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A nonlinear transform is a mathematical operation that maps input values to output values in a way that does not preserve straight lines or constant ratios. Unlike linear transformations, which maintain the structure of space by keeping lines straight and preserving angles and proportions, nonlinear transformations can warp, stretch, or bend the input space. These are commonly used in fields like computer graphics, physics, and machine learning to model complex behaviors—such as simulating wave