FateWithShellmiaoComment/Fate/examples/pipeline/hetero_feature_binning

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}