The project integrates cutting-edge machine learning algorithms, including Convolutional Neural Networks (CNNs) for image recognition and Natural Language Processing (NLP) for text analysis, to enhance medical diagnostics, primarily focusing on tumor detection in imaging scans. Ensemble learning techniques are employed to further improve predictive accuracy, while the system is implemented within the Django and Python framework for seamless integration and efficient medical analysis.