GA
GeoAlerta AI
Data & AI

Machine Learning

GeoAlerta AI uses a robust ensemble of tree-based models trained on engineered geospatial features.

Random Forest

Robust baseline with strong interpretability via feature importance.

Gradient Boosting

Sequential trees that capture complex non-linear interactions.

XGBoost

Optimized boosting with regularization for high accuracy.

Ensemble

Weighted combination of models for stable, generalizable predictions.

Training Pipeline

Ingest
Features
Train
Validate
Serve

Feature Importance