Keywords: Machine Learning, Personalized Healthcare, Disease Prediction, Flask Framework, Artificial Intelligence in Healthcare, Medical Recommendation System, Decision Tree Classifier, Random Forest Classifier, Support Vector Machine (SVM), Health Informatics