Machine learning (ML) has emerged as a powerful tool for predicting the onset of chronic diseases such as obesity, type II diabetes (T2DM), and heart disease. By leveraging large datasets and sophisticated algorithms, ML models can identify patterns and risk factors that traditional methods might miss, thereby enabling early intervention and personalised treatment plans.