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)