On the Performance Improvement of Devanagari Handwritten Character Recognition

Table 3

Stochastic gradient descent.

For (,) in training set,
% assume an infinite generator
% It may repeat examples (if there is only a finite training loss)
loss = (parameters, , )
find derivative of loss with respect to parameters % compute gradient
modify parameters by-learning rate * derivative of loss with respect to parameters
if stopping condition is met,
return parameters