eegproc.deep_learning.cross_validation package

Cross-validation for subject-wise EEG experiments.

Split out of the former single-module cross_val in v2. Modules separate array helpers, metrics, fold execution, and orchestration.

Requires eegproc[deep-learning].

Submodules

• eegproc.deep_learning.cross_validation.aggregation module
• eegproc.deep_learning.cross_validation.arrays module
• eegproc.deep_learning.cross_validation.calibration module
  • subject_calibration_cv()
• eegproc.deep_learning.cross_validation.calibration_subject module
• eegproc.deep_learning.cross_validation.callbacks module
  • EvaluationLevelValidationMetrics
    • EvaluationLevelValidationMetrics.on_epoch_end()
  • HeldOutUserOracleMetrics
    • HeldOutUserOracleMetrics.on_epoch_end()
    • HeldOutUserOracleMetrics.on_train_begin()
  • TrialValidationMetrics
    • TrialValidationMetrics.on_epoch_end()
• eegproc.deep_learning.cross_validation.constants module
• eegproc.deep_learning.cross_validation.dataframe module
  • cross_validate_dataframe()
• eegproc.deep_learning.cross_validation.evaluation module
• eegproc.deep_learning.cross_validation.loso module
  • fixed_loso_cv()
  • loso_cv()
• eegproc.deep_learning.cross_validation.loso_fold module
• eegproc.deep_learning.cross_validation.metrics module
• eegproc.deep_learning.cross_validation.nested module
  • nested_lnso_cv()
• eegproc.deep_learning.cross_validation.nested_fold module
• eegproc.deep_learning.cross_validation.probabilities module
• eegproc.deep_learning.cross_validation.reporting module
• eegproc.deep_learning.cross_validation.search module
• eegproc.deep_learning.cross_validation.splits module
• eegproc.deep_learning.cross_validation.workers module