In this study. two predicting tools; Artificial Neural Networks. and Machine Learning model were used to optimize and predict the green sustainable oil synthesis from ripe palm kernel seeds utilizing the Soxhlet extractor with n-hexane. The Artificial Neural Networks result indicates that the highest predicted value obtained was 37. https://pipingrockers.shop/product-category/fennel/