In this lecture I cover DBSCAN as an advanced clustering method in machine learning.
Follow along with the demonstration workflows in Python:
o. Clustering with DBSCAN: https://github.com/GeostatsGuy/PythonNumericalDemos/blob/master/SubsurfaceDataAnalytics_advanced_clustering.ipynb
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!
Learn more me and my research program at The University of Texas at Austin at www.michaelpyrcz.com.
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