$ sudo python -m tensorflow.models.image.mnist.convolutional Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes. Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes. Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes. Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes. Extracting data/train-images-idx3-ubyte.gz Extracting data/train-labels-idx1-ubyte.gz Extracting data/t10k-images-idx3-ubyte.gz Extracting data/t10k-labels-idx1-ubyte.gz Initialized! Step 0 (epoch 0.00), 2.3 ms Minibatch loss: 8.334, learning rate: 0.010000 Minibatch error: 85.9% Validation error: 84.6% Step 100 (epoch 0.12), 105.7 ms ... Minibatch error: 0.0% Validation error: 0.7% Step 8400 (epoch 9.77), 104.8 ms Minibatch loss: 1.596, learning rate: 0.006302 Minibatch error: 0.0% Validation error: 0.8% Step 8500 (epoch 9.89), 105.1 ms Minibatch loss: 1.618, learning rate: 0.006302 Minibatch error: 0.0% Validation error: 0.8% Test error: 0.8% $
Taufiq Habib's Blog 