nirs4all.pipeline.analysis package

Submodules

• nirs4all.pipeline.analysis.model_diagnostics module
  • BiasVarianceDecomposition
    • BiasVarianceDecomposition.bias_squared
    • BiasVarianceDecomposition.n_samples
    • BiasVarianceDecomposition.total_error
    • BiasVarianceDecomposition.variance
  • bias_variance_decomposition()
  • estimate_train_size()
  • learning_curve_points()
  • robustness_axes()
• nirs4all.pipeline.analysis.shape_inference module
  • DIMENSION_BOUND_PARAMS
  • infer_output_shape()
• nirs4all.pipeline.analysis.splitter_config module
  • SplitterConfig
    • SplitterConfig.group_by
    • SplitterConfig.n_splits
    • SplitterConfig.random_state
    • SplitterConfig.reference
    • SplitterConfig.shuffle
    • SplitterConfig.splitter_class
    • SplitterConfig.test_size
  • extract_splitter_config()
  • is_splitter_reference()
  • parse_expanded_config_steps()
• nirs4all.pipeline.analysis.topology module
  • ModelNodeInfo
    • ModelNodeInfo.branch_depth
    • ModelNodeInfo.branch_path
    • ModelNodeInfo.merge_type
    • ModelNodeInfo.model_class
    • ModelNodeInfo.step_index
  • PipelineTopology
    • PipelineTopology.has_branches_without_merge
    • PipelineTopology.has_concat_merge
    • PipelineTopology.has_feature_merge
    • PipelineTopology.has_mixed_merge
    • PipelineTopology.has_multi_source
    • PipelineTopology.has_separation_branch
    • PipelineTopology.has_sequential_models
    • PipelineTopology.has_stacking
    • PipelineTopology.max_stacking_depth
    • PipelineTopology.model_nodes
    • PipelineTopology.splitter_step_index
  • analyze_topology()