https://github.com/jesperdramsch/70-years-of-machine-learning-in-geoscience-in-review

Code to recreate the tutorial and figures in the book chapter.
https://github.com/jesperdramsch/70-years-of-machine-learning-in-geoscience-in-review

Last synced: about 2 months ago
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Code to recreate the tutorial and figures in the book chapter.

• Host: GitHub
• URL: https://github.com/jesperdramsch/70-years-of-machine-learning-in-geoscience-in-review
• Owner: JesperDramsch
• License: mit
• Created: 2020-07-17T04:44:35.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2022-05-14T21:15:10.000Z (over 2 years ago)
• Last Synced: 2024-08-04T04:04:30.981Z (5 months ago)
• Language: HTML
• Size: 725 KB
• Stars: 32
• Watchers: 6
• Forks: 7
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE
  • Citation: CITATION.cff

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README

        
# 70-Years-of-Machine-Learning-in-Geoscience-in-Review

Code to recreate the tutorial and figures in the [book chapter](https://arxiv.org/abs/2006.13311).

Find the preprint at: https://arxiv.org/abs/2006.13311

![Decision boundaries](/figures/decision-boundaries.png?raw=true "Decision Boundaries of different Classifiers")

[Book_Examples.ipynb](Book_Examples.ipynb) contains the tutorials and resulting visualizations of the chapter.

[Book_Visualizations.ipynb](Book_Visualizations.ipynb) contains programmatically generated figures for the chapter.

The generated figures are stored in [figures/](figures/) the movie through the 3D decision boundary volume is stored externally at:

    Dramsch, Jesper Soeren (2020): 3D decision volume of SVM, Random Forest, and Deep Neural Network. figshare. Media. https://doi.org/10.6084/m9.figshare.12640226