GANs are a class of machine learning frameworks that can generate new and realistic images that appear authentic to human observers. By combining GANs with Convolutional Neural Networks (CNNs), the process of generating images can be further enhanced, resulting in what is known as Deep Convolutional Generative Adversarial Networks (DCGANs).