[fredrmueller@gmail.com]

The zeroth term is just a clever way to simplify the notation by adding the threshold/bias term as another term in the sum. The value of the threshold/bias, however, is not an observed quantity, though - it was chosen. So I am assuming that when updating the weights, we should NOT update the zero-th weight (the threshold/bias). Is this correct?

Thanks,

-Fred