Short Logistic Maximum Likelihood Function Derivation

Logistic maximum likelihood function(for binary response) in product form is not popular, here is a derivation from product form to sum form. l'(beta) denotes the log form of l(beta).

inspired by: https://medium.com/codex/logistic-regression-and-maximum-likelihood-estimation-function-5d8d998245f9