Replace Bagging Trees with Neural Networks for MLacc - Githubissues

CALIPSO-project / SPINacc

A spinup acceleration procedure for land surface models (LSM)

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Replace Bagging Trees with Neural Networks for MLacc #54

Open tztsai opened 4 weeks ago

tztsai commented 4 weeks ago

In order to implement a neural network to replace the bagging trees for MLacc, we need to

[x] For each, ipool, collect all input datasets into a single dataset for NN training
[ ] Restore the time dimension of the dataset with a monthly frequency to increase the data size
[ ] Implement and train an NN for each ipool; tune the hyperparameters using a validation dataset
[ ] Test the evaluation performance and compare it with the previous ML model

Fixes #53 #57