Predictive analysis for cybersecurity risk management using decision tree regression Department:Computer Science By: MIke_Tech_World Project ID: 9634 Rating: (5.0) votes: 1 Price:₦5000 Get the Complete MaterialAbstractThis project presents a predictive analysis system for cybersecurity risk management utilizing a Decision Tree Regression model to assess the severity of potential vulnerabilities based on various input features. The methodology encompasses data collection, preprocessing, model development, evaluation, and deployment. Initially, the dataset, which includes attributes such as vendor_project, product, vulnerability_name, and CVSS score, was meticulously loaded, cleaned, and transformed to ensure compatibility with the machine learning model. The system leverages historical data to train the model, which is then rigorously evaluated using metrics like Mean Absolute Error and R-squared values to ensure predictive accuracy. Following successful training and validation, the model is integrated into a user-friendly web application developed with Flask, allowing stakeholders to input relevant data and receive real-time predictions regarding vulnerability severity. The implementation of cross-validation techniques and the visualization of the decision tree further enhance the model''s reliability and interpretability. This comprehensive approach not only aids organizations in identifying and prioritizing cybersecurity risks but also fosters proactive decision-making in threat mitigation strategies, ultimately contributing to a more secure digital environment....Preview Download Preview +Other Computer Science project topics and materials you might be interested in»Design and Implementation of digital library system»Design and Implementation of a Virtual E-Learning System ( Case study of Lagos State University)»Design and Implementation of Student Project Management and Allocation System»Design and Implementation of online cash receipt generating system for a supermarket»Design and Implementation of a Software Result Processing and Transcript Generation System»Design and Implementation of computerized hospital database management system»Design and Implementation of a Hotel Database Management System and Service ( A Case Study of Winter Suites and Hotels, Owerri)»Design and Implementation of Online Birth and Death Registration System»Design and Implementation of Online Clearance System»Design and Implementation of Loan Management System with SMS Notification»Design and Implementation of Computerized Staff Record Department»Design and Implementation of Cyber Cafe Security»Design and Implementation of N.Y.S.C Posting System ( A case study of N.Y.S.C Enugu)»Design and Implementation of a Computerized Fraud Detection in a Bank»Design and Simulation of a Secured Wireless Network