01

Systems Engineering graduate from École Centrale Casablanca, with an academic semester at École CentraleSupélec in Paris-Saclay focused on optimization of complex systems and their interactions, AI, multi-agent systems, and robotics.

02

With focus on logistics and supply chain operational optimization via quantitative methodologies: mathematical modeling, discrete-event simulation, optimization, and data analysis.

03

Utilized ML and deep learning when useful for decision problems, with explicit assumptions, reproducible analysis, and outputs that operators and decision-makers can use.

METHODOLOGY
01

OBSERVE

Model the real world

Data collection, discrete-event simulation, and system modeling with explicit assumptions and reproducible analysis

Data AnalysisOperational SimulationProcess ModelingSupply Chain Diagnostics
02

OPTIMIZE

Solve the problem

Mathematical programming, metaheuristics, multi-agent systems, and reinforcement learning

Operations ResearchConstraint OptimizationAlgorithm DesignScenario Planning
03

DELIVER

Decisions teams can use

Reproducible analysis and actionable outputs for decision-makers and operators

Decision SupportKPI DesignPerformance SteeringActionable Recommendations
EDUCATION

École Centrale Casablanca

Sep 2022 - Sep 2025

Engineering Degree - Systems Engineering (Graduated Sep 2025, 3-Year Average GPA: 3.88/4.33)

Operations research and optimization: mathematical programming, metaheuristics, combinatorial and stochastic optimization
Supply chain and logistics: flow optimization, distribution network modeling, demand planning
Industrial simulation: production system modeling, digital twins, smart factory, discrete event simulation
Data science and machine learning: predictive analytics, computer vision, deep learning, reinforcement learning
Management and continuous improvement: Lean Manufacturing, Six Sigma, ERP systems

École CentraleSupélec

Feb 2024 - Jun 2024

Academic semester at CentraleSupélec (GPA: 4.03/4.33) - Complex Systems Optimization track, AI and Robotics

Optimization and flow management in complex systems
Optimization and control of multi-agent dynamic systems
Artificial intelligence and reinforcement learning
Collaborative robotic systems and human-machine synchronization
ArabicNative
FrenchC1 - Professional
EnglishC1 - Professional (TOEIC 965)
POSTGRADUATE / UNDERGRADUATE / RESEARCH EXPERIENCE
Postgraduate Freelance
Sep 10 2025 - Jan 10 2026Morocco

Freelance AI Engineering

Postgraduate Freelance AI Engineer - Document Intelligence and Local RAG

Focus

Case file

Four-month freelance engagement delivering privacy-conscious AI automation for professional-service clients, split between identity-document processing for a consulting office and a local RAG solution for a law firm

Result

Delivered two applied AI solutions: an automated identity-document extraction workflow for database entry and a local RAG assistant for legal document search and question answering

Learning

Production-oriented LLM workflows under privacy, document quality, and domain-specific retrieval constraints

Tools
Ollama
Digital Document Processing
RAG Pipelines
Computer Vision
OCR
LLM Post-Processing
Local Inference
Vector Search
Document Chunking
Metadata Filtering
Research Internship
Mar 2025 - Sep 2025Casablanca, Morocco

UM6P (MILEX Project) — in collaboration with SAPRESS Logistics & Messagerie

Undergraduate Final-Year Research Internship (PFE) - Intelligent Mobility and Sustainable Urban Logistics

Focus

Case file

Research intern on MILEX project collaborating with SAPRESS Logistics & Messagerie (research partner) to develop industrial case study and deliver MVP presented at UM6P Research Day

Result

Integrated TMS prototype with route planning, real-time re-optimization & operator interface

Learning

Combined optimization + deep learning for real-world logistics

Tools
Dynamic VRP Optimization
MILP Formulation
Metaheuristic Search Design
Spatiotemporal ETA Modeling
Google Cloud Storage
Decision-Support System Engineering
Industrial Partnership
Oct 2024 - Feb 2025Casablanca, Morocco

Newrest

Supply chain analysis project

Focus

Case file

Cold storage warehouse optimization (-18°C) for Newrest logistics operations

Result

Defined KPIs and drafted master plan for automation transition

Learning

Industrial benchmarking for cold storage automation

Tools
Value-Stream Mapping
Intralogistics Flow Analysis
Constraint-Oriented Optimization
KPI System Design
Automation Transition Planning
Industrial Partnership
Feb 2024 - Apr 2024France

Air Liquide and CentraleSupélec

Hydrogen supply chain simulation project

Focus

Case file

Discrete-event simulation of Air Liquide's gaseous hydrogen filling and distribution chain

Result

Recommended 10 trailers and 4 full-trailer + 1 empty-trailer parking places for continuous HRS service in the baseline scenario

Learning

Simulation-based dimensioning of trailer fleet, parking capacity, driver resources, and HRS service continuity

Tools
Discrete-Event System Modeling
Simul8
Visual Logic
Multi-Site Network Design
Dynamic Resource Scheduling
Inventory-Service Tradeoff Optimization
Capacity Planning
Research Partnership
Feb 2024 - Jun 2024Paris-Saclay, France

Institut NeuroPSI and CentraleSupélec

Strain-gauge collision sensing for mouse prosthetic arm

Focus

Case file

Research robotics project with NeuroPSI on tactile feedback for a brain-machine-interface mouse prosthetic arm

Result

Validated strain gauges as a feasible tactile sensing path for static and dynamic deformation detection on the mouse prosthesis, with further dynamic validation required

Learning

Experimental robotics, resistive sensing, signal conditioning, and validation of biomedical human-machine interface hardware

Tools
Strain Gauges
Wheatstone Bridge
HX711
Arduino IDE
Python
MATLAB
SolidWorks
Fusion 360
Signal-to-Noise Ratio Analysis
Linear Regression
Servo-Motor Testing
Academic Support Internship
03 Jul 2023 - 11 Aug 2023Tétouan, Morocco

Sup'ISI Tétouan

Academic support internship - SQL e-learning content

Focus

Case file

Created SQL correction videos for the institute's e-learning platform, working remotely with WampServer, phpMyAdmin, and Camtasia.

Result

Delivered a complete set of correction videos for the institute's e-learning platform

Learning

Strengthened SQL, pedagogical explanation, screen-capture production, and independent learning

Tools
SQL
MySQL
WampServer
phpMyAdmin
Camtasia
E-learning Content Production
ACADEMIC / PERSONAL PROJECTS

Academic and research projects completed during the engineering curriculum.

Digital Twin & Simulation

Smart Factory Digital Twin

Jan 2025

  • Digital twin of assembly line in FlexSim (production stations, conveyors, AGVs, cobots), in collaboration with École Centrale Lyon / Centrale Lille
  • Bidirectional FlexSim-Node-RED communication via SQLite for real-time data collection and interactive dashboard visualization
  • Virtual camera quality control system with automatic defective part reinjection
FlexSim
Node-RED
SQLite

Multi-Agent Dynamic Systems

Multi-Agent Formation Control (CentraleSupélec)

Apr 2024 - Jun 2024

  • Modeled formation control and threat avoidance for a multi-agent swarm using a fish-schooling escape scenario as a drone-formation analogue
  • Implemented behavior-based, virtual-structure, and leader-follower control concepts with virtual-center tracking, cohesion, alignment, separation, and predator repulsion
  • Optimized control and repulsion gains with differential evolution; compared two repulsive-force formulations through position-deviation errors and formation-recovery behavior
  • Adapted the model to TurtleBot/RoboMaster simulator constraints, including limited robot speed and safety-distance requirements
Python
Differential Evolution
Artificial Potential Fields
TurtleBot
RoboMaster S1

Computer Vision & Deep Learning

3D GAN + TransUNet COVID-19 CT Segmentation

Oct 2023 - Feb 2024

  • Self-supervised pipeline: 3D GAN synthesizes pseudo-healthy CT from COVID-19 scans; difference maps serve as infection masks
  • Enhanced segmentation with TransUNet (Vision Transformers in U-Net) evaluated over original U-Net on newer data
  • 3D GAN uses Conv3D/Conv3DTranspose with adversarial loss and Perlin noise augmentation
  • TransUNet processes 2D slices with multi-head attention, skip connections, and enhanced contrastive loss
  • Inference web app at mlcovid.routensim.com
  • Dice Score 50.09% -> 72.89%, sensitivity 98.52%, specificity 99.99%
Python
PyTorch
TensorFlow
Keras
NiBabel
SimpleITK
pydicom
lungmask
scikit-image
OpenCV
NumPy
SciPy
Pandas
Matplotlib
CUDA
TransUNet
3D GAN
Vision Transformers

Optimization & Planning

Task Assignment Automation & Line Balancing

Jan 2024 - Mar 2024

  • Line balancing optimization for textile production lines
  • Planning tool for workstation assignment, reduction of bottlenecks and improvement of operational efficiency
  • Integration of Large Language Models (LLM) to automate machine assignment based on client constraints
Python
Gurobi

Semiconductor R&D

Metal-Semiconductor Junctions & FETs (C2N & GeePs Labs)

Jun 2024

  • Fabrication and characterization of MOSFETs through lithography on pure silicon
  • Characterization of capacitances and NPN transistors under varying voltage conditions
  • Simulation and performance optimization of NMOS (100nm gate oxide) using ECORCE
  • Research on RibbonFET and its applications in advanced electronics
ECORCE

Smart City & Embedded Systems

Speed Path - Ambulance Traffic Prioritization

Dec 2022 - Jun 2023

  • Designed a Smart City solution to prioritize ambulance circulation during congestion, combining intersection-level traffic-light control with a mobile notification layer
  • Implemented a Raspberry Pi-based prototype using a Pi camera, image processing, and license-plate detection to identify priority vehicles and trigger adapted traffic-light behavior
  • Built an Android mobile application integrated with Firebase authentication and database services to notify nearby drivers and pedestrians and support ambulance-user workflows
Raspberry Pi
Computer Vision
Image Processing
Android Studio
Firebase
UML
TECHNICAL SKILLS

Systems Engineering / Optimization

Mathematical programming
Metaheuristics
Combinatorial optimization
Stochastic optimization
Gurobi
OR-Tools

Modeling / Simulation

Process modeling
System modeling
Discrete-event simulation
Digital twins
FlexSim
Simul8
Simulink
Node-RED

Machine Learning

Python
PyTorch
TensorFlow
scikit-learn
PyTorch Geometric
Transformers
NLP / LLMs
Google Cloud Console

Data Science / Analytics

Python
SQL (MySQL)
Supabase
Pandas
NumPy
SciPy
Matplotlib
Plotly
Power BI

Cloud

Google Colab
Google Cloud Console
Google Cloud Storage
Kaggle
AWS Bedrock

Deployment

Railway
Vercel
ENGINEERING COMPETENCIES

Project Management

Scope definition
Planning and scheduling
Stakeholder coordination
Scrum

Risk Analysis

Scenario analysis
Sensitivity analysis
Risk mapping
Mitigation planning

Process Improvement / Quality

Lean Manufacturing
Six Sigma
KPI definition
Root-cause analysis

Operations Analysis

Process mapping
Capacity planning
Resource allocation
Flow optimization
CERTIFICATIONS