Soil classification is essential for understanding soil properties and their suitability for conveying the characteristics of soil types. In this study. we present a prediction of soil classification using fewer soil variables by employing the random forest (RF) technique in machine learning. This study compiled the parameters outlined in the unified soil classification system (USCS). https://proozya.shop/product-category/return/