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Ssurf777/README.md

Hi there 👋

Typing SVG

🌟 About Me

Python
Scientific Computing

👋 Hi, I'm Ssurf

🧠 Numerical Fluid Engineer & Data Scientist

🌍 Location: Japan 🇯🇵
🔬 Research Interests:

  • Point Cloud Processing for CFD
  • Variational Autoencoders (VAE)
  • Physics-Informed Neural Networks (PINN)

⚙️ Background:
I work at the intersection of computational fluid dynamics (CFD) and
machine learning, focusing on data-driven surrogate modeling
and physics-aware AI.

☁️ Currently Learning:
AWS & Google Cloud for scalable ML / MLOps workflows

🎯 Goal:
Accelerating physics-based simulations with reliable and interpretable AI
---

🛠️ Tech Stack

🧮 Scientific Computing & ML

  • Point Cloud Processing
  • VAE / Generative Models
  • PINN / Physics-aware ML
  • Numerical Simulation & Surrogate Modeling

☁️ Cloud & MLOps (Learning)

  • AWS (S3, EC2, SageMaker – learning)
  • Google Cloud (GCS, Vertex AI – learning)

💻 Programming Languages

  • Python
  • C
  • Fortran
  • Perl

🔧 Tools

  • Git / GitHub
  • VS Code
  • Linux-based research environments

✨ Fun Fact

I enjoy turning physical laws into loss functions
and point clouds into learnable representations 🚀

Pinned Loading

  1. streamlit_autompg streamlit_autompg Public

    regression_prediction_autompg

    Python

  2. pytorch_tensorflow_MLP_compare pytorch_tensorflow_MLP_compare Public

    Jupyter Notebook 1

  3. Generative3D_Face_VAE Generative3D_Face_VAE Public

    Point cloud-based 3D face generation using Variational Autoencoder (VAE).

    Jupyter Notebook 1

  4. VAEforPointCloud VAEforPointCloud Public

    Jupyter Notebook 4