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I wonder if topbasemodel should be a property like leader in AutoML objects? it would handy to have that available… Then i could write code like:
{code:r}h2o.varimp_plot(aml@best_basemodel){code}
It's currently very overly complicated to grab the top basemodel id so you can use it. It would be handy to have especially if people dont want SEs for prod, but like to train them anyway as part of the AutoML process.
We can also consider adding a slot for the top of each algo class. Or perhaps a more general object called best_of_family where we have the top model from each class? Here’s how awkward it currently is to get the best GBM model:
If we decide to add {{aml@best_gbm}} and {{aml@best_drf}} etc, we should probably also call the top model slot, {{aml@best_basemodel}} instead of “top”, for consistency.
The text was updated successfully, but these errors were encountered:
I wonder if
topbasemodel
should be a property likeleader
in AutoML objects? it would handy to have that available… Then i could write code like:{code:r}h2o.varimp_plot(aml@best_basemodel){code}
It's currently very overly complicated to grab the top basemodel id so you can use it. It would be handy to have especially if people dont want SEs for prod, but like to train them anyway as part of the AutoML process.
We can also consider adding a slot for the top of each algo class. Or perhaps a more general object called
best_of_family
where we have the top model from each class? Here’s how awkward it currently is to get the best GBM model:{noformat}best_gbm = h2o.get_model(aml.leaderboard[int(aml.leaderboard["model_id"].grep("GBM")[0,:]), "model_id"]){noformat}
If we decide to add {{aml@best_gbm}} and {{aml@best_drf}} etc, we should probably also call the top model slot, {{aml@best_basemodel}} instead of “top”, for consistency.
The text was updated successfully, but these errors were encountered: