03 Machine Learning: Workflow Construction and Coding

A lecture on subsurface workflow coding basics with Python.

Follow along with the demonstration workflows in Python:

1. DataFrames from Pandas:

2. ndarray from numpy:

Subsurface Machine Learning, is an undergraduate / graduate course that I teach once a year at The University of Texas at Austin. We build from fundamental spatial / subsurface, geoscience / engineering modeling, probability, statistics, feature engineering and selection, inferential and predictive machine learning. From linear regression to generative adversarial networks, I provide accessible content to help you face the digital revolution!

I hope you find this course content useful,

Michael Pyrcz
Associate Professor
Cockrell School of Engineering
Jackson School of Geosciences
The University of Texas at Austin