Real-Time Cyber Attack Prediction Using ML Algorithms
Mrs. K. Sukeerthi, B.Sri Vaishnavi, J.Ashwath Raju, Sachin S. Shetty, Mubashir Ali · International Journal of Research Publication and Reviews · 2025
As the number of cyber threats increases, organisations confront greater challenges in protecting sensitive data from malicious activity.In response, we created Cyber Guard, a cyber threat detection system that uses machine learning methods to identify and control different kinds of threats.The system employs two distinct models: a Random Forest classifier for ensemble-based detection and a Multi-Layer Perceptron (MLP) for deep learning-based pattern recognition.These models improve the system's ability to recognise threats with accuracy and safeguard important data and systems.Enhancing threat detection's speed, scalability, and dependability while lowering reliance on humans is the aim.To guarantee efficient identification and prevention, the models are trained using datasets from the Privacy Rights Clearinghouse.