I'm trying do classification on 2.5 million instances with 41 features using weka , so which do you prefer :
Note that I'm using SVM classification (SMO implementation)
With Weka GUI, more time will be required as GUI gets loaded in memory in addition to Data. So its always better to use commandline methods or invocation through java code.