The philosophy of dimensionality reduction is ultimately about balance: how much of reality can we afford to simplify without losing its essence? While it is a powerful tool for understanding, it also serves as a reminder of the inherent incompleteness of human knowledge. In this sense, dimensionality reduction is not just a mathematical or computational technique—it is a philosophical exercise in humility, abstraction, and the pursuit of meaning amidst complexity.
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