Obesity is a growing global health concern, necessitating innovative approaches for effective management. The Personalized Nutrition and Obesity Management Using BiLSTM (PNOMAS) presents a novel deep learning solution to address this challenge. Utilizing Bidirectional Long Short-Term Memory (BiLSTM) networks, PNOMAS offers a dynamic and adaptive approach to analyzing sequential data related to dietary habits, physical activities, and metabolic changes.