Random forest is a very popular machine learning algorithm that can be used for both classification and regression. Within this tutorial we will go over the basics of the random forest algorithm before moving onto a real world example where we are attempting to predict a lithological class from well log measurements.

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Data Source

Bormann, Peter, Aursand, Peder, Dilib, Fahad, Manral, Surrender, & Dischington, Peter. (2020). FORCE 2020 Well well log and lithofacies dataset for machine learning competition [Data set]. Zenodo. https://doi.org/10.5281/zenodo.4351156




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