Lokman TOUIL

SecureDoc – Graduation Thesis

End-to-end platform for secure document management and server monitoring. Integrated Intrusion Detection System (IDS) for real-time threat detection.

Stack: Flask (API), React, Scikit-learn, Kaggle (Cloud training)

Intrusion Detection System using AI & Deep Learning

AI-based model to detect various cyberattack patterns. Used deep learning architectures for anomaly detection.

360° Virtual Tour of the University

Interactive web experience built with Panolens.js. Helps new students and visitors explore the university remotely.

Audio Deepfake Detection

Developed a CNN + LSTM hybrid model to detect synthetic audio. Presented as part of academic research on media authentication.

FastAPI Energy Consumption Prediction App

Web app with data upload, model training, and evaluation modules. Forecasts energy usage using historical data.

Food Traceability Web App (Hackathon Project)

Tracks food products using LOT numbers and verification statuses. Flask + LangChain for AI insights, Next.js frontend, Supabase for storage. Suggests meal plans and flags misclassifications using Gemini API.

Arabic Finetuning of Mistral NeMo Model

Finetuned Mistral NeMo for Arabic NLP tasks. Improved performance on classification and generation benchmarks.

Voice-enabled AI Desktop Assistant

PyQt5 GUI with integrated voice recognition and text-to-speech. Gemini API for chat, Azure TTS, YouTube & local music support.

Student Registration App

PyQt5 desktop interface with OpenCV image capture. SQL database backend for secure student data storage.

Basic Document Search Engine

Built versions in C# and Python for keyword-based document retrieval. Used for quick demo and educational purposes.

Portfolio Website – lokmantouil.me

Personal site showcasing projects, resume, and achievements. Interactive and clean design aimed at recruiters and collaborators.

Startup turned Open Source Project

Originally developed as a private platform, later opened to the public. Promotes community collaboration and transparency.

CowGuard – Farm Surveillance System

Designed and implemented the backend API for monitoring platform. SQL schema tracks cow states (eating, sleeping, licking, etc.) with admin, vet, and farmer roles.

Cybersecurity Fundamentals (Arabic)

Delivered a beginner-friendly course for non-technical officers. Covered basics like network security, phishing, and safe practices.

Python & ML Basics for PhD Students

Taught fundamentals of Python and introduced ML concepts. Emphasized practical, research-oriented workflows.

PRISM

Puzzle-platformer focused on portal-based mechanics and dynamic physics. Unity game with minimalist art style and gravity-defying challenges.

Procedural Dungeon Generator (WIP)

Uses constraint programming to generate diverse dungeon layouts. Designed for Unity game prototypes.