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Alexin-CH/README.md

Hi there! I'm Alexin 👨‍🔬🔬

🎓 Academic Profile

  • 📡 Photonics & Scientific Machine Learning Engineering Student
  • 🧠 Specializing in advanced computational optical systems and machine learning integration

🚀 Current Research & Projects

Freeform Reflector Design : ReflectorML

A research project about freeform reflector design using Physics-Informed Machine Learning (PINN). It aims to use the Monge-Ampere equation to help the learning process reduce computational costs, enforce optical constraints and improve solution accuracy.

Optical Diffractive Response Modeling : DiffractML

A research project about optical diffractive response modeling. It uses RCWA and PyTorch to compute approximations of optical responses. The goal is to combine this method with machine learning in order to enhance the useability and precision of the tool (TORCWA).

Adversarial Attack on NIDS : AdversarialNIDS

This project began as a school assignment to explore adversarial attacks on Network Intrusion Detection Systems (NIDS), and I am now expanding it for personal research and tests. I aim to deepen my understanding of how these attacks can exploit system vulnerabilities while developing new methods to generate deceptive traffic. This expansion will not only enhance my technical skills but also contribute to developing more resilient network security strategies.

Robotics Leadership

As the former President of University Robotics Team, I was coordinating all teams to develop our robot for the 'Coupe de France de Robotique'. I was working on physics simulation, image processing, and robot control.

🧪 Technical Background, Technologies & Tools

Machine Learning Photonics Python PyTorch OpenCV

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  1. ReflectorML ReflectorML Public

    PIML Freeform Reflector Design

    Python 9

  2. DiffractML DiffractML Public

    Physics-informed ML for diffractive optics with differentiable RCWA (TORCWA) and neural-surrogate inverse design.

    Python 6

  3. AdversarialNIDS AdversarialNIDS Public

    AdversarialNIDS explore les failles des systèmes de détection d'intrusions en réseau en utilisant des attaques adversariales. Le projet vise à démontrer comment de légères modifications du trafic p…

    Python 6

  4. img2svg img2svg Public

    Convert photos to simplified SVGs using k-means color quantization and polygon approximation.

    Python 1