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