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aw920h/README.md

Hi, I'm J

I am a Civil Engineering undergrad student, experimenting with technology to solve physical infrastructure and environmental problems.

Traditionally, civil engineering relies on deterministic models and localized data. I am interested in bridging that gap by bringing advanced and emerging technologies into the geo-environmental space.

What I'm currently working on

  • Machine Learning in Geotechnics: I am developing a Physics-Constrained Neural Network to predict soil shear strength. Enforced with custom loss functions that allows the neural network to obey actual geomechanical laws and output confidence intervals.
  • Environmental Monitoring: Using Google Earth Engine and multispectral/hyperspectral satellite data to track trace gas emissions and soil disturbances across massive earthworks.
  • AI & HPC: I have compiled flash attention 3 (fa3) distributable wheels for the latest CUDA & PyTorch versions for NVIDIA Hopper GPUs (Linux x86_64). Check out flash-attn-3-wheels repo.

Tools

Compute, ML & Data Engineering
Python PyTorch CUDA scikit-learn Bash Script Kubernetes

Geo-Spatial & Civil Engineering
GoogleEarthEngine PLAXIS STAAD.Pro MATLAB

Let's collaborate

I believe in open-source engineering and cross-disciplinary research. If you want to collaborate on AI for infrastructure, remote sensing, or any emerging tech exploration, ping me or discord me @aw920h.

Pinned Loading

  1. radiation-mapper radiation-mapper Public

    Automated radiation zone classification and shielding design for particle accelerator facilities

    Python

  2. thermosat thermosat Public

    Satellite based water body anomaly detection tool

    Jupyter Notebook