Thomas Martin's repositories
grid_explore
Quick repo to check out a few different gridding packages
everything_but_ML
A collection of turtorial notebooks to go over data processing and viz
intro_ML_NCAR
Introduction to Machine Learning course offered at NCAR, Fall 2023
MinisomTutorial_Atmo
One notebook Tutorial on the MiniSom package with an Atmospheric data example.
AnscomesQuartetML
Small notebook comparing scikit-learn regression metrics on a classic dataset.
GeothermalGrid
Small, notebook based repository to grid and explore various geothermal datasets and products.
bridgescaler
Bridge your scikit-learn scaler parameters between Python sessions and users. Distribute your scaling across multiple processes and data subsets.
cookbook-template
Project Pythia Cookbook template
GREMLIN-ML
'shallow' ML on a benchmark atmospheric dataset
hagelslag
Hagelslag supports segmentation and tracking of weather fields and scalable verification, including performance diagrams and reliability diagrams.
imbalanced-learn
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
JS2_gpu
Short notebooks to test various machine learning methods on Jetstream2
MiniSOM_tutorial
MiniSOM Tutorial for 2-D Atmospheric Data and Example Using Mean Sea Level Pressure Data
radar-cookbook
A cookbook meant to work with various weather radar data
RasterToXarray
Short utility functions for raster to xarray and point to xarray handeling
regressor_compare
modifed version of Matt Hall's regression comparison script.
science-gateway
Unidata Science Gateway
tds
THREDDS Data Server
thin_section_exploration
Single notebook to look at some non-ML techniques for thin section analysis
ThomasMGeo
My personal readme
WAF_ML_Tutorial_Part1
Python code to assist in familiarizing meteorologists with machine learning
welly
Well handling
xarray
N-D labeled arrays and datasets in Python
xbatcher
Batch generation from xarray datasets