Case studies in
intelligent engineering
Each project represents a real problem solved with AI. I document the full journey — from identifying the gap to measuring the impact.
LearNia
AI-Powered SaaS Learning Management System
An enterprise-grade LMS that leverages generative AI to create personalized learning experiences. Features multimodal content generation, adaptive AI tutoring, immersive VR classrooms, and predictive student analytics.
Educational institutions struggle with one-size-fits-all platforms that fail to adapt to individual learning patterns, leading to disengagement and poor outcomes.
Architected a full-stack AI-native LMS using Angular, Flask, and Firebase. Integrated LLMs for content generation, built adaptive tutoring algorithms, and deployed VR classroom modules for immersive learning.
Streamlined content creation by 70%, increased student engagement metrics, and provided educators with real-time predictive analytics to intervene before at-risk students fall behind.
Strategic Insight Pro
Executive Decision Intelligence Platform
A real-time analytics and AI-driven scenario planning platform designed for C-suite executives. Features an NLP-powered strategic chatbot with Retrieval-Augmented Generation for contextual decision support.
Executives face information overload and lack tools that combine real-time data with AI-generated strategic scenarios and natural language interaction.
Built an end-to-end platform with Python backend, Power BI dashboards, and a RAG-based chatbot using vector databases and custom embedding pipelines for enterprise document retrieval.
Reduced strategic decision cycle time by 40% and provided executives with instant access to contextual insights from years of internal reports and market data.
EchoSign
Moroccan Sign Language Translation App
A computer vision-powered mobile and web application that translates Moroccan Sign Language into text and audio in real-time, bridging communication gaps for the deaf community.
The deaf community in Morocco faces significant communication barriers due to the lack of accessible translation tools for Moroccan Sign Language.
Developed a custom gesture recognition pipeline using TensorFlow and OpenCV, trained on a curated dataset of Moroccan Sign Language gestures with data augmentation and transfer learning.
Created a functional prototype that achieved 85%+ accuracy on test gestures, demonstrating the feasibility of accessible AI for underrepresented language communities.
More work
CryptMyData
Blockchain for Student Admissions
A blockchain-based platform that streamlines student applications for higher education in Morocco with secure, verifiable records and privacy-first workflows.
Lung Disease Detection
CNN Classification With LeNet5 Improvements
A medical imaging classification project exploring improved LeNet5 and a deeper CNN with dropout to detect lung diseases from X-ray images.
Banking Data Analysis
ML-Powered Financial Insights
A comprehensive banking data analysis project leveraging machine learning models and Power BI to extract actionable insights from customer transaction data.
Real-Time Object Detection
Security & Surveillance AI
A real-time object detection system using OpenCV and SSD MobileNet for security and surveillance applications, capable of running on edge devices.