Nutrient intake estimation is a critical process in nutritional science, aiming to quantify the amounts of various nutrients consumed by individuals or populations. It involves the use of dietary assessment methods to evaluate food consumption patterns and nutrient content, which is essential for understanding dietary habits, assessing nutritional status, and guiding public health policies.