Resources

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Approximate UMAP

Embedding projection in online scenarios.

Braindecode library

Braindecode library

Deep learning for EEG decoding

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

MOABB library

MOABB library

Mother of All BCI Benchmarks

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.