517 Machine Learning in Geosciences: Existing and Novel Tools to Mine Geologic Data.
The world’s most valuable resource is no longer oil. It is data. Mining geoscience data is a key new research and application area in our field. Recently, a series of novel machine learning (ML) tools have been developed to analyze diverse datasets related to earth sciences, including climatic, geologic, geophysics, geothermal, carbon storage, oil/gas, and wildfire applications. The workshop will demonstrate how these ML methods and tools can be easily applied to these and other application areas. The workshop will also discuss the pros and cons of alternative machine learning methods for different real-world problems. We will also focus on recently developed novel ML methods developed at LANL called SmartTensors (http://tensors.lanl.gov; https://github.com/SmartTensors). The workshop will include seminar talks and hands-on real-time demonstrations of already existing case studies. The workshop will be designed to be suitable and useful for anyone regardless of their ML experience by providing materials at introduction, intermediate, and expert levels.
Friday, 1 October 2021
9:00 AM - 3:00 PM
Presentations
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