Section: Machine Learning 2 | Data mining and machine/deep learning for Geophysics

Section outline

Parametric and non-parametric models, linear models, logistic regression, Support Vector Machines, decision trees and Random Forest. Metrics and protocols for evaluating the performance of classifiers. Cross-validation protocol and selection of hyper-parameters. Effect of regularisation terms in the learning process.
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  Modulo 3 File PDF