I'm trying to use SMOTE or SMONEENN on my dataset containing only 2000 rows. My set up is the following:
sklearn: '1.1.3' imblearn: '0.9.1' python: '3.10.8'
when running
smt = SMOTEENN(random_state=42, n_jobs = -1, )
and
X_train_SMOTE, y_train_SMOTE = smt.fit_resample(X_train, y_train)
the cell runs forever (i.e., I kill it after 1 hour) and it doesn't give me any results or an error.
Interestingly, during the loading, the CPU is not strained. Nothing seems to be happening.
Any ideas what might be wrong?
I already reinstalled imblearn, but it didn't help.