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