Python Deep Learning Projects

Module 3 – GAN.py

This module contains the DCGAN components, namely img_generator(), img_discriminator(), and dcgan():

"""This module contains the DCGAN components."""from keras.layers import Input, Conv2D, AveragePooling2Dfrom keras.layers import UpSampling2D, Flatten, Activation, BatchNormalizationfrom keras.models import Model, Sequentialfrom keras.layers.core import Dense, Dropoutfrom keras.layers.advanced_activations import LeakyReLUdef img_generator(input_shape):    """Generator."""    generator = Sequential()    generator.add(Conv2D(32, (3, 3), padding='same', input_shape=input_shape))    generator.add(BatchNormalization())    generator.add(Activation('relu'))    generator.add(AveragePooling2D(pool_size=(2, 2))) generator.add(Conv2D(64, (3, 3), padding='same')) ...