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Empirical investigation of Convex Optimization solvers (L-BFGS, SAGA) for subscriber churn prediction. Features a FastAPI inference layer and Streamlit UI.
Topology-preserving manifold discovery for high-dimensional sparse signal spaces using Self-Organizing Maps (SOM). Focuses on non-convex quantization error minimization and structural visualization.