## Hetero Feature Binning Pipeline Example Usage Guide. #### Example Tasks This section introduces the Pipeline scripts for different types of tasks. 1. Asymmetric Task: script: pipeline-hetero-binning-asymmetric.py 2. Bucket-binning Task : script: pipeline-hetero-binning-bucket-binning.py 3. Category Task: script: pipeline-hetero-binning-category-binning.py 4. Large-bin Task: script: pipeline-hetero-binning-large-bin.py 5. Multi-host Task: script: pipeline-hetero-binning-multi-host.py 6. Multi-host Optimal Task: script: pipeline-hetero-binning-multi-host-optimal.py 7. Multi-host Sparse Optimal Task: script: pipeline-hetero-binning-multi-host-sparse-optimal.py 8. Optimal by chi-square Task: script: pipeline-hetero-binning-optim-chi-square.py 9. Optimal by gini Task: script: pipeline-hetero-binning-optim-gini.py 10. Optimal by iv Task: script: pipeline-hetero-binning-optim-iv.py 11. Optimal by ks Task: script: pipeline-hetero-binning-optim-ks.py 12. Quantile Binning Task: script: pipeline-hetero-binning-quantile-binning.py 13. Quantile Binning with Skip Statistic Task: script: pipeline-hetero-binning-skip-statistic.py 14. Sparse Bucket Binning Task: script: pipeline-hetero-binning-sparse-bucket-binning.py 15. Sparse Optimal Binning by Chi-square Task: script: pipeline-hetero-binning-sparse-optimal-chi-square.py 16. Sparse Optimal Binning by gini Task: script: pipeline-hetero-binning-sparse-optimal-gini.py 17. Sparse Optimal Binning by iv Task: script: pipeline-hetero-binning-sparse-optimal-iv.py 18. Sparse Optimal Binning by ks Task: script: pipeline-hetero-binning-sparse-optimal-ks.py 19. Woe Transform Task: script: pipeline-hetero-binning-woe-binning.py 20. Multi-host Bucket Task: script: pipeline-hetero-binning-multi-host-bucket.py 21. Bucket Binning with Missing Value: script: pipeline-hetero-binning-bucket-binning-missing-value.py 22. Quantile Binning with Missing Value: script: pipeline-hetero-binning-missing-value.py 23. Sparse Quantile Binning: script: pipeline-hetero-binning-sparse-quantile-binning.py 24. Binning with Manual Split Points script: pipeline-hetero-binning-manual-split-points.py Users can run a pipeline job directly: python ${pipeline_script}