Seismic ML & Physics‑Informed Imaging Expert

Occidental Petroleum Corporation; Houston (TX); Presencial; USD 150.000 - 230.000; Jornada completa

Descripción de la vacante

Occidental Petroleum Corporation is seeking a Machine Learning Expert for its Subsurface Innovation Imaging Team in Houston, TX. The role focuses on ML and hybrid physics-ML methods to advance seismic imaging, inversion, and velocity-model building on large GPU datasets.

You will implement deep learning, neural operators, and physics-informed models; validate against physics-based baselines and translate successful prototypes into production workflows.

Formación

• MS or PhD in a quantitative field relevant to geophysics.
• Minimum 5 years postdoc/industry FWI experience on real data.
• Proficient in Python and PyTorch, with ML in physics-based problems.

Responsabilidades

• Develop ML and hybrid physics-ML methods for seismic imaging and inversion.
• Apply ML/physics-informed approaches to denoising, interpolation and uncertainty.
• Build GPU and cloud workflows for large seismic datasets.
• Move prototypes into production imaging workflows with documentation.

Conocimientos

Python

PyTorch

Geophysics ML

Seismic imaging

FWI

ML for physics-based problems

Large datasets

Uncertainty quantification

Educación

MS or PhD in Geophysics/Applied Math/Physics/CS

Herramientas

Python ecosystem

AWS / cloud

GPU/ HPC

Descripción del empleo

Occidental Petroleum Corporation is seeking a Machine Learning Expert for its Subsurface Innovation Imaging Team in Houston, TX. The role focuses on ML and hybrid physics-ML methods to advance seismic imaging, inversion, and velocity-model building on large GPU datasets.

You will implement deep learning, neural operators, and physics-informed models; validate against physics-based baselines and translate successful prototypes into production workflows.