Well imaging and safety video
Geology from borehole images in minutes, and real-time safety monitoring on vessels.
RoleLead Data & ML Engineer
Result3 months → minutes to find the productive zones of a well
Well imaging
Resistivity images of drilled wells show natural fractures and rock layers, which tell geologists how productive a reservoir can be. Experts used to spend about three months analysing them.
- Built the data and training pipelines for models that detect fractures and other geological features.
- Integrated inference with the reservoir and well monitoring applications.
- The productive zones of a well are now identified in minutes.
Safety on vessels
- Designed a real-time video inference engine (Rust, PyTorch) that detects safety violations and watches dangerous zones on vessels.
- Real-time alerts, plugged into the existing safety processes, with privacy built into the design.
Python · PyTorch · OpenVINO · Airflow · TorchServe · Rust · OpenCV · RTSP · Kubernetes · Keycloak · CVAT