Updated parameterization for the more data plots

Author: mnielsen

fig/more_data.json

@@ -1 +1 @@
-[69.44, 76.13, 85.21, 88.89, 91.16, 93.54, 94.4, 95.3, 96.15]
+[69.09, 76.37, 85.29, 88.85, 91.27, 93.24, 94.89, 95.85, 95.97]

fig/more_data.png

@@ -40,7 +40,7 @@ def run_networks():
         print "\n\nTraining network with data set size %s" % size
         net.large_weight_initializer()
         num_epochs = 1500000 / size 
-        net.SGD(training_data[:size], num_epochs, 10, 0.5, lmbda = 5.0)
+        net.SGD(training_data[:size], num_epochs, 10, 0.5, lmbda = size*0.0001)
         accuracy = net.accuracy(validation_data) / 100.0
         print "Accuracy was %s percent" % accuracy
         accuracies.append(accuracy)