Advancing Computational Intelligence: AI-Based Algorithm Design and Optimization in Programming

Abstract

The research explores AI technique implementations in algorithm optimization and design frameworks to understand their crucial impact on programming challenges and efficiency increases. This investigation analyzes GPU performance through the GPU Benchmarks Compilation dataset while deeply assessing their impact on AI-based algorithm operation. The dataset provides detailed benchmarking information for GPUs that includes computational throughput combined with cost-performance ratios and energy efficiency metrics thereby establishing strong foundations for analyzing AI-driven computational developments. This research investigation uncovered major GPU capability evolutions which demonstrate why GPUs remain important for processing advanced AI processing models. The research unveils fundamental information about GPU evolution which shows how novel GPU developments deliver efficient scaling solutions for executing AI-based computational workloads. The research puts particular emphasis on energy efficiency because it addresses the growing computational needs of AI applications. This research examines the practical implications of its findings for computational intelligence frameworks that will exist in the coming years. The study reviews benchmark patterns to establish methods which optimize algorithm designs when utilizing enhanced GPU technology. The research discovers ways to combine AI methods with upcoming GPU technologies to develop advanced computational solutions that deliver maximum efficiency. The ongoing study supports computational intelligence research through its work to connect artificial intelligence methods with recent advancements in hardware. The research shows how AI-based algorithm optimization methods can propel breakthroughs in programming and problem-solving techniques. Findings from this research create an academic foundation for upcoming studies of GPU performance alongside AI integration which continues to further advance the discipline of computational intelligence with real-world applications.