eegproc.deep_learning package

Subpackages

• eegproc.deep_learning.cross_validation package
  • 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
      • HeldOutUserOracleMetrics
      • TrialValidationMetrics
    • 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
• eegproc.deep_learning.domain_generalization package
  • Submodules
    • eegproc.deep_learning.domain_generalization.alternating_group_learning module
      • AlternatingSubjectSetSequence
    • eegproc.deep_learning.domain_generalization.meta_learning module
      • MLDGEpisodeSequence
      • MetaLearningSubjectSequence
      • fit_mldg()
      • run_mldg_train_step()
• eegproc.deep_learning.supervised package
  • Submodules
    • eegproc.deep_learning.supervised.rnn_architectures module
      • BiGRUClassifier
      • BiLSTMClassifier
      • GRUClassifier
      • LSTMClassifier
      • RNNClassifier
    • eegproc.deep_learning.supervised.supervised_contrastive_loss module
      • SupervisedContrastiveLoss
    • eegproc.deep_learning.supervised.variational_classifier module
      • DenseClassifier
      • HybridClassifier
      • VariationalClassifier
• eegproc.deep_learning.unsupervised package
  • Subpackages
    • eegproc.deep_learning.unsupervised.Convolutions package
      • Submodules
    • eegproc.deep_learning.unsupervised.GNN package
      • Submodules
  • Submodules
    • eegproc.deep_learning.unsupervised.BaseEncoder module
      • BaseEncoder
    • eegproc.deep_learning.unsupervised.VariationalAutoencoderLoss module
      • GradientReversal
      • VariationalAutoencoderLoss
    • eegproc.deep_learning.unsupervised.utils module

Submodules

• eegproc.deep_learning.prepare_datasets module
  • prepare_datasets.py
    • Usage
    • Dataset structures
  • load_amigos_joined_csv()
  • load_amigos_subject()
  • load_cowen_27_mapping()
  • load_deap_subject()
  • load_eegemotions_joined_csv()
  • prepare_amigos()
  • prepare_deap()
  • prepare_dreamer()
  • prepare_eegemotions()
  • verify_npy()
• eegproc.deep_learning.training_outputs module
  • CompactEpochLogger
    • CompactEpochLogger.on_epoch_end()
    • CompactEpochLogger.on_train_begin()
    • CompactEpochLogger.on_train_end()
  • HeldOutUserOracleMetrics
    • HeldOutUserOracleMetrics.on_epoch_end()
    • HeldOutUserOracleMetrics.on_train_begin()
    • HeldOutUserOracleMetrics.on_train_end()
  • PredictionDiagnostics
    • PredictionDiagnostics.on_epoch_end()
    • PredictionDiagnostics.on_train_begin()
    • PredictionDiagnostics.on_train_end()