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ClimateBenchGP_dtr.ipynb
ClimateBenchGP_dtr.ipynb
 
 
ClimateBenchGP_pr.ipynb
ClimateBenchGP_pr.ipynb
 
 
ClimateBenchGP_pr90.ipynb
ClimateBenchGP_pr90.ipynb
 
 
ClimateBenchGP_tas.ipynb
ClimateBenchGP_tas.ipynb
 
 
Copy of ClimateBenchGP_dtr.ipynb
Copy of ClimateBenchGP_dtr.ipynb
 
 
EDA_climatebench(1).ipynb
EDA_climatebench(1).ipynb
 
 
EDA_climatebench.ipynb
EDA_climatebench.ipynb
 
 
GAN_climatebench.ipynb
GAN_climatebench.ipynb
 
 
GAN_climatebench_running.ipynb
GAN_climatebench_running.ipynb
 
 
GPR_Cliamtebench_fromtutorial_diurnal_temperature_range.ipynb
GPR_Cliamtebench_fromtutorial_diurnal_temperature_range.ipynb
 
 
GPR_Cliamtebench_fromtutorial_tas.ipynb
GPR_Cliamtebench_fromtutorial_tas.ipynb
 
 
Gan_new_running.ipynb
Gan_new_running.ipynb
 
 
KRR_climatebench_final.ipynb
KRR_climatebench_final.ipynb
 
 
README.md
README.md
 
 
RNN_Climate.ipynb
RNN_Climate.ipynb
 
 
Running_CNN2_climatebench.ipynb
Running_CNN2_climatebench.ipynb
 
 
SVR_climatebench.ipynb
SVR_climatebench.ipynb
 
 
SVR_climatebench_final.ipynb
SVR_climatebench_final.ipynb
 
 
SVR_climatebench_final_dtr.ipynb
SVR_climatebench_final_dtr.ipynb
 
 
VAE_climatebench.ipynb
VAE_climatebench.ipynb
 
 
VAE_climatebench_final.ipynb
VAE_climatebench_final.ipynb
 
 
VAE_noexperimental.ipynb
VAE_noexperimental.ipynb
 
 
VAEdiurnal_temp.ipynb
VAEdiurnal_temp.ipynb
 
 
cartopy that runs.ipynb
cartopy that runs.ipynb
 
 
codecarbon.ipynb
codecarbon.ipynb
 
 
duncan_CNN_that_runs.ipynb
duncan_CNN_that_runs.ipynb
 
 
pattern_scaling_model.ipynb
pattern_scaling_model.ipynb
 
 
simpleGPmodel.ipynb
simpleGPmodel.ipynb
 
 

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Data-Driven Climate Emulators

This repository is a part of my MTech Thesis on the topic of Earth System emulation using Machine learning and Generative deep learning. Climatebench, a recent benchmarking dataset for the evaluation of data-drive climate emulators is used for the benchmarking of all models.

This repository is heavily influnced by :

ClimateBench

Tutorials by Pierre Gentine

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Data-driven climate emulators on ClimateBench

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