Machine Learning, Linear Algebra.
(trivial solution) or that the parenthesis (A-Iλ) is the zero vector(non-trivial solutions). Finding the values of λ for which the latter holds is equivalent to solving det(A-Iλ)=0. I’m not going to dive deeper into why that holds. If you are interested about why that’s true check out this and