In current times, the concern for a healthy Nutrition plan has increased significantly. We observe various cases where the sudden tragic death of famous personalities is attributed to changes in lifestyle and Nutritionary habits. Unhealthy Nutrition have also contributed to various diseases, making life challenging for individuals. In addition to engaging in physical exercise, maintaining a balanced and healthy Nutrition is a crucial factor for promoting a healthy lifestyle. In this paper, we propose a Nutrition Recommendation System that offers personalized and healthy Nutrition plans based on individual information, including weight, Nutrition preferences, height, and other relevant factors. The system employs machine learning and deep learning algorithms to analyze this information. By considering the user’s nutritional requirements and health, the system can predict a proper balanced Nutrition plan. Consequently, such a system has the potential to benefit our society by providing individuals with personalized Nutrition plans, encouraging them to adopt and maintain a healthy lifestyle.