The Kubler Encoder represents a novel approach to dimensional reduction. Unlike traditional methods that rely on linear transformations, the Kubler Encoder leverages non-linear Kubler Encoder mathematical functions to capture intricate patterns within data. This empowers the reduction of high-dimensional datasets while preserving essential informat