Architecting intelligent systems requires a deep understanding of both the theoretical foundations of AI and the practical challenges check here posed. This entails carefully selecting appropriate algorithms, architectures, and information to build systems that can adapt from data and execute complex tasks. A key aspect of this methodology is guar