Our project, titled 'Multiple Disease Prediction System,' is a machine learning-based system designed to predict diseases such as diabetes, heart disease, and Parkinson's disease. To achieve this, we employed various algorithms, including K-Nearest Neighbors (KNN), Random Forest, Naive Bayes, Logistic Regression, and Support Vector Machines (SVM), for classification. These algorithms were utilized to predict the disease based on the available dataset.