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deeplob

print(confusion_matrix(ConY, ConX)) '''

[27684  6886  3837]
[ 5214 56485  4297]
[ 4782  6429 23873]

'''

print(classification_report(ConY, ConX)) ''' precision recall f1-score support

     0.0       0.73      0.72      0.73     38407
     1.0       0.81      0.86      0.83     65996
     2.0       0.75      0.68      0.71     35084

accuracy                           0.77    139487
macro avg       0.76      0.75      0.76    139487
weighted avg       0.77      0.77      0.77    139487

https://blog.csdn.net/weixin_44863328/article/details/107303773

interrupt training when the validation loss isn't decreasing anymore?

use an EarlyStopping callback:

from tensorflow.keras.callbacks import EarlyStopping

early_stopping = EarlyStopping(monitor='val_loss', patience=2)
model.fit(x, y, validation_split=0.2, callbacks=[early_stopping])

https://keras.io/getting_started/faq/#how-can-i-interrupt-training-when-the-validation-loss-isnt-decreasing-anymore

Accuracy Decreasing with higher epochs

https://stackoverflow.com/questions/53242875/accuracy-decreasing-with-higher-epochs

T

batch size

frequency

alpha

learning rate

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