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Fall detection necklace using gyroscope and accelerometer data.

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Fall Detection

This project contains code for a wearable necklace that detects when a user has fallen.

It uses a gyroscope and accelerometer connected to a Bluetooth Adafruit Feather to monitor the user’s orientation and motion. Based on this sensor data, a prediction is made using a Random Forest model to determine whether a fall has occurred.

If a fall is detected, a text message is sent to a caregiver using Twilio.

image Screenshot 2025-10-04 at 10 27 15 PM Screenshot 2025-10-04 at 10 28 02 PM

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Fall detection necklace using gyroscope and accelerometer data.

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  • Jupyter Notebook 97.9%
  • Python 2.1%