Intelligent Cyber Attacks Detection System (ICADS)
Oct 2024 - Jun 2025 | Final Year Project
This project integrates a machine learning-based anomaly detection model with Suricata IDS to enhance real-time detection of sophisticated DDoS attacks. Utilizing pandas, seaborn, and scikit-learn, the Random Forest model is trained on large-scale DDoS datasets (CIC-DDoS2019, LR-HR DDoS 2024) for robust traffic classification. Real-time Suricata logs are processed and visualized via a Streamlit dashboard, enabling actionable analytics and live monitoring for network administrators. The system achieved 99% accuracy in offline testing and 78–94% accuracy in live network environments. By embedding adaptive learning into the IDS, it reduces reliance on static signature rules and manual updates, offering a more dynamic and resilient approach to intrusion detection.
Suricata
Python
Real-time
Random Forest
FYDP
Cybersecurity
Final Year Project
Scapy
Jupyter Notebook
FYP
Phishing Emails Detection System
Nov 2024 - Dec 2024
This project is a real-time phishing email detection system developed as part of a Natural Language Processing (NLP) coursework. It leverages a TF-IDF vectorizer to extract textual features from email content and employs a Random Forest classifier to accurately distinguish between phishing and legitimate emails, achieving a 95% accuracy rate. The system is designed to connect to email inboxes using the IMAP protocol, automatically scanning and classifying incoming messages. By integrating machine learning and NLP techniques, the project enhances cybersecurity by providing proactive protection against phishing attacks, reducing the risk of credential theft and data breaches. The application features a user-friendly Streamlit web interface for live monitoring and visualization of detection results, making it accessible for both technical and non-technical users.
Streamlit
Python
Real-time
Random Forest
IMAP
Cybersecurity
Natural Language Processing
Web Application
Jupyter Notebook
TF-IDF
Don't Blink Game
May 2024 - Jun 2024
The Don’t Blink Game is an intelligent Android-based game that utilizes computer vision and real-time facial recognition to create an engaging and interactive experience. Players are challenged to keep their eyes open for as long as possible, with the app continuously monitoring eye movements using the device’s camera and Google Vision API. The game logic is seamlessly integrated, automatically detecting blinks and accurately timing each session. Players can compete for the longest streak, track their progress, and view high scores through a user-friendly Material UI interface. Cloud integration with Firebase Realtime Database enables persistent score tracking and multiplayer features, allowing users to challenge friends and compare results globally. Designed for both entertainment and skill development, Don’t Blink offers a unique blend of fun, technology, and competition, making it suitable for all ages.
Android Studio
XML
Java
Material UI 3
Google Vision
Firebase Realtime Database
Mobile App Dev.
Data Mining
Cloud
Computer Vision
Drowsiness Detection System
Dec 2023 - Jan 2024
The DDS is an intelligent safety application designed to reduce road accidents caused by driver fatigue. Using computer vision, the system is trained to recognize facial features, specifically focusing on the eyes.
Python
Computer Vision
CNN
OpenCV
Keras
NumPy
Pandas
Pygame
Jupyter Notebook
Data Science
Eye-tracking
Enterprise Network Design for Airports
Dec 2023 - Jan 2024
This network design for Dubai Int'l Airport creates a secure, scalable infrastructure using VLANs & access controls to enhance departmental communication & provide guest internet access while isolating internal systems.
Cisco Packet Tracer
EIGRP
DHCP Server
VLANs
Access Points
Computer Networks
Parallel Matrix Operations Application
Jun 2023 - Jun 2023
This Bash Application utilizes multithreading and OpenMP to enhance matrix computations, overcoming the inefficiencies of sequential operations. This project aims to provide faster and more efficient processing for large matrices.
C
OpenMP
Bash
Threads
Linux
Oracle VM VirtualBox
Operating Systems
Vehicle Trading System
Apr 2023 - Jun 2023
A state-of-the-art vehicle management system designed to streamline operations and optimize data management. This project focuses on creating a robust database infrastructure for managing critical information, including vehicle details, maintenance logs, repair costs, and profit/loss analysis.
C#
Windows Forms
SQL Server
DBMS
.NET Framework
Design Patterns
Maze Rush Game
Jan 2023 - Feb 2023
Maze Rush is a labyrinth maze game where players race against the clock to navigate through mazes filled with obstacles. Using quick thinking & problem-solving skills, players compete for high scores & unlock achievements in this thrilling maze adventure featuring multiple levels of increasing difficulty.
C#
Filing
Windows Forms
A* algorithm
Data Structures & Algorithms
Space Battle Game
Dec 2022 - Jan 2023
SPACE BATTLE is a single-player strategy game developed in assembly language, inspired by classic arcade games. Players navigate through obstacles, improve their logical thinking, and enhance reaction times while aiming for high scores. The game features engaging visuals, player and enemy mechanics, and is compatible with all Windows devices.
MARS
MIPS Assembly
Game
Computer Architecture
Logic Design
Color Mania Game
Jun 2022 - Jul 2022
COLOR MANIA is a single-player strategy game inspired by classic puzzle games like Candy Crush developed on Unity Engine, while focusing on logical thinking and planning. Players match colorful dots to clear the board, enhancing their reaction time while enjoying engaging visuals and multiple game modes that are Timer mode & Moves mode.
C#
Unity
Candy Crush
Object Oriented Programming
Game Dev.
CUBRO Game
Jan 2022 - Feb 2022
CUBRO is a single-player strategy game inspired by Subway Surfers, where players navigate through obstacles to achieve the highest score without collisions. This game emphasizes logical thinking and reaction time, providing an engaging experience for players.
C#
Unity
Game Dev.
Computer Programming
Subway Surfers
Karachi Tour Guide
Jan 2022 - Jan 2022
Karachi Tour Guide is a Mobile Application developed using no-code/drag-and-drop platform 'Thunkable', and is compatible with both Android and iOS devices. It provides all the information about landmarks to explore in Karachi.
Drag-and-Drop
No-code
Thunkable
Mobile Application
iOS/Android
