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NeuroTech Ain Shams University — First NeuroTechX student chapter in Africa/MENA. Motor imagery, SSVEP, P300 paradigm implementations.

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NeuroTech Ain Shams University

The first NeuroTechX student chapter in Africa & MENA, founded by Omar AbdAlAal at Ain Shams University in 2025 (50+ members). The chapter hosted the local hub of the g.tec BCI Spring School & BR41N.IO hackathon (2026), runs EEG workshops and paper reviews, and builds real BCIs on the 8-channel g.tec Unicorn Hybrid Black.

This repo is the chapter's shared lab bench. The polished, standalone versions live in their own repos.

Projects

P300 speller (P300/) → cleaned up in p300-bci-speller

The full development history of the real-time brain-typing speller: data collection, offline evaluation and diagnostics.

  • realtime_inference.py, signal_processing.py: LSL decoder with a synthetic sample clock, ASR and Bayesian dynamic stopping.
  • bci_classifiers.py, eegnet_classifier.py, evaluate_pipelines.py: xDAWN+LDA, Riemannian MDM and EEGNet, compared offline.
  • calibrate_epoch_timing.py: sweeps the post-flash window (ROC-AUC vs. offset). calibrate_bayesian_kde.py: fits the score distributions used for evidence accumulation.
  • simulate_realtime.py: replays recorded sessions through the live decoder for reproducible debugging. diagnose_*.py + diagnostics/: per-session ERP plots.
  • tests/test_p300_paradigm.py: paradigm/stimulus tests.

Signal-quality monitor (Signal Quality Algorithm/)

A live Tkinter head map for the raw Unicorn LSL stream. Each electrode is green or red, based on peak-to-peak range, variance and ADC-rail checks over a 1-second window. This was the prototype of the 5-check contact-quality engine that shipped in the MindMetric app.

SSVEP (SSVEP Protocol/, SSVEP Tryouts/)

  • ssvep_realtime.py: real-time CCA decoding of 10 / 12 / 15 Hz targets with harmonics.
  • ssvep_screening.py, ssvep_experiment.py: pilot screening that measures each candidate's SNR per frequency at Oz (e.g. 12.3 at 10 Hz) and draws an aptitude topoplot.

Research notes (docs/research/)

Literature reviews on P300 speller performance and SSVEP algorithms, plus the hackathon project specifications.

Tech

Python · pylsl · pyRiemann · MNE · scikit-learn · PyTorch (EEGNet) · PsychoPy · Tkinter · g.tec Unicorn

About

NeuroTech Ain Shams University — First NeuroTechX student chapter in Africa/MENA. Motor imagery, SSVEP, P300 paradigm implementations.

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