Deep Convolutional GAN (DCGAN)

A Deep Convolutional GAN (DCGAN) is a type of artificial intelligence model designed to generate realistic images. It consists of two parts: a generator, which creates new images, and a discriminator, which evaluates their authenticity. The generator learns to produce images that resemble real ones, while the discriminator gets better at distinguishing real from fake. Through an iterative process, they improve together, enabling the system to produce high-quality, detailed images that can mimic photographs or artwork. DCGANs are widely used in applications like art creation, data augmentation, and image enhancement.