Projects

Real projects, told with their evidence.

Company engagements, a live platform, AI, Java backends and web apps: for each project, the problem, what I did and what came out of it. Every figure shown is measured, never rounded in my favour.

documented projects: 27
professional engagements: 4
client site in production: 1
public repositories to explore: 23

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27 projects, organised below

01For companies and clients

Professional work

Four real engagements, told in full: the context, what I did, and what came out of it.

Professional work

Demonstrator qualified in internal staging
Confidential

Access-controlled AI copilot (RAG)

Final-year internship (PFE) · ALTEN Delivery Center Maroc · RabatMar → Sep 2026

An internal copilot that answers employees’ questions from company documentation, cites its sources, respects who may read what, and hands over to human support when needed.

Company knowledge was scattered across PDF and DOCX documents. Finding the right answer meant searching by hand or interrupting a colleague. A generic chatbot was not an option: it cannot say where an answer comes from, and it has no notion of who is allowed to read what.

correct answers (manual evaluation, 50 questions): 98%
to the first streamed token: < 1.5 s
PDF and DOCX documents indexed: 50+
Scrum sprints: 13

Java
Spring Boot
Spring Cloud Gateway
Python
FastAPI
LangChain
OpenAI
PostgreSQL
pgvector
Angular
+8

Read the case study Confidential code

Professional work

Live · maintained
In a pair

Sounds of Morocco · label platform

Freelance engagement · in a pairOct 2025 → present

The website and CMS of an independent Moroccan music label, live at soundsofmorocco.com and maintained since.

in production since October 2025: Live
developers, working as a pair: 2

Next.js 14
TypeScript
Tailwind CSS
Strapi 5
Supabase
+6

Read the case study Live site

Professional work

Delivered during the internship
In a pair
Confidential

RATITEC · energy project backend

Backend internship · RATITEC ENR · Mohammedia · in a pairJul → Aug 2025

The Spring Boot backend of a platform that connects renewable-energy projects, field interventions and billing.

Spring Boot REST APIs: 12+
projects tracked on the platform: 15+

Java
Spring Boot
Spring Data JPA
Hibernate
MySQL
+5

Read the case study Confidential code

Professional work

Internship project
Confidential

Collaborative task manager · ALTEN 2024

Full-stack internship · ALTEN · FesAug → Sep 2024

My first project in a company: independently designing a collaborative task management application with Symfony, starting from a solid domain model.

PHP
Symfony
Doctrine
Twig
MySQL
+1

Read the case study Confidential code

02Personal projects

Featured projects

The ones that best show how I work: a real problem, a method, and results you can check in the code.

Backend & web applications

In active development

eBank · multi-tenant banking SaaS

Personal project · banking simulation SaaS platform

A multi-tenant banking SaaS platform: each organization manages its customers, accounts, simulated transfers and permissions, strictly isolated from the others. Spring Boot, React and MySQL, with a transactional transfer engine, automated tests and deployment on AWS.

In a financial application, bugs do not show up on screen: they are a wrong balance, a transfer counted twice, or one organization reading another’s data. These are exactly the risks demo banking projects usually ignore.

roles, from client to platform admin: 4
controlled steps per transfer: 9
transaction for debit and credit: 1
separate layers, from React to AWS: 6

Java 17
Spring Boot 3.2
Spring Security
Spring Data JPA
Hibernate
JWT
Bean Validation
MySQL 8
React 19
React Router
+20

Read the case study GitHub

AI & data

Works locally · no online demo

Job Hunter Morocco · job aggregator

Personal project · data & APIs

One search queries the main job boards, then deduplicates, ranks by relevance, stores and exports the listings into a ready-to-use Excel workbook.

job boards covered: 6+
criteria in the relevance score: 5

Python
Flask
PostgreSQL
SerpApi
pandas
+5

Read the case study GitHub

AI & data

Completed

Traffic sign recognition

Personal project · deep learning

A convolutional network that recognizes 43 classes of German road signs, with 98.45% accuracy on the official test set, close to human level.

accuracy on the official test set: 98.45%
human benchmark on this dataset: 98.84%

Python
TensorFlow
Keras
CNN
scikit-image
+5

Read the case study GitHub

AI & data

Pneumonia detection from chest X-rays

Personal project · transfer learning

A ResNet50 transfer-learning model that classifies pediatric chest X-rays as normal or pneumonia, followed by a critical audit of my own model and a reproducible pipeline.

baseline ROC AUC: 0.868
pneumonia recall (baseline): 0.95

Python
TensorFlow
Keras
ResNet50
scikit-learn
+4

Read the case study GitHub

Backend & web applications

Completed

EMSI Association · student life

Academic project · EMSI Rabat

A Laravel application that brings together the clubs, memberships, events and news of EMSI Rabat, with a student space and an admin space.

roles: student and administrator: 2
domains: clubs, members, events, news: 4

PHP
Laravel
Eloquent
Blade
Tailwind CSS
+6

Read the case study GitHub

03Java, PHP, C#, Python

Backend & web applications

The same modelling discipline, applied across several ecosystems.

Backend & web applications

Restaurant Management · ASP.NET Core

Personal project · .NET

A web back office for a restaurant’s daily operations: dishes, ingredients, staff, reservations, orders and sales, in one ASP.NET Core application.

C#
.NET 8
ASP.NET Core MVC
Razor
EF Core 9
+4

View details GitHub

Backend & web applications

Partial · authentication to finish

Clothing E-commerce · Laravel 12

Personal project

A Laravel 12 clothing store: filterable catalogue, cart, transactional checkout that updates inventory, and order history.

PHP 8.2
Laravel 12
Eloquent
Blade
Tailwind CSS 4
+2

View details GitHub

Backend & web applications

Product Management API · Spring Boot

Personal project · REST API

A Spring Boot 4 REST API for product management, in controller, service, repository and model layers, with products linked to their users.

Java 17
Spring Boot 4
Spring Web MVC
Spring Data JPA
Hibernate
+2

View details GitHub

Backend & web applications

Focused on the domain model

Task Management System · Symfony

Personal project · domain modelling

The Symfony and Doctrine domain model of an app where a team organises its work: a user hierarchy, projects, tasks, notifications and typed business values.

PHP 8.1
Symfony 5.4
Doctrine ORM
Doctrine Migrations
MySQL
+2

View details GitHub

Backend & web applications

Little Lemon · Django

Personal project · Python

A database-driven restaurant website: menu and dish pages generated from Django models, managed by staff from a customised admin.

Python
Django 5
Django ORM
SQLite
Pillow
+2

View details GitHub

04Vision, LLMs, data collection

AI & data

Honestly evaluated models, and tools built on AI or search APIs.

AI & data

Trained on synthetic data

Hand gesture recognition

Personal project · computer vision

A complete vision pipeline, from data to webcam: a CNN recognizes three hand gestures in real time.

Python
TensorFlow
Keras
OpenCV
CNN
+2

View details GitHub

AI & data

Chatbot API · Spring Boot + OpenAI

Personal project · LLM integration

A Spring Boot REST API that connects OpenAI’s GPT-4o-mini to a Java backend, without ever exposing the API key in the browser.

Java 17
Spring Boot 3.4
Spring Web
RestTemplate
Maven
+2

View details GitHub

AI & data

React AI Chatbot

Personal project · AI front end

A single-page React and Vite chatbot powered by OpenAI’s API, with chat bubbles, keyboard shortcuts and light and dark themes.

React
JavaScript
Vite
CSS
React Hooks
+2

View details GitHub

AI & data

Scraping DB

Personal project · data collection

A Node.js tool that collects search results through SerpApi, stores them locally and exports them to Excel, CSV and JSON.

Node.js
JavaScript
SerpApi
Excel
CSV
+1

Small programs, each written to master one specific concept.

Alarm Clock
A command-line alarm clock in pure Java: scheduling, countdown, looping audio and snooze.
Concept practised Concurrency, time calculations and audio resource management.
- Java
- java.util.concurrent
- javax.sound.sampled
GitHub : Alarm Clock
Student Management System
A Java console application to manage student records, with file persistence.
Concept practised OOP, collections and file I/O.
- Java
- Collections
- File I/O
GitHub : Student Management System
RBAC Demo (Login System)
Role-based access control modelled in Java: a User class, a Role enum (ADMIN, USER, GUEST) and permissions evaluated per role.
Concept practised The RBAC principle that later reappears in eBank and the AI copilot.
- Java
- Enums
- OOP
GitHub : RBAC Demo (Login System)
Order Management (OOP)
A Java 17 console model of an e-commerce order system: customers, orders linked by composition, statuses and payment methods as enums.
Concept practised Encapsulation, composition and type-safe enums.
- Java 17
- OOP
GitHub : Order Management (OOP)
Music Player
A command-line WAV player in Java, with no dependencies: play, stop, replay and quit from the keyboard.
Concept practised An audio clip lifecycle managed explicitly.
- Java
- javax.sound.sampled
GitHub : Music Player