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How does a GAN generate new data? A Generative Adversarial Network (GAN) is a deep learning model that generates new data by learning from existing datasets. It consists of two neural networks: the Generator and the Discriminator, which work against each other in a competitive setting. The Generator creates synthetic data samples, such as images, text, or audio, by transforming random noise into structured outputs. Initially, these outputs are random and unrecognizable. However, through continuous training, the Generator improves its ability to create realistic data. The Discriminator, on the other hand, is a classifier that distinguishes between real data from the training set and fake data generated by the Generator. It provides feedback to the Generator, helping it improve the quality of synthetic data. The competition between these two networks pushes the Generator to produce highly realistic data over time. GANs use a minimax game theory approach, where the Generator tries to minimize its errors while the Discriminator tries to maximize its accuracy in detecting fake data. As training progresses, the Generator becomes better at fooling the Discriminator, leading to the generation of highly realistic synthetic content. GANs have diverse applications, including image generation, deepfake creation, text-to-image synthesis, drug discovery, and style transfer. However, challenges like mode collapse, training instability, and ethical concerns remain critical in GAN research. For those interested in mastering GANs and other AI techniques, enrolling in a Gen AI certification course by The IoT Academy can be beneficial. Visit on:- https://www.theiotacademy.co/advanced-generative-ai-course #ArtificialIntelligence #MachineLearning #GenerativeAI #DeepLearning #AITraining

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