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Hi there šŸ¤™

  • šŸ”­ Iā€™m currently working on Earth Systems Science ML training and development at Unidata
  • šŸŒ± Iā€™m researching how to best put models in production & methane emission tracking techniques
  • šŸ’¬ Ask me about: šŸšµ and the intersection of geology & code
  • šŸ“« How to reach me: tmartin at ucar dot edu
  • šŸ˜„ Pronouns: he/him
  • āš” Fun fact: Lived in šŸŒ‹ Hawai'i šŸŒ‹

Latest blog post is found here.

Past research on core-based ML is here and downhole geophysics ML is here.

Thomas Martin's Projects

anscomesquartetml icon anscomesquartetml

Small notebook comparing scikit-learn regression metrics on a classic dataset.

bh_monthlydata icon bh_monthlydata

Quick script to pull data out of Baker Hughes drilling excel sheets

bruges icon bruges

Geophysics library with various helpful functions

corebreakout icon corebreakout

Segmentation and depth-alignment of geological core sample image columns via Mask-RCNN

data2las icon data2las

Simple script to move from data to standard version 2 well log format

geoh5py icon geoh5py

Python API for geoh5, an open file format for geoscientific data.

geothermalgrid icon geothermalgrid

Small, notebook based repository to grid and explore various geothermal datasets and products.

gremlin-ml icon gremlin-ml

'shallow' ML on a benchmark atmospheric dataset

grid_explore icon grid_explore

Quick repo to check out a few different gridding packages

hagelslag icon hagelslag

Hagelslag supports segmentation and tracking of weather fields and scalable verification, including performance diagrams and reliability diagrams.

imbalanced-learn icon imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

intro_ml_ncar icon intro_ml_ncar

Introduction to Machine Learning course offered at NCAR, Fall 2023

js2_gpu icon js2_gpu

Short notebooks to test various machine learning methods on Jetstream2

leapfrogmshreader icon leapfrogmshreader

A simple reader of leapfrog mesh files, without onerous installation requirements.

lewisml icon lewisml

Machine Learning Models of Lewis Fm.

minisom_tutorial icon minisom_tutorial

MiniSOM Tutorial for 2-D Atmospheric Data and Example Using Mean Sea Level Pressure Data

netcdf2ml icon netcdf2ml

Testing enviroment to open and use netCDF files with various ML frameworks.

plotlas icon plotlas

Simple plotting routine for ASCII well log data. Depends on lasio.

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