Projects

Research projects and tools.

Foundation Models

WV-Net: SAR Ocean Foundation Model

Self-supervised foundation model trained on 12M+ SAR satellite images for ocean and atmospheric science.

PyTorch Self-supervised Learning SAR Remote Sensing
Read more → Foundation Models

DXA Foundation Model

Domain-informed self-supervised model for dual-energy X-ray absorptiometry imaging.

PyTorch Self-supervised Learning Medical Imaging DICOM
Read more → Scientific ML

Solar Atmosphere Inversion

ML model for inverse solar physics deployed in the DKIST telescope workflow.

TensorFlow Physics-informed ML Solar Physics HDF5
Read more → Tools

CiteGraph

On-device ML pipeline for automated academic reference extraction.

MLX QLoRA FastAPI Pydantic
Read more → Scientific ML

Diffusion Models for Solar Forecasting

Score-based diffusion models for downscaling numerical climate simulations.

PyTorch Diffusion Models Climate Science
Read more →