Fast learning fully connected feed forward smart neural nets are introduced by avoiding the use of sigmoid non-linear function driven conventional neurons. This is achieved through the introduction of 'smart neuron'. By comparing the performance of the smart neural nets to the conventional neural nets, it is found that smart neural nets learn extremely faster. In addition, the sigmoid non-linear function driven conventional neurons are found to be not important in building feed forward neural nets.