enemy7 commited on
Commit
4a6fa87
·
1 Parent(s): bb23f0b

Update main.py

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Files changed (1) hide show
  1. main.py +4 -12
main.py CHANGED
@@ -631,16 +631,8 @@ output_layer = tf.keras.layers.Dense(1,activation='sigmoid',name="Spam")(f1)
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  model = tf.keras.Model(inputs=[string_input, length_input,currency_input,spam_word_input,emoji_input,contain_input,email_input,phone_input], outputs=output_layer)
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  model.compile(optimizer='adam', loss='binary_crossentropy',metrics=['accuracy',
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- tf.keras.metrics.Precision(),
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- tf.keras.metrics.Recall(),
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- tf.keras.metrics.TruePositives(),
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- tf.keras.metrics.TrueNegatives(),
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- tf.keras.metrics.FalsePositives(),
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- tf.keras.metrics.FalseNegatives(),
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- tf.keras.metrics.AUC(),
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- tf.keras.metrics.PrecisionAtRecall(0.5),
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- tf.keras.metrics.SensitivityAtSpecificity(0.5),
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- tf.keras.metrics.SpecificityAtSensitivity(0.5)]
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  )
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  model.summary()
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@@ -694,8 +686,8 @@ class MyCustomCallback(tf.keras.callbacks.Callback):
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  k = model.fit(X_train,
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  y_train,
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- epochs=2,
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- batch_size=512,
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  validation_data=(X_test, y_test),
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  callbacks=[MyCustomCallback(),tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=10),tensorboard_callback],
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  verbose=1
 
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  model = tf.keras.Model(inputs=[string_input, length_input,currency_input,spam_word_input,emoji_input,contain_input,email_input,phone_input], outputs=output_layer)
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  model.compile(optimizer='adam', loss='binary_crossentropy',metrics=['accuracy',
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+ tf.keras.metrics.Precision()
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+ tf.keras.metrics.AUC()]
 
 
 
 
 
 
 
 
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  )
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  model.summary()
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  k = model.fit(X_train,
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  y_train,
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+ epochs=10,
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+ batch_size=1024,
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  validation_data=(X_test, y_test),
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  callbacks=[MyCustomCallback(),tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=10),tensorboard_callback],
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  verbose=1