Projects

A selection of research, software, and engineering work

4D Seismic ML Pipeline

ML‑augmented workflow for time‑lapse inversion of reservoir pressure and saturation: preprocessing, physics‑aware model design, training/evaluation, and uncertainty‑aware outputs.

Stack: Python, TensorFlow, NumPy, SciPy, Matplotlib

Geophysical Data Processing Tools

Python utilities for seismic interpretation, filtering, denoising, attribute generation, and fast visualization for exploratory analysis.

Stack: Python, NumPy, SciPy, Matplotlib

AIWebScot Ltd — Applied AI

Exploration of intelligent software for geoscience: rapid prototyping of ML models, dataset curation, and deployment concepts.

Stack: Python, FastAPI (optional), Docker (optional)