Research
Testing what a model really learns
Multimodal CT pipelines, an audit of 1,112 scans, counterfactual tests and external validation. I am the corresponding author of the liver CT manuscript, currently under revision.
Manuscript and researchThe CV collection
Curriculum vitae.
Academic and industry. In three languages.
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At a glance
Research and engineering in practice
Current thesis
Trustworthy AF detection
My ongoing thesis studies ECG foundation models, lead selection and deferral to human review under distribution shift and signal noise.
Thesis topic and scopeSoftware quality
Reproducible, tested ML software
Versioned ML pipelines with pytest, CI and release checks, plus a survival-prediction package with a CLI, synthetic-data tests and documented evaluation safeguards.
Explore the softwareProduct delivery
Software used in business
A Product Management System sold more than 100 times in Morocco, Saudi Arabia and the UAE, plus e-commerce and student-management systems.
Client workBackground
Education
M.Eng. in Computer Science and Technology
Nanjing University of Information Science & Technology (NUIST) · Nanjing, China
2025 – 2027
Expected June 2027 · taught in English · GPA 3.69/4.0
Thesis: Trustworthy Lead Selection and Deferral for Atrial Fibrillation Detection with ECG Foundation Models under Distribution Shift (supervisor: Wen Xuezhi)
B.Eng. in Computer Science and Technology
Dalian Polytechnic University · Dalian, China
2021 – 2025
Taught in English
Professional work
Experience
Co-founder
gethsk.com
January 2026 – present
Co-founded an HSK learning app and develop its learning paths, courses and supporting code. In development.
Full-Stack Developer & Technical Coordinator (Intern)
AsiaScholar · Casablanca, Morocco
November 2024 – June 2025
Led website development and maintenance, built an internal operations system, and coordinated technical delivery across teams.
Freelance web developer
Self-employed
2023 – 2025
Delivered PHP/MySQL and Java/Spring Boot systems, including business software sold more than 100 times.
Technical practice
Selected skills
Medical imaging AI
Multiphase CT · 3D CNNs (MONAI) · radiomics (PyRadiomics) · HU windowing and lesion cropping · DICOM / NIfTI (SimpleITK)
ECG and biosignals
12-lead ECG · AF detection · ECG foundation models (ECGFounder, ECG-JEPA) · two-lead inputs · noise stress testing · WFDB · PTB-XL
Trustworthy AI
External validation · shift and noise robustness · selective prediction (global and class-aware) · confidence scores (MSP, SIRC) · calibration · Grad-CAM · model and data cards
Statistics
Nested CV · leakage-safe pipelines · AUC with 95% CIs · DeLong tests · multiple-testing correction · coverage–error analysis
Engineering
Git / GitHub · GitHub Actions CI · pytest · pre-commit · Python packaging · Linux · Docker (coursework)
Python and data
Python · NumPy · pandas · SciPy · scikit-learn · Matplotlib · OpenCV
Deep learning
PyTorch training and evaluation · MONAI · 3D CNNs · ResNet1D (multi-seed) · frozen-encoder transfer learning · GPU training · TensorFlow / Keras
Web
Django · Spring Boot · Flask · Streamlit · Java · PHP · JavaScript · HTML / CSS · MySQL · PostgreSQL