I disagree profoundly.

There are things the brain does we have not yet been able to reproduce with a neural network, or to the extent we have seemingly with excessive resources of training and network size. Therefore there is some salient feature of neurology which has been overlooked. I don't think it is necessary to mimic biology down to the exact function of real neurons, but there must in fact be something we are neglecting to mimic.