Person-down detection

Neural-network fall detection on accelerometer + gyroscope data; 92% accuracy.

My first engineering role: a neural-network person-down / fall-detection system analysing accelerometer and gyroscope data for real-time detection in high-risk environments — 92% accuracy, with MLflow for tracking.

Key features

• Neural-network fall detection on IMU data
• 92% detection accuracy

Built with — how & why

• 
  Python

  Model and data pipeline.
• 
  pandas

  Accelerometer / gyroscope feature prep.
• 
  TensorFlow

  The fall-detection neural network.