lenet

LeNet Architecture More ![LeNet Architecture ] (http://eblearn.sourceforge.net/lib/exe/lenet5.png)

Output for MNIST data

Extracting MNIST_data/train-images-idx3-ubyte.gz
Extracting MNIST_data/train-labels-idx1-ubyte.gz
Extracting MNIST_data/t10k-images-idx3-ubyte.gz
Extracting MNIST_data/t10k-labels-idx1-ubyte.gz
EPOCH 1 ...
Validation loss = 52.525
Validation accuracy = 0.814

EPOCH 2 ...
Validation loss = 26.113
Validation accuracy = 0.881

EPOCH 3 ...
Validation loss = 15.815
Validation accuracy = 0.915

EPOCH 4 ...
Validation loss = 11.177
Validation accuracy = 0.934

EPOCH 5 ...
Validation loss = 8.079
Validation accuracy = 0.943

EPOCH 6 ...
Validation loss = 6.439
Validation accuracy = 0.947

EPOCH 7 ...
Validation loss = 5.171
Validation accuracy = 0.954

EPOCH 8 ...
Validation loss = 4.666
Validation accuracy = 0.952

EPOCH 9 ...
Validation loss = 4.010
Validation accuracy = 0.955

EPOCH 10 ...
Validation loss = 3.481
Validation accuracy = 0.959

Test loss = 3.567
Test accuracy = 0.959