* PARAMETROS: MINI_BATCH_SIZE 32 SIZE 1000 randMax 10 ITERACIONES 400000 EPOCHS 50 30 unidades ocultas learning rate = 3.0 * Double C: Accuracy over testing data set: 0.950800 Average time cost_derivative (in milli sec): 0.251953 Standard deviation for cost_derivative: 0.088764 Average time vector_sum (in milli sec): 0.344978 Standard deviation for vector_sum: 0.085860 Average time update_weight (in milli sec): 0.392532 Standard deviation for update_weight: 0.108260 Average time hadamardProduct (in milli seconds): 0.307460 Standard deviation for hadamard_product: 0.163436 Average time matrix_prod (in milli seconds): 7.145342 Standard deviation for matrix_prod: 1.293915 Average time per epoch: 3.799580 * Double ASM: Accuracy over testing data set: 0.950300 Average time cost_derivative (in milli sec): 0.128182 Standard deviation for cost_derivative: 0.060222 Average time vector_sum (in milli sec): 0.415999 Standard deviation for vector_sum: 0.112268 Average time update_weight (in milli sec): 0.393279 Standard deviation for update_weight: 0.683633 Average time hadamardProduct (in milli seconds): 0.137181 Standard deviation for hadamard_product: 0.062210 Average time matrix_prod (in milli seconds): 3.770623 Standard deviation for matrix_prod: 1.011386 Average time per epoch: 3.054587 * Float C: Accuracy over testing data set: 0.946700 Average time cost_derivative (in milli sec): 0.252914 Standard deviation for cost_derivative: 0.061287 Average time vector_sum (in milli sec): 0.207263 Standard deviation for vector_sum: 0.062842 Average time update_weight (in milli sec): 0.242674 Standard deviation for update_weight: 0.061426 Average time hadamardProduct (in milli seconds): 0.256564 Standard deviation for hadamard_product: 0.080366 Average time matrix_prod (in milli seconds): 6.704427 Standard deviation for matrix_prod: 0.491350 Average time per epoch: 3.395475 * Float ASM: Accuracy over testing data set: 0.951100 Average time cost_derivative (in milli sec): 0.083133 Standard deviation for cost_derivative: 0.048002 Average time vector_sum (in milli sec): 0.229253 Standard deviation for vector_sum: 0.070555 Average time update_weight (in milli sec): 0.223944 Standard deviation for update_weight: 0.680904 Average time hadamardProduct (in milli seconds): 0.093358 Standard deviation for hadamard_product: 0.053049 Average time matrix_prod (in milli seconds): 4.033694 Standard deviation for matrix_prod: 0.324861 Average time per epoch: 2.576224