Meryem MAFTOUH

🔒 Network Intrusion Detection – Internship Project 💻 Developed a desktop AI & ML solution to detect network intrusions in real time: Trained models on the CICIDS2017 dataset using KNN for proactive threat detection. Evaluated performance with real-time data using CicFlowMeter (accuracy, precision, recall, F1). Built an intuitive desktop interface to preprocess data, train models, and visualize metrics. Implemented real-time packet monitoring with alerts on detected intrusions. Optimized models using PCA, SKF, and algorithm comparisons for best results. Delivered a robust AI-powered cybersecurity solution for sensitive data protection. 🛡️

🎓 Final-Year Project – Moroccan Traditional Products Web App 💻 Developed a user-friendly web application to showcase traditional Moroccan products and enable remote ordering via desktop or mobile: Built with Laravel, Bootstrap, and an MVC architecture for a clean and responsive interface. Solved challenges of limited customer reach by providing an accessible online platform anytime, anywhere. Utilized HTML5, CSS, JavaScript, and PHP to create a robust, secure, and high-performance application.

Developed a desktop management and control application for the SOTREG OCP service. Programmed using Java and Java Swing for functionality and CSS for styling. Designed the system using UML, including class, sequence, and use case diagrams.

Developed a desktop application for archiving industrial and financial data using Microsoft Access. Designed the system using the Merise methodology (Conceptual and Logical Data Models). Streamlined data management processes while ensuring security and integrity of stored information.