Algorithm optimization aims to enhance the performance and efficiency of computations by refining the methods through which tasks are executed. This process can involve reducing the time complexity or space complexity of algorithms, leading to faster execution and lower resource consumption. Optimized algorithms can significantly impact large-scale applications by improving their response times and overall performance. Ultimately, achieving optimal algorithms is critical in fields like data processing, computer graphics, and machine learning, where efficiency is paramount.