The latest articles on DEV Community by Naveen Kumar (@naveen_kumar_64b131ab0bca). https://dev.to/naveen_kumar_64b131ab0bca https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3300308%2F47883952-388d-4049-899f-2259adfc1f08.png https://dev.to/naveen_kumar_64b131ab0bca en Naveen Kumar Fri, 27 Jun 2025 12:04:58 +0000 https://dev.to/naveen_kumar_64b131ab0bca/i-built-an-ml-powered-war-prediction-app-with-python-streamlit-heres-how-it-works-3d24 https://dev.to/naveen_kumar_64b131ab0bca/i-built-an-ml-powered-war-prediction-app-with-python-streamlit-heres-how-it-works-3d24 <p>I’ve built and deployed <strong>WarPredictor.com</strong> — a machine learning-powered web app that predicts the likely winner in a hypothetical war between any two countries, based on historical and current military data.</p> <p><strong>Live Demo:</strong> <a href="https://warpredictor.com" rel="noopener noreferrer">WarPredictor.com</a></p> <ul> <li>Predicts the likely winner between two selected countries using Logistic Regression and Random Forest.</li> <li>Compares military, economic, and geopolitical indicators (like GDP, military budget, nuclear capability, alliances, etc.).</li> <li>Visualizes historical events and border conflicts (e.g., Pulwama, Crimea, etc.).</li> <li>Includes a news headline generator based on selected countries.</li> </ul> <p><strong>TechStack Used:</strong></p> <ul> <li> <strong>Frontend</strong>: Streamlit (Python)</li> <li> <strong>Backend/ML Models</strong>: Logistic Regression, Random Forest</li> <li> <strong>Deployment</strong>: AWS EC2</li> </ul> machinelearning python sideprojects webdev