Implement the cross entropy cost function and its gradient for logistic regression. $(20$ Points$)$

Tasks:

Implement the "cal$\_$cost$"$ to compute the cost.

Implement the "cal$\_$grad" to compute the gradients.

Test "cal$\_$cost$"$ and "cal$\_$grad" with initial values and print out the results.