eegproc.deep_learning.unsupervised package

Unsupervised deep-learning components for EEGProc.

Subpackages

• eegproc.deep_learning.unsupervised.Convolutions package
  • Submodules
    • eegproc.deep_learning.unsupervised.Convolutions.CNN1D module
      • CNN1DDecoder
      • CNN1DEncoder
    • eegproc.deep_learning.unsupervised.Convolutions.CNN2D module
      • CNN2DDecoder
      • CNN2DEncoder
• eegproc.deep_learning.unsupervised.GNN package
  • Submodules
    • eegproc.deep_learning.unsupervised.GNN.GCN module
      • GCNDecoder
      • GCNEncoder
    • eegproc.deep_learning.unsupervised.GNN.GCNMTL module
      • GCNDecoder
      • GCNEncoder
      • GCNMTLDecoder
      • GCNMTLEncoder
      • compute_mi_adjacency_from_channels()
      • compute_mtl_shared_mi_adjacency()
    • eegproc.deep_learning.unsupervised.GNN.GCN_band_separated module
      • BandSeparatedGCNEncoder
      • GCNDecoder
      • GCNEncoder
    • eegproc.deep_learning.unsupervised.GNN.GraphConv module
      • GraphConv
    • eegproc.deep_learning.unsupervised.GNN.GraphConvMTL module
      • GraphConvMTL

Submodules

• eegproc.deep_learning.unsupervised.BaseEncoder module
  • BaseEncoder
    • BaseEncoder.call()
    • BaseEncoder.compute_output_shape()
    • BaseEncoder.emb_dim
    • BaseEncoder.get_config()
    • BaseEncoder.n_features
    • BaseEncoder.output_timesteps
• eegproc.deep_learning.unsupervised.VariationalAutoencoderLoss module
  • GradientReversal
    • GradientReversal.call()
    • GradientReversal.get_config()
  • VariationalAutoencoderLoss
    • VariationalAutoencoderLoss.compute_huber_loss()
    • VariationalAutoencoderLoss.compute_kl_loss()
    • VariationalAutoencoderLoss.compute_reconstruction_loss()
    • VariationalAutoencoderLoss.compute_subject_loss()
    • VariationalAutoencoderLoss.get_config()
• eegproc.deep_learning.unsupervised.utils module