i used shap to interpret my classification NN model(2 target) and and visualize my model by shap.plot (vilion plot ,bar plot ,force plot ) but i have issues to understand these plots !
in my model i have two target (1 for coffee shop & 0 for florist)
and there is 10 feature that has to interpret effect of them on model output
shap.plots.violin(shap_values, feature_names=feat_names)
in the vilion plot there is horizental plot which get into 2 side or has 2 color or has tall post in the wide side of plot that confusing me
for exaple if i want know feature 9 has more effect on coffeeshop or florist ,what should i de !?
and here is barplot
shap.plots.bar(shap_values.cohorts(2).abs.mean(0))
and in the end how can we show the effect of 1 features on multipleclass??