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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).

aiml_symposium

For 2018 Artificial-intelligence and Machine-learning Symposium at University of Oklahoma.

aiwp_derived_fields

Computes derived fields (e.g., profile-based indices for severe convective weather) from AIWP (AI-based weather prediction) models.

ams2019_short_course

Python library for short course (Machine Learning in Python for Environment) at 2019 AMS (American Meteorological Society) annual meeting.

cira_ml_short_course

Notebooks for CIRA (Cooperative Institute for Research in the Atmosphere) machine-learning short course.

cira_uq4ml

Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere

cs5033

Tutorials for CS 5033 (Machine Learning) at University of Oklahoma.

generalexam

General-exam stuff

gewittergefahr

End-to-end machine-learning library for predicting thunderstorm hazards.

loss_function_paper_2022

Contains version-controlled Colab notebook for 2022 paper on loss functions in AMS AIES journal.

ml4convection

Uses machine learning to predict convective initiation and decay from satellite data.

ml4rt

ml4tc

End-to-end library for using machine learning to predict tropical-cyclone intensity.

ml_for_wildfire_wpo

Machine learning for multi-day prediction of fire weather and behaviour.

noaa-firewxhack-case6

Smoke transport modeling / PM2.5 estimation

stormlabeler

Interface for humans to label "interesting" (tornado-related) parts of storms and compare their answers with deep learning.

wavetf

WaveTF: a 1D and 2D wavelet library for TensorFlow and Keras