Phosphorus is one of the important biochemical components of plant organic matter and it helps to maintain the health of the plants. This study is conducted in some part of Aurangabad region, aimed to compare the PLSR and SVMR methods for predicting the phosphorus (Cp) content available in leaves in different plants using spectroscopy in Vis-NIIR reflectance spectroscopy. A total 38 leaf samples taken from jawar and maize plants were collected. In the plant 35% to 40% phosphorus content were found.