Graph ML & Anomaly Detection
Graph neural networks for intrusion detection, and multivariate time series anomaly detection combining PCA, Dynamic Time Warping and GNNs on the SWaT industrial dataset.
Machine Learning Engineer · AI & Cybersecurity
Hi, I'm Eya
Answers come from an AI assistant that knows my CV. For anything important, email me.
What I do
Machine Learning for Cybersecurity
Preprocessing pipelines for large, noisy security datasets and reproducible evaluation protocols, built during my research internship at CNAM Paris.
Computer Vision & Applied ML
Medical image classification above 90% accuracy, an image classification server, and a predictive maintenance pipeline on NASA CMAPSS.
Embedded Systems & IoT
From ESP32 firmware and EMG signal processing to Arduino Wi-Fi devices: I like models that meet real sensors.
Toolbox
Languages
ML & AI
Security
Systems & Web
Experience
Sep 2025 - Mar 2026
Machine Learning Engineer, Research Internship
@ CNAM · Paris, France
- Built a scalable preprocessing pipeline for time series cybersecurity data, detecting and filtering attack-related anomalies across 4 benchmark datasets.
- Implemented an anomaly-aware training and evaluation workflow for GNN intrusion detection models, validated against 4 attack types.
- Designed reproducible evaluation protocols comparing anomaly-filtering strategies, and presented the work at the ROC team seminar.
Jun 2023 - Jul 2023
Full Stack Software Engineer, Internship
@ Exadev · Sfax, Tunisia
- Developed a Laravel e-commerce platform (50+ products) with secure authentication, cart, order tracking and user profiles.
- Built a responsive interface with a full checkout flow and role-based access control.
Feb 2022 - Jun 2022
Embedded Systems & IoT Engineer, Internship
@ ESSE · Sfax, Tunisia
- Designed a wearable EMG monitoring system: ESP32 firmware, Grove-EMG sensors on 2 muscle groups, and a Flutter app with real-time Firebase sync.
- Processed and visualised EMG signals in MATLAB across 20+ supervised test sessions.
Jun 2021 - Jul 2021
Embedded Development Internship
@ IGL Distribution · Sfax, Tunisia
- Built a smart advertising display on Arduino with Wi-Fi and a real-time web control interface.
Jul 2020
Data Internship
@ STEG · Sfax, Tunisia
- Managed an energy consumption database and automated its analysis with VBA and Excel.
Talks
Enhancing Anomaly Detection Using GNNs with PCA and DTW
I presented my work on anomaly detection for networking datasets, using graph neural networks combined with PCA and Dynamic Time Warping.
Projects
NASA CMAPSS · RUL
AeroRUL Predictive Maintenance
Predictive maintenance pipeline on CMAPSS data: ingestion, preprocessing, model workflow and a remaining-useful-life prediction interface.
FastAPI · Computer Vision
VisionLab Image Classification Server
Image classification server with TorchVision models: upload, transformations, histograms and downloadable results.
Machine Learning · NLP
PassGuard Password Strength Classifier
Classifies weak, medium and strong passwords with TF-IDF features and a comparison of supervised models.
Laravel · E-commerce
Zedify Tech Commerce
Laravel e-commerce platform for a tech shop with catalogue, cart, checkout, contact forms and an admin dashboard.
From one shore to the other
Scroll to follow the route · Sfax → Cagliari → Paris → Cagliari
01
Sfax, Tunisia
2018 - 2023
- ENETCOM: Licence in ICT (IoT), then Master 1 in Embedded Systems
- Internships at STEG, IGL Distribution, ESSE and Exadev
02
Cagliari, Sardinia
Oct 2023 - Aug 2024
- M.Sc. in Computer Engineering, AI & Machine Learning
- Medical image classification project, selected for Erasmus in Paris
03
Paris, France
Sep 2024 - Mar 2026
- Erasmus semester at CNAM: big data, network security, forensics, malware
- Six-month ML research internship at CNAM on GNN anomaly detection
04
Cagliari, then Paris
2026
- M.Sc. completed in September 2026
- Back in Paris, open to PhD positions and ML roles
Education
Università degli Studi di Cagliari
2026M.Sc. in Computer Engineering, Artificial Intelligence & Machine Learning
Cagliari, Italy
Conservatoire national des arts et métiers (CNAM)
2025Erasmus exchange semester: big data, network security, digital forensics, web security, malware analysis
Paris, France
ENETCOM, National School of Electronics and Telecommunications of Sfax
2023Master 1 in Embedded Systems · Licence in ICT, IoT specialisation (2022)
Sfax, Tunisia
Interested in working together?
I'm open to PhD positions and machine learning roles in France.
Email: eyazineddine902@gmail.com