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T.H.C. Heshan
2023-232
Commits
054d3337
Commit
054d3337
authored
May 26, 2023
by
T.H.C. Heshan
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Update model.py
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4efaddb6
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model.py
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054d3337
...
@@ -86,6 +86,9 @@ val_spectrogram_ds = val_spectrogram_ds.cache().prefetch(tf.data.AUTOTUNE)
...
@@ -86,6 +86,9 @@ val_spectrogram_ds = val_spectrogram_ds.cache().prefetch(tf.data.AUTOTUNE)
test_spectrogram_ds
=
test_spectrogram_ds
.
cache
()
.
prefetch
(
tf
.
data
.
AUTOTUNE
)
test_spectrogram_ds
=
test_spectrogram_ds
.
cache
()
.
prefetch
(
tf
.
data
.
AUTOTUNE
)
#use a simple convolutional neural network (CNN), since you have transformed the audio files into spectrogram images
#tf.keras.layers.Resizing: to downsample the input to enable the model to train faster.
#tf.keras.layers.Normalization: to normalize each pixel in the image based on its mean and standard deviation
input_shape
=
example_spectrograms
.
shape
[
1
:]
input_shape
=
example_spectrograms
.
shape
[
1
:]
print
(
'Input shape:'
,
input_shape
)
print
(
'Input shape:'
,
input_shape
)
num_labels
=
len
(
label_names
)
num_labels
=
len
(
label_names
)
...
...
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