Architecting intelligent systems necessitates a deep understanding of both the conceptual foundations of AI and the applied challenges presented. This implies carefully determining appropriate algorithms, structures, and training to create systems that can evolve from data and execute complex tasks. A key factor of this methodology is guaranteeing