Complex Scenarios and discepancies# Discrepencies may happen. Let’s see some unexpected cases. Dealing with discrepancies# Issues when switching to float Funny discrepancies Unexpected issues# TfIdf and sparse matrices Convert a pipeline with a LightGBM regressor Batch predictions vs one-off predictions Batch predictions without parallelization Dealing with discrepancies (tf-idf)