Projects

Pyrite-Gunga-Pb-Zn-Deposit–Machine-Learning

ML-driven classification of Pb–Zn deposits using pyrite trace elements + isotopes.

• RF/GB/SVM/MLP; LOGO validation
• Explainability: SHAP, t-SNE/UMAP

Tags: Geochemistry, ML, Pb-Zn, Pyrite

Sphalerite-Gunga-Pb-Zn-DeepLearning

Deep learning on sphalerite geochemistry + isotopes for mineralization-zone classification.

• Critical metal enrichment signals (Ge, Cd, Ag, Sb)

Tags: Deep Learning, Sphalerite, Critical Metals

Big-Data Mining of Pyrite Geochemistry

Compilation of ~5,200 analyses from 138 deposits worldwide; deposit-type discrimination with interpretable ML.

• AUC > 0.99 in multiple models
• Explainability: SHAP-based interpretation

Tags: Big Data, Pyrite, Metallogeny, XGBoost, SHAP

Big-Data Mining of Galena Geochemistry

ML-based classification of galena from 37 global Pb–Zn deposits using imbalance-aware workflows (SMOTE/RUC).

• Best model accuracy: 98.19%

Tags: Big Data, Galena, Pb-Zn, Imbalanced Learning

Interactive AI Web Apps for Deposit Prediction

Python + Gradio tools for real-time deposit-type prediction using mineral-chemistry inputs.

• Interactive inference + explainability-ready design

Tags: Gradio, Python, Decision Support, Exploration AI

Regional Alteration Mapping of the Arabian Shield

Landsat-8/9 alteration mapping across ~600,000 km² with supervised classification and AI-assisted prospectivity modeling.

• Regional-scale mapping for exploration targeting

Tags: Remote Sensing, Arabian Shield, Prospectivity, GIS

National-Scale Mineral Potential Mapping & Economic Analysis (Saudi Arabia)

Spatial mapping and economic assessment of mineral deposits and prospects across Saudi Arabia to support strategic exploration planning and investment prioritization.

• National-scale mapping of high- and low-grade mineral deposits and occurrences
• High-resolution mineral potential maps and interactive GIS dashboards
• Integrated geological, geochemical, and spatial data analysis
• Decision-support analytics for exploration prioritization and investment planning
• Alignment with Saudi Vision 2030 and sustainable mining strategy

Tags: Mineral Exploration, GIS, Economic Analysis, Saudi Arabia, Vision 2030

National Geological Database (NGD) – Data Model & Management

Saudi Vision 2030 NGD program: geological data modeling, ETL pipelines, QA/QC, and ISO/OGC-aligned geospatial standards.

• Structured & unstructured geological data models
• ETL workflows and data quality assessment
• Cloud-based, AI-ready national geoscience infrastructure

Tags: NGD, Geospatial, Data Engineering, ISO, OGC