Notes on Kernel Methods in Machine Learning. - Diego Armando Perez-Rosero; Danna Valentina Salazar-Dubois; Juan Camilo Lugo-Rojas; Andrés Marino Álvarez-Meza; Germán Castellanos-Domínguez (CoRR, 2025)