On the Performance Improvement of Devanagari Handwritten Character Recognition

Table 5

Minibatch-SGD.

for (, ) in training batches,
% assume an infinite generator
% it may repeat examples
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