Machine Learning, Artificial Intelligence, Neural Networks, Deep Learning.
sigma-square is a variance of the underlying function of the signal, ‘Var’ is the variance purely of the learnt-function, and Bias is the difference between the underlying function of the signal from the learnt-function. So, whenever we say that our Neural Net models are overfitting, we are stating