Enhance evaluation API and frontend for collaborative filtering methods

Fix SVD convergence and approach comparison data leakage

Fix user-based CF NaN error and make constraint-based brand soft

Initial implementation of TasteEngine: multi-approach recommender system with Flask web UI, evaluation suite, and explanation engine