Developing a logistic regression algorithm from scratch using python, Any helpful idea?

Question

A logistic regression challenge

Answer 1

Try to design any particular solver first to solve the linear equation. The solver is at heart of logistic regression and then use a likelihood function to compare and improve the solver output iteratively.
Once the solver outputs line parameters, a simple calculation on input value with these coefficients and intercepts will give the output value.