Body height, weight, and body mass index (BMI) are important because they can be used for healthcare. A person's weight in proportion to their height is gauged by their BMI. Because it is frequently used to evaluate health issues. Our chances of living a longer, healthier life is said to be increased by having a healthy body mass index (BMI). The BMI range may be identified and classified using picture analysis, which can help to manage their BMI, and lead healthier lives. Being overweight has been linked to obesity, diabetes, and cardiovascular disease. Using the methods Linear Regression, Ridge Linear Regression, Random Forest Regressor, and Kernel Ridge Regression. We test the feasibility of estimating height, weight, and BMI from single-shot face photos. In order to estimate height, weight, and BMI, we will evaluate these regression models and select the one with the highest test score