Health Insights: Orchestrating Holistic Wellness Through Symptom- Based Solutions

Access to timely and quality healthcare remains a significant global challenge, especially in regions with a shortage of healthcare professionals and limited medical infrastructure. Health Insights is a Flask-based web application designed to bridge this gap by providing a user- friendly, AI-powered healthcare management system. The system facilitates secure patient and doctor registration, appointment scheduling, and an AI-driven disease prediction module based on a Random Forest Classifier trained on a medical dataset containing 4,920 patient records and 132 symptoms. The model achieved 100% accuracy in predicting 41 different diseases during validation, demonstrating its potential as adiagnostic aid. Beyond disease prediction, Health Insights integrates a mental health analysis module and a lung cancer risk assessment system using machine learning techniques.