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<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0//EN" "http://www.w3.org/TR/REC-html40/strict.dtd">
<html><head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="qrichtext" content="1" /><style type="text/css">
p, li { white-space: pre-wrap; }
</style></head><body style=" font-family:'Ubuntu Mono'; font-size:11pt; font-weight:400; font-style:normal;">
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Python 3.6.4 |Anaconda, Inc.| (default, Jan 16 2018, 18:10:19)</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Type "copyright", "credits" or "license" for more information.</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">IPython 6.2.1 -- An enhanced Interactive Python.</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">1</span><span style=" color:#000080;">]:</span> runfile('/home/ist/codes/datascience/machine_learning/dog_cat_classifier/Project_dog_cat_classifier_v2.0.py', wdir='/home/ist/codes/datascience/machine_learning/dog_cat_classifier')</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">/home/ist/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> from ._conv import register_converters as _register_converters</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Using TensorFlow backend.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 2002 images belonging to 2 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 1008 images belonging to 2 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 1/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> 4/125 [..............................] - ETA: 3:25 - loss: 1.9839 - acc: 0.5469Traceback <span style=" color:#4682b4;">(most recent call last)</span>:</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"<ipython-input-1-8d82d2c3eb94>"</span>, line <span style=" color:#00ff00;">1</span>, in <span style=" color:#ff00ff;"><module></span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> runfile('/home/ist/codes/datascience/machine_learning/dog_cat_classifier/Project_dog_cat_classifier_v2.0.py', wdir='/home/ist/codes/datascience/machine_learning/dog_cat_classifier')</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/spyder/utils/site/sitecustomize.py"</span>, line <span style=" color:#00ff00;">705</span>, in <span style=" color:#ff00ff;">runfile</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> execfile(filename, namespace)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/spyder/utils/site/sitecustomize.py"</span>, line <span style=" color:#00ff00;">102</span>, in <span style=" color:#ff00ff;">execfile</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> exec(compile(f.read(), filename, 'exec'), namespace)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/codes/datascience/machine_learning/dog_cat_classifier/Project_dog_cat_classifier_v2.0.py"</span>, line <span style=" color:#00ff00;">83</span>, in <span style=" color:#ff00ff;"><module></span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> validation_steps=nb_validation_samples // batch_size)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/keras/legacy/interfaces.py"</span>, line <span style=" color:#00ff00;">91</span>, in <span style=" color:#ff00ff;">wrapper</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> return func(*args, **kwargs)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/keras/models.py"</span>, line <span style=" color:#00ff00;">1315</span>, in <span style=" color:#ff00ff;">fit_generator</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> initial_epoch=initial_epoch)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/keras/legacy/interfaces.py"</span>, line <span style=" color:#00ff00;">91</span>, in <span style=" color:#ff00ff;">wrapper</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> return func(*args, **kwargs)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/keras/engine/training.py"</span>, line <span style=" color:#00ff00;">2194</span>, in <span style=" color:#ff00ff;">fit_generator</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> generator_output = next(output_generator)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> File <span style=" color:#00ff00;">"/home/ist/anaconda3/lib/python3.6/site-packages/keras/utils/data_utils.py"</span>, line <span style=" color:#00ff00;">584</span>, in <span style=" color:#ff00ff;">get</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> six.raise_from(StopIteration(e), e)</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#4682b4;"> File </span><span style=" color:#006400;">"<string>"</span><span style=" color:#4682b4;">, line </span><span style=" color:#006400;">3</span><span style=" color:#4682b4;">, in </span><span style=" color:#9400d3;">raise_from</span></p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#8b0000;">StopIteration:</span> cannot identify image file 'data/train/cats/cat.100.jpg'</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">2</span><span style=" color:#000080;">]:</span> </p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">2</span><span style=" color:#000080;">]:</span> runfile('/home/ist/codes/datascience/machine_learning/dog_cat_classifier/Project_dog_cat_classifier_v2.0.py', wdir='/home/ist/codes/datascience/machine_learning/dog_cat_classifier')</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 2001 images belonging to 2 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 1008 images belonging to 2 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 1/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 102s 817ms/step - loss: 0.7062 - acc: 0.5110 - val_loss: 0.6746 - val_acc: 0.5238</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 2/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 738ms/step - loss: 0.6728 - acc: 0.5945 - val_loss: 0.6444 - val_acc: 0.6238</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 3/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 745ms/step - loss: 0.6368 - acc: 0.6615 - val_loss: 0.5879 - val_acc: 0.6925</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 4/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 739ms/step - loss: 0.6277 - acc: 0.6590 - val_loss: 0.5660 - val_acc: 0.6837</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 5/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 97s 773ms/step - loss: 0.5917 - acc: 0.6930 - val_loss: 0.5792 - val_acc: 0.6875</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 6/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 731ms/step - loss: 0.5795 - acc: 0.7055 - val_loss: 0.5388 - val_acc: 0.7063</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 7/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 731ms/step - loss: 0.5485 - acc: 0.7245 - val_loss: 0.5377 - val_acc: 0.7288</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 8/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 96s 772ms/step - loss: 0.5415 - acc: 0.7295 - val_loss: 0.5440 - val_acc: 0.7188</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 9/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 744ms/step - loss: 0.5353 - acc: 0.7445 - val_loss: 0.5014 - val_acc: 0.7525</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 10/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 744ms/step - loss: 0.5181 - acc: 0.7410 - val_loss: 0.4850 - val_acc: 0.7650</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 11/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 745ms/step - loss: 0.5193 - acc: 0.7550 - val_loss: 0.4893 - val_acc: 0.7675</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 12/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 740ms/step - loss: 0.5122 - acc: 0.7565 - val_loss: 0.5228 - val_acc: 0.7538</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 13/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 737ms/step - loss: 0.4829 - acc: 0.7745 - val_loss: 0.4945 - val_acc: 0.7712</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 14/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 738ms/step - loss: 0.4867 - acc: 0.7790 - val_loss: 0.5403 - val_acc: 0.7700</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 15/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 96s 768ms/step - loss: 0.4798 - acc: 0.7750 - val_loss: 0.5527 - val_acc: 0.7375</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 16/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 745ms/step - loss: 0.4799 - acc: 0.7805 - val_loss: 0.4979 - val_acc: 0.7775</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 17/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 94s 755ms/step - loss: 0.4471 - acc: 0.8085 - val_loss: 0.6786 - val_acc: 0.6975</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 18/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 737ms/step - loss: 0.4705 - acc: 0.7960 - val_loss: 0.5083 - val_acc: 0.7650</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 19/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 731ms/step - loss: 0.4459 - acc: 0.8040 - val_loss: 0.4701 - val_acc: 0.7762</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 20/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 739ms/step - loss: 0.4373 - acc: 0.8050 - val_loss: 0.4973 - val_acc: 0.7750</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 21/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 102s 817ms/step - loss: 0.4249 - acc: 0.8080 - val_loss: 0.5149 - val_acc: 0.7638</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 22/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 744ms/step - loss: 0.4367 - acc: 0.8065 - val_loss: 0.4851 - val_acc: 0.7588</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 23/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 97s 775ms/step - loss: 0.4508 - acc: 0.7935 - val_loss: 0.6701 - val_acc: 0.7400</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 24/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 98s 784ms/step - loss: 0.4348 - acc: 0.8185 - val_loss: 0.4822 - val_acc: 0.7975</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 25/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 108s 867ms/step - loss: 0.4002 - acc: 0.8195 - val_loss: 0.5543 - val_acc: 0.7738</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 26/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 94s 755ms/step - loss: 0.4416 - acc: 0.8010 - val_loss: 0.5302 - val_acc: 0.7575</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 27/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 735ms/step - loss: 0.4226 - acc: 0.8290 - val_loss: 0.5110 - val_acc: 0.7863</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 28/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 728ms/step - loss: 0.4354 - acc: 0.8125 - val_loss: 0.5220 - val_acc: 0.7512</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 29/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 742ms/step - loss: 0.4179 - acc: 0.8155 - val_loss: 0.5058 - val_acc: 0.7688</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 30/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 731ms/step - loss: 0.4022 - acc: 0.8355 - val_loss: 0.4507 - val_acc: 0.8063</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 31/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 740ms/step - loss: 0.4111 - acc: 0.8130 - val_loss: 0.4587 - val_acc: 0.7850</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 32/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 742ms/step - loss: 0.4046 - acc: 0.8275 - val_loss: 0.6704 - val_acc: 0.7775</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 33/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 731ms/step - loss: 0.4110 - acc: 0.8245 - val_loss: 0.5049 - val_acc: 0.7638</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 34/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 731ms/step - loss: 0.3931 - acc: 0.8320 - val_loss: 0.8114 - val_acc: 0.7588</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 35/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 736ms/step - loss: 0.4246 - acc: 0.8150 - val_loss: 0.5084 - val_acc: 0.7850</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 36/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 95s 762ms/step - loss: 0.4231 - acc: 0.8135 - val_loss: 0.4991 - val_acc: 0.7525</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 37/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 94s 748ms/step - loss: 0.3920 - acc: 0.8270 - val_loss: 0.4758 - val_acc: 0.7725</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 38/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 94s 750ms/step - loss: 0.3898 - acc: 0.8355 - val_loss: 0.4809 - val_acc: 0.7913</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 39/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 743ms/step - loss: 0.4092 - acc: 0.8320 - val_loss: 0.5089 - val_acc: 0.7800</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 40/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 94s 754ms/step - loss: 0.4135 - acc: 0.8220 - val_loss: 0.5331 - val_acc: 0.7675</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 41/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 97s 779ms/step - loss: 0.3948 - acc: 0.8215 - val_loss: 0.7330 - val_acc: 0.7188</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 42/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 727ms/step - loss: 0.4177 - acc: 0.8225 - val_loss: 0.6725 - val_acc: 0.7675</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 43/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 730ms/step - loss: 0.3999 - acc: 0.8370 - val_loss: 0.4541 - val_acc: 0.7925</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 44/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 728ms/step - loss: 0.3781 - acc: 0.8380 - val_loss: 0.5568 - val_acc: 0.7612</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 45/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 95s 762ms/step - loss: 0.3776 - acc: 0.8420 - val_loss: 0.6361 - val_acc: 0.7688</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 46/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 91s 726ms/step - loss: 0.3689 - acc: 0.8535 - val_loss: 0.5269 - val_acc: 0.7825</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 47/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 745ms/step - loss: 0.3724 - acc: 0.8520 - val_loss: 0.5067 - val_acc: 0.7900</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 48/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 737ms/step - loss: 0.3760 - acc: 0.8475 - val_loss: 0.4579 - val_acc: 0.7963</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 49/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 92s 734ms/step - loss: 0.3684 - acc: 0.8430 - val_loss: 0.5348 - val_acc: 0.7725</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 50/50</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">125/125 [==============================] - 93s 748ms/step - loss: 0.3583 - acc: 0.8410 - val_loss: 0.4954 - val_acc: 0.7900</p>
<p style="-qt-paragraph-type:empty; margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><br /></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"><span style=" color:#000080;">In [</span><span style=" font-weight:600; color:#000080;">3</span><span style=" color:#000080;">]:</span> </p></body></html>