medium.com/fintechexplained/what-are-eigenvalues-and-eigenvectors-a-must-know-concept-for-machine-learning-80d0fd330e47
a throw back to MATH 3110 linear algebra: eigenvectors