Machine Learning

The MRAI Machine Learning solution builds on robust data transformations to deliver actionable insights from geochemical datasets. By integrating state-of-the-art dimensionality reduction with both supervised and unsupervised learning methodologies, our pipeline streamlines the discovery of latent geochemical patterns and structural relationships.

This solution meticulously tunes hyperparameters, generates high-dimensional embeddings for clear 2D and 3D visualizations, and applies clustering algorithms to highlight distinct geochemical groups. The result is a reproducible and scalable analytics framework that empowers users to explore, interpret, and model complex geochemical phenomena with precision.