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Geothermal Prospectivity Engine

LithorAIAug 2026 - PresentCo-founder & technical lead

An engine that fuses multi-source open geoscience data (thermal, structural, seismic, satellite) into geothermal favorability maps with uncertainty ranges, built with faculty of the ITU Eurasia Institute of Earth Sciences.

Geothermal Prospectivity Engine

Highlights

  • Positive-unlabeled bagging with XGBoost, so unexplored ground is never treated as a confirmed negative
  • Uncertainty maps and SHAP attributions for every target
  • Validated with spatially blocked cross-validation and leave-one-field-out tests; caught a target-leakage flaw in the original prototype