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plausible samples to construct synthetic time series of weather data. Brief Review of GAN’s: Schematic Architecture of Generative Adversarial Networks (Image by Author) GANs architecture comprise of two sub-modes called Generator (G) and Discriminator (D), that compete with each other with the goal