Hands-On Deep Learning Algorithms with Python

Generating specific handwritten digits using CGAN

We just learned how CGAN works and the architecture of CGAN. To strengthen our understanding, now we will learn how to implement CGAN in TensorFlow for generating an image of specific handwritten digit, say digit 7.

First, Load the required libraries:

import warningswarnings.filterwarnings('ignore')import numpy as npimport tensorflow as tffrom tensorflow.examples.tutorials.mnist import input_datatf.logging.set_verbosity(tf.logging.ERROR)tf.reset_default_graph()import matplotlib.pyplot as plt%matplotlib inlinefrom IPython import display

Load the MNIST dataset:

data = input_data.read_data_sets("data/mnist",one_hot=True)