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 warnings
warnings.filterwarnings('ignore')

import numpy as np
import tensorflow as tf
from tensorflow.examples.tutorials.mnist import input_data
tf.logging.set_verbosity(tf.logging.ERROR)
tf.reset_default_graph()

import matplotlib.pyplot as plt
%matplotlib inline

from IPython import display

Load the MNIST dataset:

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