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Momahmoses/README.md
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About Me

I am a Geospatial AI Engineer and Data Scientist based in Abuja, Nigeria, specialising in building production-ready machine learning systems and geospatial intelligence platforms that address Africa's most critical development challenges.

My work spans the full data-to-decision pipeline, from satellite imagery ingestion and PySpark ETL on Azure Databricks, through spatial analysis with GeoPandas and Folium, to deployed Streamlit dashboards used by planners and policymakers.

  • 🛰️ 10 live GIS dashboards, flood early warning, epidemic surveillance, conflict intelligence, urban planning, and more across Nigeria's 36 states and 774 LGAs
  • 🏥 Healthcare AI, federated learning for cancer detection, malaria diagnosis at 97% accuracy on edge devices, maternal mortality risk scoring with SHAP explainability
  • 💳 FinTech & Credit Risk, self-healing fraud detection with MLflow, SME loan default prediction, e-commerce pricing optimisation with causal inference
  • ⚙️ MLOps practitioner, FastAPI microservices, Docker, MLflow experiment tracking, drift monitoring, shadow deployment, auto-rollback
  • 🎓 Educator, TechCrest LMS built with Next.js, Firebase, and Tailwind CSS

Flagship, Nigeria GIS Intelligence Portfolio

10 geospatial dashboards. One platform. Live on HuggingFace.

# Dashboard Domain Live
🌊 Flood Risk Early Warning System Climate & Disaster ▶ Open
🏥 Healthcare Access Gap Analyzer Public Health ▶ Open
🌾 Agricultural Yield Predictor Food Security ▶ Open
🚦 Traffic Congestion Intelligence, Lagos Urban Mobility ▶ Open
Power Grid Outage Intelligence Energy Infrastructure ▶ Open
💧 WASH Access Monitor, 774 LGAs Water & Sanitation ▶ Open
🌳 Deforestation & Land Degradation Monitor Environment ▶ Open
🦟 Disease Surveillance & Epidemic Tracker Epidemiology ▶ Open
⚠️ Conflict & Security Incident Analyzer Peace & Security ▶ Open
🏙️ Smart Urban Infrastructure Planner Urban Development ▶ Open

Stack: GeoPandas · Folium · PySpark · Azure Databricks · Azure Blob · Streamlit · Plotly · Scikit-learn


Featured Projects

Healthcare AI

Federated Cancer Detection, Africa Privacy-preserving cancer detection across 6 African hospitals. Patient data never leaves the institution. Federated Learning PyTorch Differential Privacy

Malaria Parasite Detection YOLOv8 blood smear analysis, 45-second diagnosis at 97% accuracy deployable on Raspberry Pi. YOLOv8 Edge AI OpenCV

Maternal Mortality Prediction XGBoost + SHAP risk scoring for Nigerian PHCs with DHIS2-compatible REST API and SMS alerts. XGBoost SHAP FastAPI

Crop Disease Detection, Africa Mobile-ready AI crop disease diagnosis in 45 seconds with treatment advice in Hausa, Yoruba, and Igbo. MobileNetV3 ONNX Edge AI

FinTech & MLOps

Fraud Detection MLOps Self-healing fraud detection: FastAPI + MLflow + drift monitoring + shadow deployment + auto-rollback. MLflow FastAPI Docker Drift Detection

SME Loan Default Prediction ML ensemble predicting loan defaults for African microfinance banks with SHAP explainability. XGBoost SHAP Credit Scoring

E-Commerce Pricing Optimization True promotion lift via causal inference, Bayesian A/B testing, and Monte Carlo simulation. Causal Inference PyMC3 DoWhy

Bank Complaint Intelligence Transforms 15k monthly complaints into smart routing, sentiment alerts, and PR crisis detection. NLP DistilBERT Topic Modelling

Geospatial & GIS

Road Accident Hotspot Analysis KDE + DBSCAN hotspot mapping for Nigerian highways, evidence-based FRSC safety interventions. KDE DBSCAN GeoPandas Folium

Healthcare Facility Access Travel-time gap analysis identifying underserved Nigerian communities for clinic placement. Travel-Time Modelling K-Means GeoPandas

Geospatial Analysis Projects 10 professional GIS analyses, urban heat islands, flood risk, deforestation, food security & more. GeoPandas Rasterio Folium Plotly

African Hospital Records Unification Master Patient Index unifying records across 5 incompatible Nigerian hospital EHR systems. Record Linkage Fuzzy Matching ICD-10

Engineering & Prediction

Battery Health Prediction SOH regression, RUL regression, and fault classification for EV and grid storage batteries. Random Forest GBM SMOTE BMS

Electricity Grid Failure Prediction Predictive maintenance for Nigerian DisCos, 90-day failure forecasting with spatial risk maps. XGBoost GeoPandas Folium

Nigeria Job Market Intelligence Real-time job market data pipeline, scraping, streaming, and analysing West Africa tech listings. NLP spaCy Web Scraping

TechCrest LMS Premium tech education platform with course management, progress tracking, and Firebase auth. Next.js 14 TypeScript Firebase Tailwind


Complete Repository Index

🛰️ Nigeria GIS Intelligence Suite (10 repos)
Repo Description
ng-flood-risk-system Flood early warning, PySpark · Azure · Streamlit
ng-healthcare-access-analyzer Healthcare gap analysis, PySpark · Azure · Streamlit
ng-agricultural-yield-predictor Crop yield forecasting, PySpark · Azure ML · Streamlit
ng-traffic-congestion-lagos Lagos traffic analytics, PySpark · Azure Stream · Streamlit
ng-power-grid-intelligence Grid outage intelligence, PySpark · Azure Synapse · Streamlit
ng-wash-access-monitor WASH access monitor, PySpark · Azure · Streamlit
ng-deforestation-monitor Deforestation monitor, PySpark · Azure ML · Streamlit
ng-disease-surveillance Epidemic tracker, PySpark · Azure · Streamlit
ng-conflict-analysis Conflict intelligence, PySpark · Azure · Streamlit
ng-urban-infrastructure-planner Urban planning, PySpark · Azure Digital Twins · Streamlit
🏥 Healthcare & Public Health (8 repos)
Repo Description
federated-cancer-detection-africa Federated learning cancer detection across 6 African hospitals
malaria-parasite-detection YOLOv8 blood smear, 97% accuracy on Raspberry Pi
nigeria-maternal-mortality-prediction XGBoost + SHAP maternal risk scoring with DHIS2 API
malaria-risk-prediction ML malaria risk classification for Nigeria
std-prediction STD risk prediction and analysis
Diabetes-Prediction-App-using-MAchine-Learning-and-Streamlit Diabetes risk scoring Streamlit app
LIFE-EXPECTANCY-PREDICTION-MODEL-USING-MACHINE-LEARNING-AND-STREAMLIT Life expectancy prediction with WHO data
african-hospital-records-unification Master Patient Index across Nigerian EHR systems
💳 FinTech, Risk & MLOps (5 repos)
Repo Description
fraud-detection-mlops Self-healing fraud detection, FastAPI · MLflow · drift monitoring
sme-loan-default-prediction SME loan default ensemble with SHAP explainability
ecommerce-pricing-optimization Causal inference for true promotion lift
bank-complaint-intelligence NLP complaint routing and PR crisis detection
ecommerce-bi-analysis 50 BI analyses on synthetic e-commerce data
🌍 Geospatial & Environmental (10 repos)
Repo Description
geospatial-analysis-projects 10 professional GIS projects collection
road-accident-hotspot-analysis KDE + DBSCAN hotspot mapping for FRSC
healthcare-access-gap-analysis Travel-time healthcare access gap analysis
electricity-grid-failure-prediction GIS + ML power grid failure prediction
agricultural-yield-forecasting Satellite NDVI + LightGBM yield prediction
land-tenure-dispute ML land parcel dispute detection system
deforestation-monitoring Time-series satellite deforestation tracking
flood-risk-prediction ML + GIS flood zone mapping
urban-slum-detection Satellite ML informal settlement mapping
water-quality-mapping WHO water quality analysis and borehole mapping
🌾 Agriculture & Food Security (5 repos)
Repo Description
crop-disease-detection-africa Mobile crop disease AI in Hausa, Yoruba, Igbo
crop-yield-forecasting NDVI + LightGBM yield prediction, Streamlit
food-security-dashboard IPC phase early warning for Northern Nigeria
market-food-security GIS + ML food price spike prediction
land-tenure-conflict ML land conflict risk assessment, Middle Belt
⚡ Engineering & Infrastructure (5 repos)
Repo Description
battery-health-prediction SOH, RUL, and fault classification for EV batteries
soc-prediction Battery State of Charge regression pipeline
electricity-grid-failure XGBoost grid failure and maintenance scheduling
power-grid-failure 90-day predictive maintenance, Streamlit
lagos-traffic-commute-study Statistical evidence study of Lagos road performance
📊 Data Science & Analytics (7 repos)
Repo Description
nigeria-job-market-intelligence Real-time West Africa tech job market analytics
nigeria-education-dashboard Ministry of Education Streamlit dashboard
nigeria-maternal-mortality-prediction Maternal risk scoring REST API
SOC-ANALYSIS Security Operations Center analysis
Business-Intelligence-and-Analysis-using-Python Comprehensive BI analysis using pandas
DataScience_Class1 24-day data science learning journey
techcrest TechCrest LMS, Next.js · Firebase · Tailwind

Tech Stack

Languages

Python SQL TypeScript Bash

Machine Learning & AI

Scikit-learn XGBoost PyTorch YOLOv8 LightGBM SHAP

Geospatial

GeoPandas Folium Shapely Rasterio GDAL

Big Data & Streaming

PySpark Azure Databricks Kafka

Cloud & MLOps

Azure MLflow FastAPI Docker HuggingFace

Dashboards & Frontend

Streamlit Plotly Next.js Tailwind


GitHub Statistics

 

Connect & Collaborate

I am open to research collaborations, consulting engagements, and open-source contributions in the areas of geospatial AI, public health data science, and climate-resilient technology for Africa.


Portfolio   HuggingFace   GitHub


📧 momahmoses@gmail.com  |  📍 Abuja, Nigeria  |  🌍 Available for Remote Collaboration


Building AI systems that make a difference, one dataset at a time.

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  1. Momahmoses.github.io Momahmoses.github.io Public

    Personal portfolio of Momah Moses, Geospatial AI Engineer and Data Scientist.

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  2. Momahmoses Momahmoses Public

    GitHub Profile README

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  3. ng-disease-surveillance ng-disease-surveillance Public

    ||Epidemic tracker using KDE hotspot detection for malaria, cholera and Lassa fever with rolling case windows, PySpark, Azure and Streamlit.

    Python

  4. ng-healthcare-access-analyzer ng-healthcare-access-analyzer Public

    ||Catchment-area analysis for hospitals and PHCs across Nigeria identifying underserved communities using PySpark, Azure and Streamlit.

    Python

  5. ng-power-grid-intelligence ng-power-grid-intelligence Public

    ||Predictive maintenance and renewable energy mapping for Nigerian DisCos using PySpark, Azure Synapse and Streamlit.

    Python

  6. ng-urban-infrastructure-planner ng-urban-infrastructure-planner Public

    ||Smart urban infrastructure gap scoring for 15 Nigerian cities with ROI-based investment prioritisation using PySpark, Azure Digital Twins and Streamlit.

    Python