GitHub - ocean-transport/air-sea-ML: This repo is meant to track Prani's research progress on their air-sea parametrization project starting from the spring of 2024.

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This repo is meant to track Prani's research progress on their air-sea parametrization project starting from the spring of 2024.

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Name		Name	Last commit message	Last commit date
Latest commit History 51 Commits
CM26_coarsening.ipynb		CM26_coarsening.ipynb
CM26_fluxes.py		CM26_fluxes.py
CM26_gcmFilters.ipynb		CM26_gcmFilters.ipynb
CM26_gcm_issues_Julius.ipynb		CM26_gcm_issues_Julius.ipynb
CNN_adaptiveLR+funkyTrainingLoop.ipynb		CNN_adaptiveLR+funkyTrainingLoop.ipynb
CNN_hyperparamTuning_dropoutRate.ipynb		CNN_hyperparamTuning_dropoutRate.ipynb
CNN_hyperparamTuning_noDropout.ipynb		CNN_hyperparamTuning_noDropout.ipynb
CNN_setup.py		CNN_setup.py
HFInputsSuperresolution _CNN_trial.ipynb		HFInputsSuperresolution _CNN_trial.ipynb
HRVarstoHRFlux _CNN_trial.ipynb		HRVarstoHRFlux _CNN_trial.ipynb
ML_CNN_ZannaBodnerMethod.ipynb		ML_CNN_ZannaBodnerMethod.ipynb
ML_linearRegression.ipynb		ML_linearRegression.ipynb
ML_simpleNN_BodnerMethod.ipynb		ML_simpleNN_BodnerMethod.ipynb
ML_simpleNN_ZannaBodnerMethod.ipynb		ML_simpleNN_ZannaBodnerMethod.ipynb
ML_simpleNN_spatial.ipynb		ML_simpleNN_spatial.ipynb
ML_simpleNN_temporal.ipynb		ML_simpleNN_temporal.ipynb
ML_simpleNN_trial.ipynb		ML_simpleNN_trial.ipynb
RH_ref Movie.mov		RH_ref Movie.mov
SLP Movie.mov		SLP Movie.mov
SST Movie.mov		SST Movie.mov
addition_CNN_trial.ipynb		addition_CNN_trial.ipynb
complexArithmetic _CNN_trial.ipynb		complexArithmetic _CNN_trial.ipynb
fluxComparisonWithGCM.ipynb		fluxComparisonWithGCM.ipynb
gcm_filtering.py		gcm_filtering.py
initialDataExploration.ipynb		initialDataExploration.ipynb
model_eval_plotting.py		model_eval_plotting.py
powerSpectraTrial.ipynb		powerSpectraTrial.ipynb
preprocessing.py		preprocessing.py
t_ref Movie.mov		t_ref Movie.mov
training_data.ipynb		training_data.ipynb
u_ref Movie.mov		u_ref Movie.mov
unphysicalVeclocitiesIssue.ipynb		unphysicalVeclocitiesIssue.ipynb
v_ocean Movie.mov		v_ocean Movie.mov
v_ref Movie.mov		v_ref Movie.mov
wind Movie.mov		wind Movie.mov
yearlyDataProcessing+Saving.ipynb		yearlyDataProcessing+Saving.ipynb