Machine Learning, Artificial Intelligence, Topology, Transformers, Neural Networks.
framework, providing a lens for reasoning about learners. While theorists often grapple with offering prescriptive guidance to practitioners, the insights derived from this paper hold actionable implications for the deployment of neural networks. Specifically, this research is expected to catalyze