The values of different layers are the objects, also called the placeholders, for inputs and labels. These placeholders are used for feeding the data into the network. The following lines of code shows the placeholders for inputs and labels:
X = tf.placeholder(X_train.dtype, shape=[None,n_inputs])
y = tf.placeholder(y_train.dtype)