mounir = {
"name": "Mostefai Mounir Sofiane",
"role": "AI and Machine Learning Enthusiast",
"education": "4th-year Computer Science Student at ESI Algiers",
"focus": [
"machine learning",
"computer vision",
"natural language processing",
"optimization",
"API deployment"
],
"currently_building": "AI systems that move from data exploration to real-world deployment",
"open_to": "AI internships, hackathons, research-driven projects, and meaningful collaborations"
}
🚦 Road Sign Detection
Deep learning pipeline for autonomous-driving scenarios — focused on accurate detection with lightweight deployment constraints.
Domain: Computer Vision
Target: Road sign detection
Deployment Focus: IoT / ESP32-class devices
Status: In Progress🛡️ Adversarial Patch Attack
EOT-based adversarial patch pipeline — studying robust attacks against image classifiers.
Domain: Adversarial Machine Learning
Method: Expectation over Transformation
Focus: Robust image-classifier attacks🏥 Clinical Alert Generation for Healthcare Professionals
NLP model for patient prescription analysis — built during CSE DataHack 2026.
Achievement: 3rd place at CSE DataHack 2026
Domain: Healthcare NLP
Task: Generate clinical alerts from drug prescriptions
Accuracy: 85%🧭 Vehicle Routing with Time Windows
Optimization challenge solution — balancing routes, capacity, time windows, and travel cost.
Achievement: 3rd place at SOAI Haick 2026
Domain: Combinatorial Optimization
Approach: Heuristics and metaheuristics🍽️ AI-Powered Meal Recommendation System & Voice Chef
Hackathon-winning restaurant AI tools — recommendation and voice interaction for smarter food ordering.
Achievement: Winner of Future Caravane 2025
Domains: Recommendation Systems + Speech / Intent Classification
Output: API-ready services🐟 Fish Movement API & Bacteria Counting System
Computer vision services for fish monitoring — video tracking and water-quality analysis.
Domain: Computer Vision
Backend: FastAPI
Use Case: Fish movement tracking + bacteria counting📚 BookAise — Book Search and Recommendation System
Semantic book search and recommendation system — fast matching with vector database retrieval.
Achievement: 4th place at MobAI Hackathon
Domain: NLP + Recommendation Systems
Retrieval: Vector database👤 Face Recognition System for Worker Attendance
Real-time attendance prototype — detection and recognition for workplace attendance.
Achievement: 1st place at Training Camp 2024
Detection: YOLOv8
Recognition: ResNet-based face recognition
AI Internships • Machine Learning Projects • Hackathons • Research-Oriented Collaboration • Open Source Contributions