SELECTED WORK

From ideas to systems.

AI, data and software engineering. Each project documents an approach and the limits of its results.

7 project(s)

Deep Learning / Medical Vision

BrainSeg AI

Problem

Locate tumor regions in medical images, beyond image-level classification.

RoleIndividual contribution to confirm

Architecture / approach

BraTS 2020Attention U-NetSegmentation

PythonPyTorchAttention U-NetBraTS 2020

0.8180Average DiceProject evaluation, mean across WT / TC / ET. Reference epoch: 22.

Case study

Multi-agent Systems / LLM Orchestration

HERMES BlueTeam

Professional projectREDAL internship

Problem

Organize structured security event processing and analysis within a local platform.

RoleAI / Data Intern

Architecture / approach

EventsLLM + agentsMITRE

Multi-agent AILLMDockerUbuntu / Linux

9Operational agentsReported local project state; 2 parked skills.

Case study

Generative AI / Education

PrimaryTeachingSMA

Problem

Help primary-school teachers prepare exercises that support computational thinking.

RoleIndividual contribution to confirm

Architecture / approach

RAGCrewAIPDF

CrewAILangChainChromaDBClaude

$0.038Reported average cost / runProject-specific approximation. Model, pricing and methodology need confirmation.

Case study

Medical Vision / Classification

PneumoScan AI

Problem

Study pneumonia classification in chest X-rays.

RoleIndividual contribution to confirm

Architecture / approach

Chest X-rayMobileNetV2Classification

PythonMobileNetV2Chest X-Ray Pneumonia

81.25%Validation accuracy, epoch 8Validation subset of only 16 images.

Case study

Machine Learning / MLOps

Fraud Detection MLOps

Problem

Make a fraud detection experiment traceable and reproducible.

RoleIndividual contribution to confirm

Architecture / approach

DVCMLflowRegistry

PythonRandom ForestMLflowDVC

5 000Synthetic transactionsEducational dataset; 568 fraudulent transactions. No validated predictive metric supplied.

Case study

Big Data / Coursework

Spark / Big Data

Problem

Understand distributed processing and Spark programming models.

RoleIndividual contribution to confirm

Architecture / approach

RDDPySparkDataFrame

Apache SparkPySparkRDDDataFrame

Technical outcome

Distributed processing fundamentals and Spark execution inspection.

Case study

Software / Product Engineering

Moustachari

Problem

Support automotive and property listings in a multilingual Moroccan context.

RoleIndividual contribution to confirm

Architecture / approach

ReactNode.jsAI APIs

Node.jsExpressReactVite

Technical outcome

Integrating AI features into a multilingual web product.

Case study