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Sorry for not getting back on this. Somewhat overdue but if you want a linear combination of base models, the best approach is to use a linear model as your meta learner. If you want to fix the weights apriori, you can easily achieve this by writing a dummy estimator class.
When training a model, how to use sample_weight? I haven't seen weight parameter in fit function.
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