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Vsanku01/sine-wave.py

Created May 30, 2020 19:16
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LSTM Sine wave
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sine-wave.py
early_stop = EarlyStopping(monitor='val_loss',patience=2)
length = 49
batch_size = 1
generator = TimeseriesGenerator(scaled_train,scaled_train,length=length,batch_size=batch_size)
validation_generator = TimeseriesGenerator(scaled_test,scaled_test,length=length,batch_size=batch_size)
model = Sequential()
model.add(LSTM(50,input_shape=(length,n_features)))
model.add(Dense(1))
model.compile(optimizer = 'adam',loss='mse',metrics=['accuracy'])
model.fit_generator(generator,epochs=20,validation_data=validation_generator,callbacks=[early_stop])
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