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Framework.custom_sklearn_pipeline.S10_Branch_Pipeline(cluster_block=Framework.building_blocks.ClusterBlock(test_set_model=sklearn.neighbors.classification.KNeighborsClassifier,training_set_model=sklearn.cluster.k_means_.KMeans),ensemble_block=Framework.building_blocks.EnsembleBlock,explainer_block=Framework.building_blocks.ExplainerBlock,processing_block=Framework.building_blocks.ProcessingBlock,reduce_block=Framework.building_blocks.ReduceBlock(reduce_model=sklearn.decomposition.pca.PCA))

Framework.custom_sklearn_pipeline.S10_Branch_Pipeline(cluster_block=Framework.building_blocks.ClusterBlock(test_set_model=sklearn.neighbors.classification.KNeighborsClassifier,training_set_model=sklearn.cluster.k_means_.KMeans),ensemble_block=Framework.building_blocks.EnsembleBlock,explainer_block=Framework.building_blocks.ExplainerBlock,processing_block=Framework.building_blocks.ProcessingBlock,reduce_block=Framework.building_blocks.ReduceBlock(reduce_model=sklearn.decomposition.pca.PCA))

Visibility: public Uploaded 09-03-2020 by Koralp Catalsakal sklearn==0.20.1 numpy>=1.6.1 scipy>=0.9 4 runs
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  • openml-python python scikit-learn sklearn sklearn_0.20.1
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Data -> Explainer -> Shapley -> Reduced-Shapley -> Cluster -> Ensemble -> Prediction

Components

cluster_blockFramework.building_blocks.ClusterBlock(test_set_model=sklearn.neighbors.classification.KNeighborsClassifier,training_set_model=sklearn.cluster.k_means_.KMeans)(1)
ensemble_blockFramework.building_blocks.EnsembleBlock(1)
explainer_blockFramework.building_blocks.ExplainerBlock(1)
processing_blockFramework.building_blocks.ProcessingBlock(1)
reduce_blockFramework.building_blocks.ReduceBlock(reduce_model=sklearn.decomposition.pca.PCA)(1)

Parameters

cluster_blockdefault: {"oml-python:serialized_object": "component_reference", "value": {"key": "cluster_block", "step_name": null}}
ensemble_blockdefault: {"oml-python:serialized_object": "component_reference", "value": {"key": "ensemble_block", "step_name": null}}
explainer_blockdefault: {"oml-python:serialized_object": "component_reference", "value": {"key": "explainer_block", "step_name": null}}
processing_blockdefault: {"oml-python:serialized_object": "component_reference", "value": {"key": "processing_block", "step_name": null}}
reduce_blockdefault: {"oml-python:serialized_object": "component_reference", "value": {"key": "reduce_block", "step_name": null}}

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