About
PhD researcher at Ecole Polytechnique specializing in self-supervised and generative deep learning for biomedical imaging. Industry research experience building and training ML models on multi-GPU clusters. Publications including Science Advances, Communications Biology, and Physical Review X.
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Education
Biomedical Engineering and Machine Learning
Ecole Polytechnique / Telecom Paris
Mechanics: Biomechanics and Biomedical Engineering
Ecole Polytechnique
Mathematics and Computer Science
Ecole Polytechnique
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Work
Ecole Polytechnique & Telecom Paris
PhD Researcher
Dassault Systemes
Research Engineer Intern
Ecole Polytechnique
Research Intern
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Publications
Log focal frequency loss for bioimage restoration
IEEE International Symposium on Biomedical Imaging (ISBI)
Noninvasive real-time monitoring of cellular spatiotemporal dynamics via machine learning-enhanced electrical impedance spectroscopy
Science Advances
Label-free multimodal non-linear microscopy to probe metabolism and myelin distribution
Communications Biology
Microscale topography triggers dynamic 3D nuclear deformations
Advanced Science
Myoblast mutation classification via microgroove-induced nuclear deformations
Medical Imaging with Deep Learning (MIDL) Short paper
Modeling and predicting second harmonic generation from protein molecular structure
Physical Review X
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Projects
Time-Series Modeling for Cellular Impedance
Designed and trained a CNN-LSTM model for cell classification based on electrical impedance spectroscopy data.
Hot Flash Detection from Wearable Signals
Developing machine learning models for the automated detection and prediction of hot flash events using wearable skin conductance signals.
BioImageLoader
Contributor to an open-source Python library designed for large-scale bioimage data loading in machine learning pipelines.
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Skills
ML/Research
PyTorch, JAX, TensorFlow, CNNs, ViTs, Time-Series, Self-Supervised Learning, GANs, Diffusion
Programming
Python, C++, Julia, R, MATLAB, SQL, Java
Infrastructure
Git, Docker, Bash/Shell, Multi-GPU Training, HPC/SLURM, PySpark, Pandas
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Languages
Chinese (Native)
English (C2)
French (B2)
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