Engineering student at CentraleSupélec (Université Paris-Saclay, '27), currently on exchange at ESSEC Business School Singapore. My work sits at the intersection of deep learning theory, geometric machine learning, and applied finance.
H-RSSM — Hyperbolic World Model · Project page
Independent research project combining hyperbolic latent spaces with the Dreamer/RSSM architecture. The core idea is that many environments have inherently hierarchical structure that Euclidean latent spaces represent inefficiently; replacing them with Poincaré/Lorentz manifolds should yield better sample efficiency and compositional generalization. Implemented in JAX. Targeting a preprint.
ZenkoLab · zenkolab.dev
Co-founder and CEO. Building robust diagnostic pipelines for ophthalmological imaging (diabetic retinopathy, AMD) — fine-tuning RETFound (ViT) on noisy clinical data, with post-hoc explainability. Grant recipient from Fondation CentraleSupélec.
| Project | Description | Stack |
|---|---|---|
| Neural Network from Scratch | Full backprop implementation on MNIST with live visualization and Gradio interface | NumPy |
| ENS × QRT Data Challenge | Signal prediction on low-SNR financial time series; ensemble methods with temporal cross-validation | LightGBM, Scikit-learn |
| French Electricity Load Forecasting | Stacking ensemble with external feature engineering (HDD, holidays) for MAPE reduction | LightGBM, Random Forest |
| Lung Patch Classification | CT scan patch classification with EfficientNet-B0, HU windowing, and sliding window segmentation | PyTorch |
| Period | Institution | Focus |
|---|---|---|
| 2026 | ESSEC Business School | Strategy, Data Science — Singapore |
| 2024 – 27 | CentraleSupélec | Applied Math, Statistical Learning, AI |
| 2022 – 24 | Lycée Henri-IV | MPSI / MP* (GPA 4.0/4.0) |
Primary: Python · JAX · PyTorch
ML/Stats: Scikit-learn · LightGBM · Hugging Face
Systems: Linux · Docker · Git · Bash
Finance: Stochastic calculus · derivatives pricing · structured products
For research inquiries or collaborations, feel free to reach out by email.