The Kubler Encoder represents a groundbreaking approach to dimensional reduction. Unlike traditional methods that rely on linear transformations, the Kubler Encoder leverages sophisticated mathematical functions to capture hidden patterns within data. This facilitates the compression of high-dimensional datasets while preserving essential informati