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 intricate patterns within data. This facilitates the compression of high-dimensional datasets while preserving fundamental info