Resources

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Approximate UMAP

Embedding projection in online scenarios.

ERP BCI analysis game

An ERP BCI escape room style game.

Foundation Models (Signal-JEPA)

Tutorial for loading and fine-tuning pre-trained foundation models with Braindecode

Generative Models

Collection of resources for generative models in BCI research

Oscillatory BCI analysis game

An Oscillatory BCI escape room style game.

Pre-trained motor-imagery models

Collection of pre-trained neural neworks for motor-imagery decoding.

Python Noise-Tagging Brain-Computer Interface

A Python toolbox for brain-computer interfaces using code-modulated evoked potentials.

Review of Deep Representation Learning Techniques for BCI

Additional resources for the review of deep representation learning techniques for BCI.

Unsupervised Mean-difference Maximization (UMM)

Toolkit for unsupervised BCI ERP classification.