To find optimal parameters for Neural network one would usually use RandomizedSearchCV or GridSearchCV from sklearn library. Tensorflow keras models, such as KerasClassifier, when calling fit() function does not permit to have different number of neurons. GridSearchCV and RandomizedSearchCV call…