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augmentation. You can read about these methods by reading these research papers: 1. Data augmentation using Generative Adversarial Networks (GANs) for GAN-based detection of Pneumonia and COVID-19 in chest X-ray images 2. Data Augmentation Generative Adversarial Networks Adding Dropout Layers