I have a very large dataset that needs to be used for classification, I sampled the data, but that does not guarantee that I will have the whole labels in my output. How can I sample my data to cover all labels?
Also, I wanted to save the label encoder
and the RandomForestClassifier
that I used in this process to use them for incremental learning. I searched about using the RandomForestClassifier
I found out that set_warm
feature is only used for adding extra estimators not updating the weights. and partial_fit
does not support using random forest. So my second question is how to updated the label encoder
and the RandomForestClassifier
for training another datasets that might have other labels and more datapoints?
online learning for label encoder and random forest classifier
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