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Tuning GBMs (hyperparameter tuning) and impact on out-of-sample predictions

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Important question : may you clarify if you using some special algorithms for generation many test data / train data splits to get big difference between splits since some splits...

as usual great code and ideas but d0_train

If you have enough RAM, it is always better to run parallel trainings with a low amount of training threads instead of parallelizing each training. Example on a 20c/40t server,...