I'm an AI engineer and full-stack developer from Algeria. I like the full path from data to product: modelling a problem, evaluating it honestly, then building the API and interface people actually use.
- 🎓 Master's Final Studies Project (PFE): a brain-computer interface that detects motor intent from 30-channel EEG, using Riemannian/CSP features and EEGNet, with drift-null and confound controls and a real-time LSL replay. →
eeg-motor-intent-decoder - 🎓 Licence Final Studies Project (PFE): a role-based university portal with timetables, grades, exams, files and real-time chat, built with a teammate. →
usthb-student-portal - 🧪 I report results honestly, including baselines, leakage risks and limitations, because a number without context isn't worth much.
- 🛠️ I build tools for real users: inventory and invoicing for small businesses, multilingual storefronts with RTL support, community bots and competition platforms.
AI / Data
Full-stack
Data stores & tooling
Also used across projects: NumPy, pandas, Jupyter, MNE-Python, LightGBM, XGBoost, CatBoost, Socket.IO, Three.js, Framer Motion, next-intl, discord.py, Nx.
| Project | What it is | Stack |
|---|---|---|
eeg-motor-intent-decoder Master's PFE |
Brain-switch BCI from 30-channel EEG with honest controls (drift nulls, eye confounds) and a real-time replay | MNE · pyRiemann · PyTorch · LSL |
| xau-price-predictor | Gold direction forecasting with a stacking ensemble and purged walk-forward CV, evaluated against an always-up baseline | LightGBM · XGBoost · CatBoost · PyTorch |
| neural-arena | Self-hosted ML competition platform with team auth, CSV scoring and a live leaderboard | Flask · SQLite · scikit-learn |
| multi-agent-chat-arena | Autonomous Claude agents that chat, debate and hold mock trials | Node.js · SSE |
| string-matching-and-aco-algorithms | Aho-Corasick, Boyer-Moore, Rabin-Karp and ant colony optimization from scratch, with benchmarks | Python |
| genetic-plate-packing-optimizer | Genetic algorithm for 2D cutting-stock packing | Python · NumPy |
| Project | What it is | Stack |
|---|---|---|
| stockily | Multi-tenant stock, quality and invoicing platform with a hexagonal architecture | Nx · NestJS · React · Prisma · PostgreSQL |
| elevate-digital | Trilingual (AR/FR/EN, RTL) storefront with three themes including glassmorphism | Next.js 16 · Express · MongoDB |
usthb-student-portal Licence PFE |
University portal with timetables, grades, exams, files and chat | Node · Express · Socket.IO · MySQL |
| voxel-sandbox | Browser voxel game with procedural terrain, crafting and mobs | TypeScript · Three.js |
| couzinet-kitchens | Animated showcase site for a kitchen workshop | React · TypeScript · Framer Motion |
| web-design-showcase | Six responsive landing pages and a data-driven form | HTML · Tailwind |
exam-auto-grader · hr-assistant-bot · debibot-discord-community-bot
flowchart LR
A[Problem] --> B[Data & baseline]
B --> C[Model & honest evaluation]
C --> D[API & architecture]
D --> E[Interface]
E --> F[Ship & iterate]
F -.feedback.-> B
- Evaluate before you celebrate: baselines, leakage checks and recording-wise splits come first.
- Architecture that stays readable: domain logic kept separate from frameworks, typed end to end.
- Details users notice: localisation, RTL, accessibility and sensible empty states.
I'm looking for AI engineering and full-stack roles. If you'd like to collaborate or talk about a project, reach me on LinkedIn or at hannoun.amine25@gmail.com.
