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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:'Consolas'; font-size:10pt; 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;"><span style=" color:#4682b4;"> File </span><span style=" color:#006400;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\keras\callbacks\callbacks.py"</span><span style=" color:#4682b4;">, line </span><span style=" color:#006400;">611</span><span style=" color:#4682b4;">, in </span><span style=" color:#9400d3;">on_epoch_end</span></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;"> self.progbar.update(self.seen, self.log_values)</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;">AttributeError:</span> 'ProgbarLogger' object has no attribute 'log_values'</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;">5</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;">5</span><span style=" color:#000080;">]:</span> print(directory2+"\\train_files")</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">C:\Users\rrhoa\Documents\Classes\EEE488\ESC_capstone\train_files</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;">6</span><span style=" color:#000080;">]:</span> runfile('C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_Python/initial_test.py', wdir='C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_Python')</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> filename fold target ... Unnamed: 9 Unnamed: 10 Unnamed: 11</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">400 2-100648-A-43.png 2 43 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">401 2-100786-A-1.png 2 1 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">402 2-101676-A-10.png 2 10 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">403 2-102414-A-17.png 2 17 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">404 2-102414-B-17.png 2 17 ... NaN NaN NaN</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;">[5 rows x 12 columns]</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> filename fold target ... Unnamed: 9 Unnamed: 10 Unnamed: 11</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">0 1-100032-A-0.png 1 0 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">1 1-100038-A-14.png 1 14 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">2 1-100210-A-36.png 1 36 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">3 1-100210-B-36.png 1 36 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">4 1-101296-A-19.png 1 19 ... NaN NaN NaN</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;">[5 rows x 12 columns]</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 1200 validated image filenames belonging to 5 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 400 validated image filenames belonging to 5 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Model: "sequential_5"</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Layer (type) Output Shape Param # </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">=================================================================</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_25 (Conv2D) (None, 64, 64, 32) 896 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_29 (Activation) (None, 64, 64, 32) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_26 (Conv2D) (None, 62, 62, 64) 18496 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_30 (Activation) (None, 62, 62, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">max_pooling2d_13 (MaxPooling (None, 31, 31, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_17 (Dropout) (None, 31, 31, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_27 (Conv2D) (None, 31, 31, 64) 36928 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_31 (Activation) (None, 31, 31, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_28 (Conv2D) (None, 29, 29, 64) 36928 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_32 (Activation) (None, 29, 29, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">max_pooling2d_14 (MaxPooling (None, 14, 14, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_18 (Dropout) (None, 14, 14, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_29 (Conv2D) (None, 14, 14, 128) 73856 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_33 (Activation) (None, 14, 14, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_30 (Conv2D) (None, 12, 12, 128) 147584 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_34 (Activation) (None, 12, 12, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">max_pooling2d_15 (MaxPooling (None, 6, 6, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_19 (Dropout) (None, 6, 6, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">flatten_5 (Flatten) (None, 4608) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dense_9 (Dense) (None, 512) 2359808 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_35 (Activation) (None, 512) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_20 (Dropout) (None, 512) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dense_10 (Dense) (None, 10) 5130 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">=================================================================</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Total params: 2,679,626</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Trainable params: 2,679,626</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Non-trainable params: 0</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 1/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Traceback <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-6-c42c95981279>"</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('C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_Python/initial_test.py', wdir='C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_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;"> File <span style=" color:#00ff00;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\spyder_kernels\customize\spydercustomize.py"</span>, line <span style=" color:#00ff00;">827</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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\spyder_kernels\customize\spydercustomize.py"</span>, line <span style=" color:#00ff00;">110</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;">"C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_Python/initial_test.py"</span>, line <span style=" color:#00ff00;">186</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;"> epochs=150</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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\keras\engine\training.py"</span>, line <span style=" color:#00ff00;">1732</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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\keras\engine\training_generator.py"</span>, line <span style=" color:#00ff00;">220</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;"> reset_metrics=False)</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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\keras\engine\training.py"</span>, line <span style=" color:#00ff00;">1508</span>, in <span style=" color:#ff00ff;">train_on_batch</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> class_weight=class_weight)</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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\keras\engine\training.py"</span>, line <span style=" color:#00ff00;">621</span>, in <span style=" color:#ff00ff;">_standardize_user_data</span></p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> exception_prefix='target')</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;">"C:\Users\rrhoa\Anaconda3\envs\tensorflow_cpu\lib\site-packages\keras\engine\training_utils.py"</span><span style=" color:#4682b4;">, line </span><span style=" color:#006400;">145</span><span style=" color:#4682b4;">, in </span><span style=" color:#9400d3;">standardize_input_data</span></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;"> str(data_shape))</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;">ValueError:</span> Error when checking target: expected dense_10 to have shape (10,) but got array with shape (5,)</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;">7</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;">7</span><span style=" color:#000080;">]:</span> runfile('C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_Python/initial_test.py', wdir='C:/Users/rrhoa/Documents/Classes/EEE488/AudioML_Python')</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> filename fold target ... Unnamed: 9 Unnamed: 10 Unnamed: 11</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">400 2-100648-A-43.png 2 43 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">401 2-100786-A-1.png 2 1 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">402 2-101676-A-10.png 2 10 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">403 2-102414-A-17.png 2 17 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">404 2-102414-B-17.png 2 17 ... NaN NaN NaN</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;">[5 rows x 12 columns]</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;"> filename fold target ... Unnamed: 9 Unnamed: 10 Unnamed: 11</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">0 1-100032-A-0.png 1 0 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">1 1-100038-A-14.png 1 14 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">2 1-100210-A-36.png 1 36 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">3 1-100210-B-36.png 1 36 ... NaN NaN NaN</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">4 1-101296-A-19.png 1 19 ... NaN NaN NaN</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;">[5 rows x 12 columns]</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 1200 validated image filenames belonging to 5 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 400 validated image filenames belonging to 5 classes.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Model: "sequential_6"</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Layer (type) Output Shape Param # </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">=================================================================</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_31 (Conv2D) (None, 64, 64, 32) 896 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_36 (Activation) (None, 64, 64, 32) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_32 (Conv2D) (None, 62, 62, 64) 18496 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_37 (Activation) (None, 62, 62, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">max_pooling2d_16 (MaxPooling (None, 31, 31, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_21 (Dropout) (None, 31, 31, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_33 (Conv2D) (None, 31, 31, 64) 36928 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_38 (Activation) (None, 31, 31, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_34 (Conv2D) (None, 29, 29, 64) 36928 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_39 (Activation) (None, 29, 29, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">max_pooling2d_17 (MaxPooling (None, 14, 14, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_22 (Dropout) (None, 14, 14, 64) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_35 (Conv2D) (None, 14, 14, 128) 73856 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_40 (Activation) (None, 14, 14, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">conv2d_36 (Conv2D) (None, 12, 12, 128) 147584 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_41 (Activation) (None, 12, 12, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">max_pooling2d_18 (MaxPooling (None, 6, 6, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_23 (Dropout) (None, 6, 6, 128) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">flatten_6 (Flatten) (None, 4608) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dense_11 (Dense) (None, 512) 2359808 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">activation_42 (Activation) (None, 512) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dropout_24 (Dropout) (None, 512) 0 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">dense_12 (Dense) (None, 5) 2565 </p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">=================================================================</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Total params: 2,677,061</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Trainable params: 2,677,061</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Non-trainable params: 0</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">_________________________________________________________________</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 1/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 797ms/step - loss: 1.6136 - accuracy: 0.2312 - val_loss: 1.5531 - val_accuracy: 0.3750</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 2/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 780ms/step - loss: 1.5484 - accuracy: 0.3193 - val_loss: 1.6060 - val_accuracy: 0.3451</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 3/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 33s 900ms/step - loss: 1.4909 - accuracy: 0.3493 - val_loss: 1.3782 - val_accuracy: 0.4674</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 4/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 727ms/step - loss: 1.4205 - accuracy: 0.3990 - val_loss: 1.3449 - val_accuracy: 0.4266</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 5/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 734ms/step - loss: 1.3740 - accuracy: 0.4212 - val_loss: 1.3245 - val_accuracy: 0.5054</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 6/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 725ms/step - loss: 1.3288 - accuracy: 0.4452 - val_loss: 1.3023 - val_accuracy: 0.4620</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 7/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 730ms/step - loss: 1.2997 - accuracy: 0.4700 - val_loss: 1.1632 - val_accuracy: 0.4484</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 8/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 745ms/step - loss: 1.2254 - accuracy: 0.5135 - val_loss: 1.2075 - val_accuracy: 0.5408</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 9/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 729ms/step - loss: 1.1993 - accuracy: 0.5217 - val_loss: 1.0453 - val_accuracy: 0.5027</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 10/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 734ms/step - loss: 1.1768 - accuracy: 0.5194 - val_loss: 1.1678 - val_accuracy: 0.5489</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 11/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 764ms/step - loss: 1.1000 - accuracy: 0.5677 - val_loss: 0.9796 - val_accuracy: 0.5435</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 12/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 799ms/step - loss: 1.1109 - accuracy: 0.5608 - val_loss: 1.2108 - val_accuracy: 0.4918</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 13/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 738ms/step - loss: 1.0836 - accuracy: 0.5833 - val_loss: 1.3315 - val_accuracy: 0.4973</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 14/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 756ms/step - loss: 0.9932 - accuracy: 0.6182 - val_loss: 1.0086 - val_accuracy: 0.5703</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 15/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 733ms/step - loss: 0.9686 - accuracy: 0.6198 - val_loss: 1.4142 - val_accuracy: 0.5652</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 16/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 735ms/step - loss: 0.9228 - accuracy: 0.6385 - val_loss: 1.0928 - val_accuracy: 0.5707</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 17/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 720ms/step - loss: 0.9031 - accuracy: 0.6550 - val_loss: 1.1457 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 18/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 723ms/step - loss: 0.8205 - accuracy: 0.6858 - val_loss: 1.2396 - val_accuracy: 0.5707</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 19/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 712ms/step - loss: 0.8049 - accuracy: 0.6832 - val_loss: 1.0849 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 20/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 726ms/step - loss: 0.7576 - accuracy: 0.6997 - val_loss: 0.8200 - val_accuracy: 0.5598</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 21/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 742ms/step - loss: 0.7492 - accuracy: 0.7196 - val_loss: 0.6282 - val_accuracy: 0.6386</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 22/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 712ms/step - loss: 0.6759 - accuracy: 0.7517 - val_loss: 1.2845 - val_accuracy: 0.5842</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 23/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29721s 803s/step - loss: 0.6679 - accuracy: 0.7406 - val_loss: 0.9959 - val_accuracy: 0.5761</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 24/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 48s 1s/step - loss: 0.6377 - accuracy: 0.7483 - val_loss: 1.4684 - val_accuracy: 0.5842</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 25/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 31s 845ms/step - loss: 0.6109 - accuracy: 0.7791 - val_loss: 1.0458 - val_accuracy: 0.5870</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 26/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 33s 888ms/step - loss: 0.5597 - accuracy: 0.7931 - val_loss: 0.7685 - val_accuracy: 0.5951</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 27/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 791ms/step - loss: 0.5263 - accuracy: 0.7988 - val_loss: 0.9079 - val_accuracy: 0.5990</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 28/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 815ms/step - loss: 0.4851 - accuracy: 0.8211 - val_loss: 1.6592 - val_accuracy: 0.5978</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 29/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 803ms/step - loss: 0.5048 - accuracy: 0.8012 - val_loss: 1.0428 - val_accuracy: 0.6141</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 30/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 59s 2s/step - loss: 0.4756 - accuracy: 0.8269 - val_loss: 0.5523 - val_accuracy: 0.5815</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 31/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 46s 1s/step - loss: 0.4403 - accuracy: 0.8356 - val_loss: 0.7996 - val_accuracy: 0.5924</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 32/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 52s 1s/step - loss: 0.4205 - accuracy: 0.8536 - val_loss: 1.4725 - val_accuracy: 0.6277</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 33/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 33s 897ms/step - loss: 0.4230 - accuracy: 0.8553 - val_loss: 0.9352 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 34/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 721ms/step - loss: 0.3899 - accuracy: 0.8622 - val_loss: 0.7785 - val_accuracy: 0.5978</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 35/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 725ms/step - loss: 0.3457 - accuracy: 0.8801 - val_loss: 1.3474 - val_accuracy: 0.5707</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 36/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 774ms/step - loss: 0.3483 - accuracy: 0.8801 - val_loss: 0.9537 - val_accuracy: 0.5897</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 37/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 801ms/step - loss: 0.3551 - accuracy: 0.8630 - val_loss: 1.2920 - val_accuracy: 0.5815</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 38/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 720ms/step - loss: 0.3031 - accuracy: 0.8870 - val_loss: 2.5446 - val_accuracy: 0.5625</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 39/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 714ms/step - loss: 0.3024 - accuracy: 0.8938 - val_loss: 1.5768 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 40/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 737ms/step - loss: 0.3036 - accuracy: 0.9020 - val_loss: 1.5270 - val_accuracy: 0.5964</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 41/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 726ms/step - loss: 0.2564 - accuracy: 0.9054 - val_loss: 1.4087 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 42/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 719ms/step - loss: 0.2706 - accuracy: 0.9067 - val_loss: 1.5316 - val_accuracy: 0.5978</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 43/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 719ms/step - loss: 0.2622 - accuracy: 0.9127 - val_loss: 1.9222 - val_accuracy: 0.5924</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 44/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 729ms/step - loss: 0.2590 - accuracy: 0.9071 - val_loss: 1.6535 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 45/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 712ms/step - loss: 0.2475 - accuracy: 0.9028 - val_loss: 0.7701 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 46/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 717ms/step - loss: 0.2014 - accuracy: 0.9307 - val_loss: 1.9623 - val_accuracy: 0.5951</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 47/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 714ms/step - loss: 0.2445 - accuracy: 0.9118 - val_loss: 1.5828 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 48/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 719ms/step - loss: 0.2305 - accuracy: 0.9223 - val_loss: 1.5375 - val_accuracy: 0.6168</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 49/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 706ms/step - loss: 0.2197 - accuracy: 0.9158 - val_loss: 2.9303 - val_accuracy: 0.5625</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 50/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 719ms/step - loss: 0.1750 - accuracy: 0.9350 - val_loss: 1.6799 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 51/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 702ms/step - loss: 0.1819 - accuracy: 0.9375 - val_loss: 2.2057 - val_accuracy: 0.5978</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 52/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 719ms/step - loss: 0.2033 - accuracy: 0.9291 - val_loss: 2.9300 - val_accuracy: 0.6250</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 53/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 713ms/step - loss: 0.2151 - accuracy: 0.9315 - val_loss: 1.7150 - val_accuracy: 0.6042</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 54/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 34s 927ms/step - loss: 0.1748 - accuracy: 0.9349 - val_loss: 2.7829 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 55/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 36s 964ms/step - loss: 0.1560 - accuracy: 0.9461 - val_loss: 2.0873 - val_accuracy: 0.6060</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 56/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 37s 988ms/step - loss: 0.1625 - accuracy: 0.9375 - val_loss: 1.8541 - val_accuracy: 0.6304</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 57/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 735ms/step - loss: 0.1610 - accuracy: 0.9384 - val_loss: 1.7366 - val_accuracy: 0.5924</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 58/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 720ms/step - loss: 0.1382 - accuracy: 0.9443 - val_loss: 1.3614 - val_accuracy: 0.6250</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 59/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 705ms/step - loss: 0.1544 - accuracy: 0.9538 - val_loss: 1.5552 - val_accuracy: 0.6277</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 60/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 727ms/step - loss: 0.1708 - accuracy: 0.9495 - val_loss: 2.2062 - val_accuracy: 0.5679</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 61/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 734ms/step - loss: 0.1457 - accuracy: 0.9493 - val_loss: 0.8361 - val_accuracy: 0.6250</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 62/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 26s 702ms/step - loss: 0.1735 - accuracy: 0.9436 - val_loss: 1.5551 - val_accuracy: 0.6304</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 63/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 32s 851ms/step - loss: 0.1256 - accuracy: 0.9544 - val_loss: 1.4626 - val_accuracy: 0.6576</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 64/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 35s 957ms/step - loss: 0.1355 - accuracy: 0.9538 - val_loss: 1.5578 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 65/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 36s 969ms/step - loss: 0.1229 - accuracy: 0.9563 - val_loss: 1.7214 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 66/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 792ms/step - loss: 0.1637 - accuracy: 0.9592 - val_loss: 1.8099 - val_accuracy: 0.6120</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 67/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 763ms/step - loss: 0.1141 - accuracy: 0.9628 - val_loss: 2.0105 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 68/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 31s 841ms/step - loss: 0.1145 - accuracy: 0.9512 - val_loss: 2.5322 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 69/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 761ms/step - loss: 0.1709 - accuracy: 0.9435 - val_loss: 1.8538 - val_accuracy: 0.5788</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 70/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 758ms/step - loss: 0.1140 - accuracy: 0.9606 - val_loss: 1.2544 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 71/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 756ms/step - loss: 0.1128 - accuracy: 0.9632 - val_loss: 2.5203 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 72/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 751ms/step - loss: 0.1004 - accuracy: 0.9649 - val_loss: 1.6110 - val_accuracy: 0.6223</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 73/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 747ms/step - loss: 0.1389 - accuracy: 0.9521 - val_loss: 1.9221 - val_accuracy: 0.5897</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 74/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 770ms/step - loss: 0.1205 - accuracy: 0.9606 - val_loss: 1.2211 - val_accuracy: 0.6277</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 75/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 755ms/step - loss: 0.1357 - accuracy: 0.9580 - val_loss: 0.8264 - val_accuracy: 0.6250</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 76/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 750ms/step - loss: 0.1212 - accuracy: 0.9572 - val_loss: 2.8242 - val_accuracy: 0.6168</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 77/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 749ms/step - loss: 0.1068 - accuracy: 0.9683 - val_loss: 2.8250 - val_accuracy: 0.6060</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 78/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 757ms/step - loss: 0.1010 - accuracy: 0.9649 - val_loss: 1.7367 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 79/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 749ms/step - loss: 0.1096 - accuracy: 0.9615 - val_loss: 1.1929 - val_accuracy: 0.6380</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 80/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 752ms/step - loss: 0.1266 - accuracy: 0.9640 - val_loss: 2.6598 - val_accuracy: 0.6033</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 81/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 756ms/step - loss: 0.1146 - accuracy: 0.9623 - val_loss: 1.5312 - val_accuracy: 0.6685</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 82/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 756ms/step - loss: 0.0994 - accuracy: 0.9632 - val_loss: 3.3116 - val_accuracy: 0.6005</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 83/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 769ms/step - loss: 0.0814 - accuracy: 0.9747 - val_loss: 2.5492 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 84/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 745ms/step - loss: 0.1116 - accuracy: 0.9692 - val_loss: 1.4696 - val_accuracy: 0.6141</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 85/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 759ms/step - loss: 0.1069 - accuracy: 0.9644 - val_loss: 1.9794 - val_accuracy: 0.6603</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 86/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 764ms/step - loss: 0.0864 - accuracy: 0.9743 - val_loss: 1.7667 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 87/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 770ms/step - loss: 0.0901 - accuracy: 0.9679 - val_loss: 3.1971 - val_accuracy: 0.6304</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 88/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 768ms/step - loss: 0.0927 - accuracy: 0.9709 - val_loss: 1.9337 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 89/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 740ms/step - loss: 0.0897 - accuracy: 0.9731 - val_loss: 3.5045 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 90/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 755ms/step - loss: 0.0575 - accuracy: 0.9812 - val_loss: 1.4729 - val_accuracy: 0.6386</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 91/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 755ms/step - loss: 0.1006 - accuracy: 0.9666 - val_loss: 1.4519 - val_accuracy: 0.6223</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 92/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 770ms/step - loss: 0.0638 - accuracy: 0.9840 - val_loss: 3.7181 - val_accuracy: 0.6068</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 93/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 762ms/step - loss: 0.0949 - accuracy: 0.9683 - val_loss: 1.8101 - val_accuracy: 0.5924</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 94/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 748ms/step - loss: 0.0681 - accuracy: 0.9792 - val_loss: 2.0438 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 95/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 765ms/step - loss: 0.0903 - accuracy: 0.9666 - val_loss: 4.2473 - val_accuracy: 0.6060</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 96/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 767ms/step - loss: 0.0696 - accuracy: 0.9777 - val_loss: 2.2085 - val_accuracy: 0.6223</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 97/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 760ms/step - loss: 0.0687 - accuracy: 0.9772 - val_loss: 2.9679 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 98/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 746ms/step - loss: 0.1063 - accuracy: 0.9688 - val_loss: 2.4634 - val_accuracy: 0.6712</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 99/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 754ms/step - loss: 0.0721 - accuracy: 0.9760 - val_loss: 3.2766 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 100/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 758ms/step - loss: 0.0688 - accuracy: 0.9777 - val_loss: 4.9363 - val_accuracy: 0.5978</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 101/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 764ms/step - loss: 0.1259 - accuracy: 0.9679 - val_loss: 2.6692 - val_accuracy: 0.6386</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 102/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 747ms/step - loss: 0.0555 - accuracy: 0.9835 - val_loss: 3.8397 - val_accuracy: 0.5625</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 103/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 764ms/step - loss: 0.0665 - accuracy: 0.9789 - val_loss: 3.4410 - val_accuracy: 0.6223</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 104/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 747ms/step - loss: 0.1179 - accuracy: 0.9705 - val_loss: 2.5252 - val_accuracy: 0.6413</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 105/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 759ms/step - loss: 0.1106 - accuracy: 0.9760 - val_loss: 3.2514 - val_accuracy: 0.6146</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 106/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 775ms/step - loss: 0.0509 - accuracy: 0.9840 - val_loss: 2.2927 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 107/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 148s 4s/step - loss: 0.0861 - accuracy: 0.9757 - val_loss: 3.5019 - val_accuracy: 0.6304</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 108/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 738ms/step - loss: 0.0887 - accuracy: 0.9786 - val_loss: 1.5227 - val_accuracy: 0.6576</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 109/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 737ms/step - loss: 0.0691 - accuracy: 0.9854 - val_loss: 2.3356 - val_accuracy: 0.5951</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 110/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 745ms/step - loss: 0.0406 - accuracy: 0.9882 - val_loss: 2.7801 - val_accuracy: 0.6549</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 111/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 735ms/step - loss: 0.1067 - accuracy: 0.9683 - val_loss: 1.1153 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 112/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 738ms/step - loss: 0.0592 - accuracy: 0.9820 - val_loss: 5.5051 - val_accuracy: 0.5870</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 113/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 735ms/step - loss: 0.0775 - accuracy: 0.9820 - val_loss: 2.2170 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 114/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 733ms/step - loss: 0.0637 - accuracy: 0.9803 - val_loss: 3.0028 - val_accuracy: 0.6413</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 115/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 728ms/step - loss: 0.0881 - accuracy: 0.9752 - val_loss: 1.5279 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 116/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 736ms/step - loss: 0.0516 - accuracy: 0.9786 - val_loss: 2.3216 - val_accuracy: 0.5897</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 117/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 743ms/step - loss: 0.1061 - accuracy: 0.9747 - val_loss: 3.5891 - val_accuracy: 0.6223</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 118/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 728ms/step - loss: 0.0593 - accuracy: 0.9818 - val_loss: 2.1423 - val_accuracy: 0.6406</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 119/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 737ms/step - loss: 0.0580 - accuracy: 0.9803 - val_loss: 3.3490 - val_accuracy: 0.6440</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 120/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 735ms/step - loss: 0.0685 - accuracy: 0.9812 - val_loss: 3.5952 - val_accuracy: 0.6223</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 121/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 735ms/step - loss: 0.0718 - accuracy: 0.9769 - val_loss: 4.6967 - val_accuracy: 0.5652</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 122/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 743ms/step - loss: 0.0802 - accuracy: 0.9755 - val_loss: 3.2833 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 123/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 733ms/step - loss: 0.0687 - accuracy: 0.9792 - val_loss: 3.1061 - val_accuracy: 0.6576</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 124/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 32s 859ms/step - loss: 0.0764 - accuracy: 0.9772 - val_loss: 1.5726 - val_accuracy: 0.6522</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 125/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 31s 829ms/step - loss: 0.0651 - accuracy: 0.9774 - val_loss: 4.0285 - val_accuracy: 0.5788</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 126/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 798ms/step - loss: 0.0685 - accuracy: 0.9820 - val_loss: 4.6080 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 127/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 772ms/step - loss: 0.0602 - accuracy: 0.9872 - val_loss: 2.1224 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 128/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 765ms/step - loss: 0.0515 - accuracy: 0.9814 - val_loss: 3.0253 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 129/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 771ms/step - loss: 0.1133 - accuracy: 0.9774 - val_loss: 2.1332 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 130/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 807ms/step - loss: 0.0974 - accuracy: 0.9747 - val_loss: 2.8911 - val_accuracy: 0.6522</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 131/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 754ms/step - loss: 0.0358 - accuracy: 0.9863 - val_loss: 2.3638 - val_accuracy: 0.6328</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 132/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 762ms/step - loss: 0.1066 - accuracy: 0.9735 - val_loss: 2.1353 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 133/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 758ms/step - loss: 0.0927 - accuracy: 0.9743 - val_loss: 1.7305 - val_accuracy: 0.6413</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 134/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 772ms/step - loss: 0.1069 - accuracy: 0.9812 - val_loss: 2.8177 - val_accuracy: 0.6440</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 135/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 764ms/step - loss: 0.0454 - accuracy: 0.9846 - val_loss: 2.0838 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 136/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 798ms/step - loss: 0.0896 - accuracy: 0.9812 - val_loss: 3.1353 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 137/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 30s 820ms/step - loss: 0.0572 - accuracy: 0.9795 - val_loss: 4.3729 - val_accuracy: 0.6467</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 138/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 771ms/step - loss: 0.0649 - accuracy: 0.9795 - val_loss: 1.6104 - val_accuracy: 0.6848</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 139/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 739ms/step - loss: 0.0626 - accuracy: 0.9800 - val_loss: 3.2950 - val_accuracy: 0.6141</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 140/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 763ms/step - loss: 0.0372 - accuracy: 0.9890 - val_loss: 5.0277 - val_accuracy: 0.6658</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 141/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 737ms/step - loss: 0.0787 - accuracy: 0.9795 - val_loss: 2.1202 - val_accuracy: 0.6087</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 142/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 923s 25s/step - loss: 0.0940 - accuracy: 0.9786 - val_loss: 2.7408 - val_accuracy: 0.6196</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 143/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 768ms/step - loss: 0.0422 - accuracy: 0.9878 - val_loss: 2.8687 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 144/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 28s 753ms/step - loss: 0.0698 - accuracy: 0.9806 - val_loss: 5.2166 - val_accuracy: 0.6120</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 145/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 736ms/step - loss: 0.0910 - accuracy: 0.9735 - val_loss: 3.5038 - val_accuracy: 0.6359</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 146/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 734ms/step - loss: 0.0248 - accuracy: 0.9932 - val_loss: 1.3281 - val_accuracy: 0.6304</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 147/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 27s 740ms/step - loss: 0.0643 - accuracy: 0.9837 - val_loss: 2.7543 - val_accuracy: 0.6549</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 148/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 31s 837ms/step - loss: 0.0889 - accuracy: 0.9752 - val_loss: 1.7480 - val_accuracy: 0.6630</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 149/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 29s 774ms/step - loss: 0.0558 - accuracy: 0.9820 - val_loss: 2.8852 - val_accuracy: 0.6114</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Epoch 150/150</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">37/37 [==============================] - 32s 871ms/step - loss: 0.0627 - accuracy: 0.9837 - val_loss: 3.6915 - val_accuracy: 0.6332</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">Found 400 validated image filenames.</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">12/12 [==============================] - 3s 253ms/step</p>
<p style=" margin-top:0px; margin-bottom:0px; margin-left:0px; margin-right:0px; -qt-block-indent:0; text-indent:0px;">0.546875</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;">8</span><span style=" color:#000080;">]:</span> </p></body></html>