Ryan Lagerquist's repositories
GewitterGefahr
End-to-end machine-learning library for predicting thunderstorm hazards.
cira_ml_short_course
Notebooks for CIRA (Cooperative Institute for Research in the Atmosphere) machine-learning short course.
ml4convection
Uses machine learning to predict convective initiation and decay from satellite data.
ai2es_xai_course
Notebooks for AI2ES (NSF Institute for Research on Trustworthy Artificial Intelligence in Weather, Climate, and Coastal Oceanography) short course on XAI (explainable artificial intelligence).
cira_uq4ml
Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere
aiml_symposium
For 2018 Artificial-intelligence and Machine-learning Symposium at University of Oklahoma.
ams2019_short_course
Python library for short course (Machine Learning in Python for Environment) at 2019 AMS (American Meteorological Society) annual meeting.
GeneralExam
General-exam stuff
StormLabeler
Interface for humans to label "interesting" (tornado-related) parts of storms and compare their answers with deep learning.
loss_function_paper_2022
Contains version-controlled Colab notebook for 2022 paper on loss functions in AMS AIES journal.
ml_for_wildfire_wpo
Machine learning for multi-day prediction of fire weather and behaviour.
NOAA-FireWxHack-Case6
Smoke transport modeling / PM2.5 estimation
aiwp_derived_fields
Computes derived fields (e.g., profile-based indices for severe convective weather) from AIWP (AI-based weather prediction) models.
cira_diffusion_yoonjin_data
Same as dopplerchase's CIRA_Diffusion repository, but this one works with Yoonjin's data for the June 13 2024 CIRA tutorial.
WaveTF
WaveTF: a 1D and 2D wavelet library for TensorFlow and Keras