Which analysis can I do to test preprocessing and assumptions? I've tried ANOVA analysis but improvement in ANOVA does not translate to tangible improvement in the prediction of GB model.
U use ANOVA with respect to Hypothesis.. try doing some Bivariate analysis; u will generate cool insight that will definetely lead to improvement
Please which model did you use
catboost is not boosting here.