In [1]:
# Libraries

import tensorflow as tf

from tensorflow.examples.tutorials.mnist import input_data
mnist = input_data.read_data_sets(".", one_hot=True, reshape=False)


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In [2]:
# Initialisation

# Parameters
learning_rate = 0.00001
epochs = 10
batch_size = 128

# Number of samples to calculate validation and accuracy
# Decrease this if you're running out of memory to calculate accuracy
test_valid_size = 256

# Network Parameters
n_classes = 10  # MNIST total classes (0-9 digits)
dropout = 0.75  # Dropout, probability to keep units


# Store layers weight & bias
weights = {
    'wc1': tf.Variable(tf.random_normal([5, 5, 1, 32])),
    'wc2': tf.Variable(tf.random_normal([5, 5, 32, 64])),
    'wd1': tf.Variable(tf.random_normal([7*7*64, 1024])),
    'out': tf.Variable(tf.random_normal([1024, n_classes]))}

biases = {
    'bc1': tf.Variable(tf.random_normal([32])),
    'bc2': tf.Variable(tf.random_normal([64])),
    'bd1': tf.Variable(tf.random_normal([1024])),
    'out': tf.Variable(tf.random_normal([n_classes]))}

In [3]:
# Functions to define CNN

def conv2d(x, W, b, strides=1):
    x = tf.nn.conv2d(x, W, strides=[1, strides, strides, 1], padding='SAME')
    x = tf.nn.bias_add(x, b)
    return tf.nn.relu(x)

def maxpool2d(x, k=2):
    return tf.nn.max_pool(x, ksize=[1, k, k, 1], strides=[1, k, k, 1], padding='SAME')

def conv_net(x, weights, biases, dropout):
    # Layer 1 - 28*28*1 to 14*14*32
    conv1 = conv2d(x, weights['wc1'], biases['bc1'])
    conv1 = maxpool2d(conv1, k=2)

    # Layer 2 - 14*14*32 to 7*7*64
    conv2 = conv2d(conv1, weights['wc2'], biases['bc2'])
    conv2 = maxpool2d(conv2, k=2)

    # Fully connected layer - 7*7*64 to 1024
    fc1 = tf.reshape(conv2, [-1, weights['wd1'].get_shape().as_list()[0]])
    fc1 = tf.add(tf.matmul(fc1, weights['wd1']), biases['bd1'])
    fc1 = tf.nn.relu(fc1)
    fc1 = tf.nn.dropout(fc1, dropout)

    # Output Layer - class prediction - 1024 to 10
    out = tf.add(tf.matmul(fc1, weights['out']), biases['out'])
    return out

In [4]:
# tf Graph input
x = tf.placeholder(tf.float32, [None, 28, 28, 1])
y = tf.placeholder(tf.float32, [None, n_classes])
keep_prob = tf.placeholder(tf.float32)

# Model
logits = conv_net(x, weights, biases, keep_prob)

# Define loss and optimizer
cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=logits, labels=y))
optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate).minimize(cost)

# Accuracy
correct_pred = tf.equal(tf.argmax(logits, 1), tf.argmax(y, 1))
accuracy = tf.reduce_mean(tf.cast(correct_pred, tf.float32))

# Initializing the variables
init = tf.global_variables_initializer()

# Launch the graph
with tf.Session() as sess:
    sess.run(init)

    for epoch in range(epochs):
        for batch in range(mnist.train.num_examples//batch_size):
            batch_x, batch_y = mnist.train.next_batch(batch_size)
            sess.run(optimizer, feed_dict={x: batch_x, y: batch_y, keep_prob: dropout})

            # Calculate batch loss and accuracy
            loss = sess.run(cost, feed_dict={x: batch_x, y: batch_y, keep_prob: 1.})
            valid_acc = sess.run(accuracy, feed_dict={
                x: mnist.validation.images[:test_valid_size],
                y: mnist.validation.labels[:test_valid_size],
                keep_prob: 1.})

            print('Epoch {:>2}, Batch {:>3} - Loss: {:>10.4f} Validation Accuracy: {:.6f}'.format(
                epoch + 1,
                batch + 1,
                loss,
                valid_acc))

    # Calculate Test Accuracy
    test_acc = sess.run(accuracy, feed_dict={
        x: mnist.test.images[:test_valid_size],
        y: mnist.test.labels[:test_valid_size],
        keep_prob: 1.})
    print('Testing Accuracy: {}'.format(test_acc))


Epoch  1, Batch   1 - Loss: 73930.5312 Validation Accuracy: 0.136719
Epoch  1, Batch   2 - Loss: 55880.7812 Validation Accuracy: 0.140625
Epoch  1, Batch   3 - Loss: 47814.1445 Validation Accuracy: 0.125000
Epoch  1, Batch   4 - Loss: 53781.5156 Validation Accuracy: 0.148438
Epoch  1, Batch   5 - Loss: 41751.3125 Validation Accuracy: 0.148438
Epoch  1, Batch   6 - Loss: 34910.1758 Validation Accuracy: 0.140625
Epoch  1, Batch   7 - Loss: 35641.4883 Validation Accuracy: 0.144531
Epoch  1, Batch   8 - Loss: 34804.4570 Validation Accuracy: 0.148438
Epoch  1, Batch   9 - Loss: 31675.7832 Validation Accuracy: 0.144531
Epoch  1, Batch  10 - Loss: 28768.5176 Validation Accuracy: 0.152344
Epoch  1, Batch  11 - Loss: 30468.7109 Validation Accuracy: 0.156250
Epoch  1, Batch  12 - Loss: 25852.8047 Validation Accuracy: 0.175781
Epoch  1, Batch  13 - Loss: 21144.0703 Validation Accuracy: 0.179688
Epoch  1, Batch  14 - Loss: 21427.5566 Validation Accuracy: 0.199219
Epoch  1, Batch  15 - Loss: 18250.8848 Validation Accuracy: 0.207031
Epoch  1, Batch  16 - Loss: 17504.2617 Validation Accuracy: 0.199219
Epoch  1, Batch  17 - Loss: 17530.1562 Validation Accuracy: 0.218750
Epoch  1, Batch  18 - Loss: 18156.9375 Validation Accuracy: 0.234375
Epoch  1, Batch  19 - Loss: 16744.6914 Validation Accuracy: 0.230469
Epoch  1, Batch  20 - Loss: 13616.8340 Validation Accuracy: 0.242188
Epoch  1, Batch  21 - Loss: 18224.4531 Validation Accuracy: 0.238281
Epoch  1, Batch  22 - Loss: 18151.1660 Validation Accuracy: 0.238281
Epoch  1, Batch  23 - Loss: 14107.4521 Validation Accuracy: 0.242188
Epoch  1, Batch  24 - Loss: 15919.6777 Validation Accuracy: 0.269531
Epoch  1, Batch  25 - Loss: 13097.5410 Validation Accuracy: 0.281250
Epoch  1, Batch  26 - Loss: 12702.1143 Validation Accuracy: 0.281250
Epoch  1, Batch  27 - Loss: 13390.3877 Validation Accuracy: 0.285156
Epoch  1, Batch  28 - Loss: 11777.6660 Validation Accuracy: 0.289062
Epoch  1, Batch  29 - Loss: 13948.7881 Validation Accuracy: 0.300781
Epoch  1, Batch  30 - Loss: 13064.7354 Validation Accuracy: 0.296875
Epoch  1, Batch  31 - Loss: 13019.3789 Validation Accuracy: 0.312500
Epoch  1, Batch  32 - Loss: 11402.5527 Validation Accuracy: 0.332031
Epoch  1, Batch  33 - Loss: 12319.6426 Validation Accuracy: 0.320312
Epoch  1, Batch  34 - Loss: 10857.1387 Validation Accuracy: 0.351562
Epoch  1, Batch  35 - Loss: 12044.0586 Validation Accuracy: 0.355469
Epoch  1, Batch  36 - Loss: 11550.9307 Validation Accuracy: 0.347656
Epoch  1, Batch  37 - Loss:  7889.2397 Validation Accuracy: 0.367188
Epoch  1, Batch  38 - Loss: 10377.8555 Validation Accuracy: 0.371094
Epoch  1, Batch  39 - Loss: 10012.3574 Validation Accuracy: 0.375000
Epoch  1, Batch  40 - Loss: 10511.1426 Validation Accuracy: 0.382812
Epoch  1, Batch  41 - Loss:  9967.9570 Validation Accuracy: 0.390625
Epoch  1, Batch  42 - Loss: 10723.4121 Validation Accuracy: 0.382812
Epoch  1, Batch  43 - Loss:  8055.2852 Validation Accuracy: 0.386719
Epoch  1, Batch  44 - Loss:  7540.6724 Validation Accuracy: 0.382812
Epoch  1, Batch  45 - Loss:  8262.5322 Validation Accuracy: 0.382812
Epoch  1, Batch  46 - Loss:  8824.3955 Validation Accuracy: 0.394531
Epoch  1, Batch  47 - Loss:  7035.0957 Validation Accuracy: 0.402344
Epoch  1, Batch  48 - Loss:  7366.0186 Validation Accuracy: 0.406250
Epoch  1, Batch  49 - Loss:  8277.5352 Validation Accuracy: 0.402344
Epoch  1, Batch  50 - Loss:  6632.4707 Validation Accuracy: 0.402344
Epoch  1, Batch  51 - Loss:  8011.7266 Validation Accuracy: 0.398438
Epoch  1, Batch  52 - Loss:  8376.6797 Validation Accuracy: 0.410156
Epoch  1, Batch  53 - Loss:  8196.3896 Validation Accuracy: 0.421875
Epoch  1, Batch  54 - Loss:  6896.1992 Validation Accuracy: 0.445312
Epoch  1, Batch  55 - Loss:  8007.8154 Validation Accuracy: 0.421875
Epoch  1, Batch  56 - Loss:  7341.5732 Validation Accuracy: 0.425781
Epoch  1, Batch  57 - Loss:  7541.1670 Validation Accuracy: 0.429688
Epoch  1, Batch  58 - Loss:  8666.8184 Validation Accuracy: 0.449219
Epoch  1, Batch  59 - Loss:  7441.6445 Validation Accuracy: 0.453125
Epoch  1, Batch  60 - Loss:  6764.0537 Validation Accuracy: 0.457031
Epoch  1, Batch  61 - Loss:  7454.1533 Validation Accuracy: 0.460938
Epoch  1, Batch  62 - Loss:  7039.4331 Validation Accuracy: 0.468750
Epoch  1, Batch  63 - Loss: 10035.1309 Validation Accuracy: 0.464844
Epoch  1, Batch  64 - Loss:  9471.7090 Validation Accuracy: 0.464844
Epoch  1, Batch  65 - Loss:  9264.4590 Validation Accuracy: 0.484375
Epoch  1, Batch  66 - Loss:  6677.1484 Validation Accuracy: 0.468750
Epoch  1, Batch  67 - Loss:  7312.8804 Validation Accuracy: 0.476562
Epoch  1, Batch  68 - Loss:  6510.7729 Validation Accuracy: 0.464844
Epoch  1, Batch  69 - Loss:  6039.0708 Validation Accuracy: 0.480469
Epoch  1, Batch  70 - Loss:  6218.7334 Validation Accuracy: 0.488281
Epoch  1, Batch  71 - Loss:  8822.6348 Validation Accuracy: 0.468750
Epoch  1, Batch  72 - Loss:  7465.3022 Validation Accuracy: 0.496094
Epoch  1, Batch  73 - Loss:  7419.0635 Validation Accuracy: 0.492188
Epoch  1, Batch  74 - Loss:  6650.5571 Validation Accuracy: 0.488281
Epoch  1, Batch  75 - Loss:  6519.9126 Validation Accuracy: 0.500000
Epoch  1, Batch  76 - Loss:  6934.5146 Validation Accuracy: 0.503906
Epoch  1, Batch  77 - Loss:  6766.7529 Validation Accuracy: 0.503906
Epoch  1, Batch  78 - Loss:  6991.7046 Validation Accuracy: 0.496094
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Epoch  1, Batch  80 - Loss:  6459.7715 Validation Accuracy: 0.511719
Epoch  1, Batch  81 - Loss:  6290.6328 Validation Accuracy: 0.511719
Epoch  1, Batch  82 - Loss:  7006.9814 Validation Accuracy: 0.515625
Epoch  1, Batch  83 - Loss:  5524.4854 Validation Accuracy: 0.519531
Epoch  1, Batch  84 - Loss:  6250.0088 Validation Accuracy: 0.519531
Epoch  1, Batch  85 - Loss:  6859.0757 Validation Accuracy: 0.523438
Epoch  1, Batch  86 - Loss:  5904.2725 Validation Accuracy: 0.519531
Epoch  1, Batch  87 - Loss:  6211.4785 Validation Accuracy: 0.515625
Epoch  1, Batch  88 - Loss:  4512.7319 Validation Accuracy: 0.507812
Epoch  1, Batch  89 - Loss:  4768.2529 Validation Accuracy: 0.519531
Epoch  1, Batch  90 - Loss:  5224.8950 Validation Accuracy: 0.507812
Epoch  1, Batch  91 - Loss:  4636.3730 Validation Accuracy: 0.515625
Epoch  1, Batch  92 - Loss:  5350.8467 Validation Accuracy: 0.523438
Epoch  1, Batch  93 - Loss:  6575.2314 Validation Accuracy: 0.535156
Epoch  1, Batch  94 - Loss:  4991.6338 Validation Accuracy: 0.531250
Epoch  1, Batch  95 - Loss:  4851.6865 Validation Accuracy: 0.527344
Epoch  1, Batch  96 - Loss:  5795.9531 Validation Accuracy: 0.531250
Epoch  1, Batch  97 - Loss:  4671.9756 Validation Accuracy: 0.535156
Epoch  1, Batch  98 - Loss:  6694.3770 Validation Accuracy: 0.542969
Epoch  1, Batch  99 - Loss:  7947.1626 Validation Accuracy: 0.539062
Epoch  1, Batch 100 - Loss:  5830.2285 Validation Accuracy: 0.539062
Epoch  1, Batch 101 - Loss:  5206.8447 Validation Accuracy: 0.550781
Epoch  1, Batch 102 - Loss:  6954.5386 Validation Accuracy: 0.542969
Epoch  1, Batch 103 - Loss:  2974.5698 Validation Accuracy: 0.558594
Epoch  1, Batch 104 - Loss:  5007.7393 Validation Accuracy: 0.546875
Epoch  1, Batch 105 - Loss:  3809.1575 Validation Accuracy: 0.539062
Epoch  1, Batch 106 - Loss:  3633.6506 Validation Accuracy: 0.546875
Epoch  1, Batch 107 - Loss:  4786.7007 Validation Accuracy: 0.542969
Epoch  1, Batch 108 - Loss:  4317.5645 Validation Accuracy: 0.554688
Epoch  1, Batch 109 - Loss:  4184.3848 Validation Accuracy: 0.558594
Epoch  1, Batch 110 - Loss:  4995.5625 Validation Accuracy: 0.558594
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Epoch  1, Batch 125 - Loss:  4618.4907 Validation Accuracy: 0.570312
Epoch  1, Batch 126 - Loss:  3575.2942 Validation Accuracy: 0.585938
Epoch  1, Batch 127 - Loss:  2564.9563 Validation Accuracy: 0.601562
Epoch  1, Batch 128 - Loss:  4103.9277 Validation Accuracy: 0.609375
Epoch  1, Batch 129 - Loss:  3959.9143 Validation Accuracy: 0.597656
Epoch  1, Batch 130 - Loss:  3492.0293 Validation Accuracy: 0.609375
Epoch  1, Batch 131 - Loss:  3648.0171 Validation Accuracy: 0.597656
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Epoch  1, Batch 133 - Loss:  2881.6807 Validation Accuracy: 0.593750
Epoch  1, Batch 134 - Loss:  4609.7681 Validation Accuracy: 0.589844
Epoch  1, Batch 135 - Loss:  4361.1772 Validation Accuracy: 0.597656
Epoch  1, Batch 136 - Loss:  3861.4685 Validation Accuracy: 0.605469
Epoch  1, Batch 137 - Loss:  5046.1401 Validation Accuracy: 0.609375
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Epoch  1, Batch 142 - Loss:  3429.5605 Validation Accuracy: 0.613281
Epoch  1, Batch 143 - Loss:  3232.5044 Validation Accuracy: 0.601562
Epoch  1, Batch 144 - Loss:  3926.6924 Validation Accuracy: 0.597656
Epoch  1, Batch 145 - Loss:  2506.6787 Validation Accuracy: 0.597656
Epoch  1, Batch 146 - Loss:  4629.0371 Validation Accuracy: 0.593750
Epoch  1, Batch 147 - Loss:  5465.2354 Validation Accuracy: 0.605469
Epoch  1, Batch 148 - Loss:  3839.3035 Validation Accuracy: 0.609375
Epoch  1, Batch 149 - Loss:  3450.2310 Validation Accuracy: 0.605469
Epoch  1, Batch 150 - Loss:  2914.2126 Validation Accuracy: 0.605469
Epoch  1, Batch 151 - Loss:  3867.5649 Validation Accuracy: 0.621094
Epoch  1, Batch 152 - Loss:  3086.0916 Validation Accuracy: 0.621094
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Epoch  1, Batch 155 - Loss:  3715.3848 Validation Accuracy: 0.613281
Epoch  1, Batch 156 - Loss:  2431.5752 Validation Accuracy: 0.609375
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Epoch  1, Batch 158 - Loss:  3286.4736 Validation Accuracy: 0.601562
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Epoch  1, Batch 187 - Loss:  2538.8157 Validation Accuracy: 0.632812
Epoch  1, Batch 188 - Loss:  2248.1580 Validation Accuracy: 0.640625
Epoch  1, Batch 189 - Loss:  4449.2119 Validation Accuracy: 0.636719
Epoch  1, Batch 190 - Loss:  3355.6299 Validation Accuracy: 0.644531
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Epoch 10, Batch 279 - Loss:   194.4110 Validation Accuracy: 0.855469
Epoch 10, Batch 280 - Loss:   280.7732 Validation Accuracy: 0.855469
Epoch 10, Batch 281 - Loss:   344.4362 Validation Accuracy: 0.855469
Epoch 10, Batch 282 - Loss:   216.0027 Validation Accuracy: 0.855469
Epoch 10, Batch 283 - Loss:   198.9947 Validation Accuracy: 0.855469
Epoch 10, Batch 284 - Loss:   367.9937 Validation Accuracy: 0.859375
Epoch 10, Batch 285 - Loss:   251.6510 Validation Accuracy: 0.855469
Epoch 10, Batch 286 - Loss:   234.3663 Validation Accuracy: 0.851562
Epoch 10, Batch 287 - Loss:   133.1495 Validation Accuracy: 0.851562
Epoch 10, Batch 288 - Loss:   215.5093 Validation Accuracy: 0.851562
Epoch 10, Batch 289 - Loss:   136.2070 Validation Accuracy: 0.847656
Epoch 10, Batch 290 - Loss:   266.1418 Validation Accuracy: 0.855469
Epoch 10, Batch 291 - Loss:   262.4229 Validation Accuracy: 0.855469
Epoch 10, Batch 292 - Loss:   248.5603 Validation Accuracy: 0.847656
Epoch 10, Batch 293 - Loss:   366.9652 Validation Accuracy: 0.847656
Epoch 10, Batch 294 - Loss:   216.9869 Validation Accuracy: 0.847656
Epoch 10, Batch 295 - Loss:   295.3475 Validation Accuracy: 0.847656
Epoch 10, Batch 296 - Loss:   255.0092 Validation Accuracy: 0.843750
Epoch 10, Batch 297 - Loss:   314.4693 Validation Accuracy: 0.843750
Epoch 10, Batch 298 - Loss:   193.3416 Validation Accuracy: 0.847656
Epoch 10, Batch 299 - Loss:   249.7681 Validation Accuracy: 0.851562
Epoch 10, Batch 300 - Loss:   271.2238 Validation Accuracy: 0.851562
Epoch 10, Batch 301 - Loss:   282.7313 Validation Accuracy: 0.847656
Epoch 10, Batch 302 - Loss:   280.5809 Validation Accuracy: 0.851562
Epoch 10, Batch 303 - Loss:   357.6534 Validation Accuracy: 0.847656
Epoch 10, Batch 304 - Loss:   322.0999 Validation Accuracy: 0.851562
Epoch 10, Batch 305 - Loss:   378.7239 Validation Accuracy: 0.851562
Epoch 10, Batch 306 - Loss:   223.9841 Validation Accuracy: 0.847656
Epoch 10, Batch 307 - Loss:   201.5012 Validation Accuracy: 0.855469
Epoch 10, Batch 308 - Loss:   298.0888 Validation Accuracy: 0.855469
Epoch 10, Batch 309 - Loss:   235.7083 Validation Accuracy: 0.851562
Epoch 10, Batch 310 - Loss:   195.1136 Validation Accuracy: 0.855469
Epoch 10, Batch 311 - Loss:   274.9692 Validation Accuracy: 0.859375
Epoch 10, Batch 312 - Loss:   222.8488 Validation Accuracy: 0.859375
Epoch 10, Batch 313 - Loss:   122.5709 Validation Accuracy: 0.855469
Epoch 10, Batch 314 - Loss:   276.8818 Validation Accuracy: 0.855469
Epoch 10, Batch 315 - Loss:   255.1952 Validation Accuracy: 0.859375
Epoch 10, Batch 316 - Loss:   157.3150 Validation Accuracy: 0.859375
Epoch 10, Batch 317 - Loss:   242.5860 Validation Accuracy: 0.863281
Epoch 10, Batch 318 - Loss:   263.8222 Validation Accuracy: 0.859375
Epoch 10, Batch 319 - Loss:   269.4513 Validation Accuracy: 0.851562
Epoch 10, Batch 320 - Loss:   258.6169 Validation Accuracy: 0.859375
Epoch 10, Batch 321 - Loss:   212.1212 Validation Accuracy: 0.851562
Epoch 10, Batch 322 - Loss:   297.0639 Validation Accuracy: 0.855469
Epoch 10, Batch 323 - Loss:   192.9393 Validation Accuracy: 0.851562
Epoch 10, Batch 324 - Loss:   169.6439 Validation Accuracy: 0.851562
Epoch 10, Batch 325 - Loss:   141.0814 Validation Accuracy: 0.851562
Epoch 10, Batch 326 - Loss:   229.6526 Validation Accuracy: 0.859375
Epoch 10, Batch 327 - Loss:   249.9281 Validation Accuracy: 0.855469
Epoch 10, Batch 328 - Loss:   214.6598 Validation Accuracy: 0.847656
Epoch 10, Batch 329 - Loss:   246.8965 Validation Accuracy: 0.847656
Epoch 10, Batch 330 - Loss:   256.1338 Validation Accuracy: 0.847656
Epoch 10, Batch 331 - Loss:   281.1716 Validation Accuracy: 0.847656
Epoch 10, Batch 332 - Loss:   287.5315 Validation Accuracy: 0.847656
Epoch 10, Batch 333 - Loss:   143.7947 Validation Accuracy: 0.851562
Epoch 10, Batch 334 - Loss:   195.9173 Validation Accuracy: 0.851562
Epoch 10, Batch 335 - Loss:   323.3036 Validation Accuracy: 0.851562
Epoch 10, Batch 336 - Loss:   184.3481 Validation Accuracy: 0.855469
Epoch 10, Batch 337 - Loss:   314.2088 Validation Accuracy: 0.855469
Epoch 10, Batch 338 - Loss:   345.9352 Validation Accuracy: 0.859375
Epoch 10, Batch 339 - Loss:   205.3621 Validation Accuracy: 0.863281
Epoch 10, Batch 340 - Loss:   217.4631 Validation Accuracy: 0.863281
Epoch 10, Batch 341 - Loss:   204.8382 Validation Accuracy: 0.863281
Epoch 10, Batch 342 - Loss:   133.6118 Validation Accuracy: 0.863281
Epoch 10, Batch 343 - Loss:   215.2141 Validation Accuracy: 0.859375
Epoch 10, Batch 344 - Loss:   268.2083 Validation Accuracy: 0.855469
Epoch 10, Batch 345 - Loss:   178.6445 Validation Accuracy: 0.863281
Epoch 10, Batch 346 - Loss:   204.3151 Validation Accuracy: 0.859375
Epoch 10, Batch 347 - Loss:   254.4268 Validation Accuracy: 0.859375
Epoch 10, Batch 348 - Loss:   250.5402 Validation Accuracy: 0.859375
Epoch 10, Batch 349 - Loss:   250.4440 Validation Accuracy: 0.855469
Epoch 10, Batch 350 - Loss:   310.8873 Validation Accuracy: 0.843750
Epoch 10, Batch 351 - Loss:   241.6774 Validation Accuracy: 0.847656
Epoch 10, Batch 352 - Loss:   220.4214 Validation Accuracy: 0.847656
Epoch 10, Batch 353 - Loss:   276.3063 Validation Accuracy: 0.847656
Epoch 10, Batch 354 - Loss:   286.3408 Validation Accuracy: 0.847656
Epoch 10, Batch 355 - Loss:   301.4862 Validation Accuracy: 0.847656
Epoch 10, Batch 356 - Loss:   330.9009 Validation Accuracy: 0.847656
Epoch 10, Batch 357 - Loss:   218.3499 Validation Accuracy: 0.847656
Epoch 10, Batch 358 - Loss:   282.9991 Validation Accuracy: 0.851562
Epoch 10, Batch 359 - Loss:   124.2942 Validation Accuracy: 0.851562
Epoch 10, Batch 360 - Loss:   274.3398 Validation Accuracy: 0.851562
Epoch 10, Batch 361 - Loss:   190.0524 Validation Accuracy: 0.847656
Epoch 10, Batch 362 - Loss:   351.5886 Validation Accuracy: 0.847656
Epoch 10, Batch 363 - Loss:   359.8046 Validation Accuracy: 0.847656
Epoch 10, Batch 364 - Loss:   141.9321 Validation Accuracy: 0.847656
Epoch 10, Batch 365 - Loss:   372.5577 Validation Accuracy: 0.847656
Epoch 10, Batch 366 - Loss:   268.2840 Validation Accuracy: 0.843750
Epoch 10, Batch 367 - Loss:   214.7948 Validation Accuracy: 0.843750
Epoch 10, Batch 368 - Loss:   318.1232 Validation Accuracy: 0.843750
Epoch 10, Batch 369 - Loss:   205.4301 Validation Accuracy: 0.847656
Epoch 10, Batch 370 - Loss:   304.6686 Validation Accuracy: 0.851562
Epoch 10, Batch 371 - Loss:   291.7782 Validation Accuracy: 0.855469
Epoch 10, Batch 372 - Loss:   190.2673 Validation Accuracy: 0.851562
Epoch 10, Batch 373 - Loss:   305.4373 Validation Accuracy: 0.859375
Epoch 10, Batch 374 - Loss:   307.3581 Validation Accuracy: 0.859375
Epoch 10, Batch 375 - Loss:   274.9119 Validation Accuracy: 0.859375
Epoch 10, Batch 376 - Loss:   373.5863 Validation Accuracy: 0.859375
Epoch 10, Batch 377 - Loss:   188.8945 Validation Accuracy: 0.859375
Epoch 10, Batch 378 - Loss:   305.2308 Validation Accuracy: 0.859375
Epoch 10, Batch 379 - Loss:   346.4457 Validation Accuracy: 0.859375
Epoch 10, Batch 380 - Loss:   242.1682 Validation Accuracy: 0.859375
Epoch 10, Batch 381 - Loss:   219.5007 Validation Accuracy: 0.859375
Epoch 10, Batch 382 - Loss:   254.4547 Validation Accuracy: 0.859375
Epoch 10, Batch 383 - Loss:   146.5536 Validation Accuracy: 0.859375
Epoch 10, Batch 384 - Loss:   176.9202 Validation Accuracy: 0.859375
Epoch 10, Batch 385 - Loss:   257.1884 Validation Accuracy: 0.859375
Epoch 10, Batch 386 - Loss:   280.0379 Validation Accuracy: 0.859375
Epoch 10, Batch 387 - Loss:   212.4244 Validation Accuracy: 0.859375
Epoch 10, Batch 388 - Loss:   359.9480 Validation Accuracy: 0.859375
Epoch 10, Batch 389 - Loss:   235.2414 Validation Accuracy: 0.863281
Epoch 10, Batch 390 - Loss:   266.3643 Validation Accuracy: 0.863281
Epoch 10, Batch 391 - Loss:   172.3125 Validation Accuracy: 0.863281
Epoch 10, Batch 392 - Loss:   236.1001 Validation Accuracy: 0.863281
Epoch 10, Batch 393 - Loss:   245.1425 Validation Accuracy: 0.863281
Epoch 10, Batch 394 - Loss:   249.0887 Validation Accuracy: 0.863281
Epoch 10, Batch 395 - Loss:   195.9598 Validation Accuracy: 0.855469
Epoch 10, Batch 396 - Loss:   244.8028 Validation Accuracy: 0.859375
Epoch 10, Batch 397 - Loss:   167.1559 Validation Accuracy: 0.859375
Epoch 10, Batch 398 - Loss:   209.1345 Validation Accuracy: 0.859375
Epoch 10, Batch 399 - Loss:   190.1780 Validation Accuracy: 0.859375
Epoch 10, Batch 400 - Loss:   232.8622 Validation Accuracy: 0.863281
Epoch 10, Batch 401 - Loss:   174.6259 Validation Accuracy: 0.863281
Epoch 10, Batch 402 - Loss:   274.5527 Validation Accuracy: 0.863281
Epoch 10, Batch 403 - Loss:   212.6034 Validation Accuracy: 0.863281
Epoch 10, Batch 404 - Loss:   243.2971 Validation Accuracy: 0.859375
Epoch 10, Batch 405 - Loss:   173.1194 Validation Accuracy: 0.863281
Epoch 10, Batch 406 - Loss:   234.3719 Validation Accuracy: 0.863281
Epoch 10, Batch 407 - Loss:   246.8054 Validation Accuracy: 0.863281
Epoch 10, Batch 408 - Loss:   108.3911 Validation Accuracy: 0.859375
Epoch 10, Batch 409 - Loss:   291.3068 Validation Accuracy: 0.863281
Epoch 10, Batch 410 - Loss:   280.3262 Validation Accuracy: 0.863281
Epoch 10, Batch 411 - Loss:   391.9157 Validation Accuracy: 0.859375
Epoch 10, Batch 412 - Loss:   241.8194 Validation Accuracy: 0.859375
Epoch 10, Batch 413 - Loss:   200.6990 Validation Accuracy: 0.859375
Epoch 10, Batch 414 - Loss:   315.9691 Validation Accuracy: 0.855469
Epoch 10, Batch 415 - Loss:   188.6275 Validation Accuracy: 0.855469
Epoch 10, Batch 416 - Loss:   250.7225 Validation Accuracy: 0.859375
Epoch 10, Batch 417 - Loss:   246.7775 Validation Accuracy: 0.855469
Epoch 10, Batch 418 - Loss:   225.9434 Validation Accuracy: 0.859375
Epoch 10, Batch 419 - Loss:   246.0364 Validation Accuracy: 0.859375
Epoch 10, Batch 420 - Loss:   322.7268 Validation Accuracy: 0.859375
Epoch 10, Batch 421 - Loss:   265.9769 Validation Accuracy: 0.859375
Epoch 10, Batch 422 - Loss:   246.3733 Validation Accuracy: 0.859375
Epoch 10, Batch 423 - Loss:   247.3746 Validation Accuracy: 0.863281
Epoch 10, Batch 424 - Loss:   228.1223 Validation Accuracy: 0.859375
Epoch 10, Batch 425 - Loss:   214.1839 Validation Accuracy: 0.859375
Epoch 10, Batch 426 - Loss:   303.5068 Validation Accuracy: 0.859375
Epoch 10, Batch 427 - Loss:   302.5839 Validation Accuracy: 0.859375
Epoch 10, Batch 428 - Loss:   289.9084 Validation Accuracy: 0.859375
Epoch 10, Batch 429 - Loss:   294.8842 Validation Accuracy: 0.859375
Testing Accuracy: 0.83984375

In [ ]: