slow, expensive physics simulations) and running them end-to-end in production: model versioning, automated deployment through pipelines, model execution, and ongoing monitoring. Visualization for enhanced geothermal wells Designing intuitive components that turn complex subsurface parameters, correlated with surface measurements, into clear, actionable views for engineers. Reliability & performance monitoring Instrumenting … subsurface monitoring works in carbon storage and geothermal energy, and why it matters for the energy transition. Practical skills in scientific data visualization and communicating complex information to technical users. Exposure to what it takes to build reliable, well-monitored software testing, performance measurement, and MLOps-style thinking. The experience ...