Project 04 / 06

EEG Eye State

Open or closed, from brain signals

Classifies whether eyes are open or closed from Emotiv EEG headset data. EDA, correlation analysis and outlier handling first, then a comparison of models. KNN won and now runs behind FastAPI with Prometheus monitoring.

Results

What it achieved

KNN accuracy
96.26%

Built with

  • Scikit-Learn
  • KNN
  • FastAPI
  • Prometheus