ML4Geo: Machine Learning for Geosciences
V.V. Vesselinov, et al.
JuliaCon, Boston, MA2021
Summary
This presentation introduces the ML4Geo framework or toolkit, demonstrating machine learning applications for oil & gas production data analysis, modeling, and visualization. It covers supervised, unsupervised, and physics-informed ML methods for extracting insights from complex geoscience datasets, with examples related to exploration, characterization, and production optimization.