mounir19000

Mostefai Mounir Sofiane

 

ESI Algiers (ex-INI) · Algiers, Algeria

About

Who I Am

Computer Science engineering student at ESI Algiers, working at the intersection of machine learning, computer vision, and modern web development. I build AI systems from data exploration to API deployment, ship production front-ends, and compete in datathons and hackathons.

AI / Machine Learning

Building data-driven systems end-to-end: exploration, modelling, evaluation, and deployment as APIs. Strong interests in computer vision, NLP, recommender systems, adversarial ML, optimization, and edge / on-device inference.

Front-End & UI/UX

Designing and shipping production interfaces with React, Next.js, Angular, TypeScript, and Tailwind, with a freelance track record — showcase sites, redesigns, and internal tools.

I also have a serious side track in HPC, networking, and DevOps: CUDA parallelization, datacenter design (spine-leaf, eBGP, ECMP), virtualization, and Linux systems.

Experience

Where I've Worked

Data Science & AI Intern

Student Spec Insights — ESI Algiers

Sept. – Oct. 2025

  • Built an end-to-end AI recommendation system for 4th-year specialization choices, used by 750+ students.
  • Collected and analyzed 5+ years of academic data; implemented PCA and clustering modules.
  • Delivered interactive dashboards that reduced analysis time by 80% for teachers and researchers.

Python, FastAPI, SQLAlchemy, React, TypeScript, Tailwind

Freelance UI/UX Redesign

Windsor School

Feb. 2025

  • Complete UI/UX redesign of the school's showcase website.
  • Reconstructed the information architecture, user journey, and responsive front-end integration.

Freelance Front-End Developer

EURL Ksentini

Sept. 2024

  • Designed and delivered a turnkey showcase website with Next.js, optimized for SEO and performance.
  • Handled end-to-end technical management: hosting, DNS, professional emails.
  • Achieved Top 3 Google ranking and Lighthouse 94%.

Next.js, SEO, DNS

Education

National Higher School of Computer Science (ESI, ex-INI)

Engineering Degree in Computer Science

September 2022 → 2027 (in progress)

High-Performance ComputingProcessor ArchitecturesAlgorithms and ComplexityOperating SystemsComputer NetworksDatabases / SQLCompilation (JavaCC / JFlex)Statistical Data Analysis (R, MCA/ACM)

Certifications

Cisco Academy CCNAMar. 2026
Containerization and VirtualizationAug. 2025

Community

Vice-President

Shellmates Club

Aug. 2025 – Present

Overall club management and supervision of the technical aspect (cybersecurity & development). Drove the WriteUps Bank platform for internal CTF knowledge sharing.

Projects

What I've Built

Road Sign Detection

Deep learning pipeline for autonomous-driving scenarios. Optimizing model size and inference speed for IoT deployment on ESP32-class devices.

Computer VisionEdge AIIoTDeep Learning

Apr. 2026 → Present

Adversarial Patch Attack

Universal adversarial patch attack on ResNet-50 using Expectation over Transformation (EOT), trained on real images to fool ImageNet classifiers.

Adversarial MLResNet-50EOTPython

Mar. 2026

Clinical Alert Generation

3rd — CSE DataHack 2026

NLP model that generates clinical alerts from patient drug prescriptions with 85% accuracy.

NLPHealthcarePython

Feb. 2026

Vehicle Routing with Time Windows

3rd — SOAI Haick 2026

Optimization challenge: routes, capacity, time windows, and travel cost balanced via heuristics and metaheuristics.

OptimizationHeuristicsPython

2026

AI-Powered Meal Recommendation & Voice Chef

Winner — Future Caravane 2025

Meal recommendation engine and a voice interface for chefs using speech recognition and intent classification. API-ready services.

Recommender SystemsSpeechFastAPIReact

Sept. 2025

BookAise — Book Search & Recommendation

4th — MobAI Hackathon

Book discovery platform: Flutter frontend, FastAPI AI search and recommendation service, semantic book matching with vector-database retrieval.

NLPFlutterFastAPIVector DB

2025

Fish Movement API & Bacteria Counting

Computer-vision services for fish swimming-speed tracking in videos and bacteria detection via YOLOv8 on microscopy images.

YOLOv8FastAPIComputer VisionIoT

Jul. 2025

Face Recognition for Attendance

1st — Training Camp 2024

Real-time attendance prototype using YOLOv8 for detection and ResNet for face recognition.

YOLOv8ResNetFace RecognitionReal-time

2024

Student Specialty Insight System

Full-stack application for analyzing student data and providing intelligent specialty recommendations using machine learning.

ReactFastAPIMLPCAClustering

2025

MPG Data Analysis (R)

Statistical analysis of 234 vehicles: univariate, bivariate analysis, and Multiple Correspondence Analysis.

RStatisticsMCA

2025

Modern Datacenter for ESI

Spine-leaf topology with eBGP and ECMP. 5 security rings with firewalls, IDS/IPS, and segmentation. NaaS for user access management.

Spine-leafeBGPECMPIDS/IPSNaaS

Feb. 2026 → Present

GPU Parallelization for Neural Networks

Analyzed memory bottlenecks and optimized kernels via tiling, shared memory, transposition, and kernel fusion in CUDA.

CUDAHPCGPUMemory Optimization

Jan. 2026

Networking Simulations

Deployed OpenSSH and vsftpd, simulated wired networks in Mininet with bandwidth, latency, and packet loss control.

MininetOpenSSHNetworkingLinux

Dec. 2024 – Feb. 2025

AR Food Gallery

Winner — Future Caravane 2025

Interactive culinary gallery in mobile augmented reality. Winner of Future Caravane hackathon.

ReactViteWebXRAR

Sept. 2025

WriteUps Bank — Shellmates

Internal platform referencing 50+ CTF write-ups with advanced dynamic filters, routing, and optimized Markdown rendering. Deployed on Vercel.

Next.jsTypeScriptVercel

Apr. – May 2025

Electronic Health Record

Front-end Technical Lead on a medical-records prototype with full API integration and Git workflow setup.

AngularDjangoREST API

Dec. 2024 – Jan. 2025

ESI Talents PFE Scraper

Python scraper that extracts PFE projects, decodes protected promoter emails, and exports to CSV.

PythonScrapingCSV

2025

JavaCC Parser Workshop

Lexical analysis and parser development with JavaCC and JFlex: expression parsing, modular parser design.

JavaCCJFlexCompilation

2025

Competitions

Hackathons & Datathons

2 wins, 4+ podium finishes across AI, NLP, optimization, and computer vision challenges.

🥇Winner

Future Caravane 2025

2025

Djezzy hackathon (100+ participants) — AI Developer: Meal Recommendation + Voice Chef + AR Food Gallery

🥇1st Place

Training Camp 2024

2024

Face Recognition for Worker Attendance system

🥉3rd Place

CSE DataHack 2026

2026

Healthcare NLP — Clinical alert generation

🥉3rd Place

SOAI Haick 2026

2026

Vehicle Routing / Optimization challenge

🏅4th Place

MobAI Hackathon

2025

BookAise — Book Search & Recommendation

Skills

Tech Stack

Programming Languages

PythonCC++JavaJavaScriptTypeScriptSQLBashR

Front-End / Web

React.jsNext.jsAngularNode.jsTailwind CSSHTML5CSS3WebXRVite

ML / AI

Supervised LearningClusteringPCARecommender SystemsNLPComputer VisionAdversarial MLSpeech RecognitionVector Databases

CV / DL Stack

OpenCVYOLOv8ResNetObject DetectionFace RecognitionImage Processing

HPC / Systems

CUDAMemory OptimizationSpine-leaf / eBGPIDS/IPSGNS3WiresharkMininet

DevOps & Tools

DockerKVMVMwareLinuxGitFastAPIDjangoPostman

Design / UI-UX

UI/UX DesignFigmaPhotoshopIllustratorInformation ArchitectureResponsive Design

Contact

Get in Touch

Open to AI / Edge AI internships, end-of-studies projects (PFE), hackathons, research collaborations, and freelance front-end / UI-UX work.