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This paper proposes the development of an application aimed at monitoring dietary habits and promoting fitness through appropriate physical activity. In our modern automated world, where busy lifestyles often lead to unhealthy eating habits, such applications become necessary. Using machine learning techniques for segmentation, the application has modules for auditing, personalized meal planning, activity tracking, adding goals, and progress tracking Users their information, such as height and weight, is entered to provide personalized meal plans and exercise recommendations. The application generates progress reports and predicts health outcomes based on user data.
Renukadevi et al. (Wed,) studied this question.