Keras conv2d batchnorm

# import BatchNormalization
from keras.layers.normalization import BatchNormalization

# instantiate model
model = Sequential()

# we can think of this chunk as the input layer
model.add(Dense(64, input_dim=14, init='uniform'))
model.add(BatchNormalization())
model.add(Activation('tanh'))
model.add(Dropout(0.5))

# we can think of this chunk as the hidden layer    
model.add(Dense(64, init='uniform'))
model.add(BatchNormalization())
model.add(Activation('tanh'))
model.add(Dropout(0.5))

# we can think of this chunk as the output layer
model.add(Dense(2, init='uniform'))
model.add(BatchNormalization())
model.add(Activation('softmax'))

# setting up the optimization of our weights 
sgd = SGD(lr=0.1, decay=1e-6, momentum=0.9, nesterov=True)
model.compile(loss='binary_crossentropy', optimizer=sgd)

# running the fitting
model.fit(X_train, y_train, nb_epoch=20, batch_size=16, show_accuracy=True, validation_split=0.2, verbose = 2)

Source: stackoverflow.com

Similar codes

0 vote318 views1 answer
Django multiple search fields
Python
0 vote337 views1 answer
Question command python
Python
0 vote315 views1 answer
Python keyborad back space
Python
0 vote287 views1 answer
NSDictionary fast access
Python
0 vote361 views1 answer
Import data in pandad
Python
1 vote355 views1 answer
How to replace the last character of a string in python
Python
0 vote336 views1 answer
How to make html files open in chrome using python
Python
1 vote344 views1 answer
Failed to execute script
Python
0 vote355 views1 answer
How does sns boxplot determine outliers
Python
1 vote398 views1 answer
How to open chrome console in selenium webdriver
Python