Discover how machine learning transforms geoscience challenges by employing neural networks, fuzzy clustering, Bayesian inversion, and PCA. The text demystifies methods used on seismic, geochemical, and earthquake data, pairing mathematical fundamentals with hands-on MATLAB exercises that highlight real-world applications.