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