Define the loss function.

def loss$($y$\_$hat$)$:

# overwrite the loss value with your own code

loss $=0$

$$

loss $=-$np$.$mean$((($y $*$ np$,$log$($y$\_$hat$))+((1-$ y$)*$ np$.$log$(1-$ y$\_$hat$))))$

$$

return loss