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sleep-analysis

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A ML model that scans the driver for drowsiness and alerts them incase of danger while driving. Alerts are send via Telegram message and audio cue. Also includes various features such as information of where you last fell asleep, analysis of trip, and recommendations based on when you should take rest and when you were most drowsy.

  • Updated Jan 1, 2024
  • Python

A compact U-Net-inspired convolutional neural network with 740,551 parameters, designed to predict non-apnea sleep arousals from full-length multi-channel polysomnographic recordings at 5-millisecond resolution. Achieves similar performance to DeepSleep with lower computational cost.

  • Updated Oct 22, 2024
  • Jupyter Notebook

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