Machine Learning Regression Models of Lewis Fm.
These are the models and results associated with a paper accepted! The Sedimentary Record.
Link to paper is here
Data is in the supplimentary materials in the link above.
Co-authors for the paper are Zane Jobe & Jared Tadla.
These are written as jupyter notebooks. Some packages you will need to install to run these models:
python 3.7+
general data prep
lasio
welly
pandas
numpy
ML
catboost
xgboost
tensorflow 2 (ran on Google Colab)
scikit-learn (SVM & Linear Regression)
plotting
matplotlib
seaborn