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🚴‍ 🤸‍ SWIFT ACTIVITY 🚶‍ 🏃‍

ABOUT

Activity is an IOS App that show how to train and deploy a Human Activity Model in your mobile thanks to CoreML and TuriCreate

Activity recognition is a really exciting field because it can associate a service based on what the user is doing.

Eventually, I'll associate activity with music.

Training

I want to classify severals kind of activities :

Simple activities :

  • walking
  • running
  • sitting
  • jumping

Complex activities :

  • metro
  • car
  • skating
  • biking

I recorded my movements - accelerometers and gyroscopes - during each activity with my Iphone7 sensors.

My python project is here, I used Turi Create for the training part.

Machine Learning Architecture

Deployment

The app is in Swift 5 with two targets :

  • Activity : the app
  • CoreActivity : the motion data handling and predictions with CoreML.

Ressources