Analysis Step Types Registry

Analysis Step Types

Registry functionality for analysis classes. For implementation details see EligibleAnalysisItems

data_transform

Description

Wraps analysis algo into data loading/saving and config. For implementation details see DataTransformer

data_transform

greedy_split

Description

Wraps analysis algo into data loading/saving and config. For implementation details see GreedySplitSurvivalAnalysis

greedy_split

run_eda

Description

EDA analysis For implementation details see EdaStep

run_eda

modeling_data_transform

Description

Wraps analysis algo into data loading/saving and config. For implementation details see ModelingTransformer

modeling_data_transform

train_model

Description

Train Model Step. For implementation details see TrainModelStep

train_model

select_models

Description

Models selection step. For implementation details see SelectModelsStep

select_models

extract_fi

Description

FI extraction step. For implementation details see ExtractFeatureImportanceStep

extract_fi

combine_fi

Description

FI Aggregation Step. Note that this step is completely optional: in any case, all results are required. Here we only generate some sort of short summary table which is available even if reporting step fails fo some reason. For implementation details see AggregateFeatureImportanceStep

combine_fi

survival_analysis

Description

Survival analysis step. For implementation details see SurvivalAnalysisStep

survival_analysis

generate_report

Description

Generate Report Step. For implementation details see GenerateReportStep

package_report

Description

Package report step For implementation details see PackageReportStep