From Newton to Machine Learning: Gesture Recognition in Access Control – Gábor Stikkel, HID Global

Every day millions of people in more than 100 countries use HID Global products and services to securely access physical and digital places. Over 2 billion things that need to be identified, verified and tracked are connected through our technology.

Mobile Access, digital keys on a mobile phone, is an important area in the access control industry that benefits from machine learning. The presentation will be about explaining the use cases and demonstrate how state-of-the art machine learning approaches can help predicting user behavior to create a delightful experience.


  • How can machine learning improve the user experience of opening a door?
  • What are the challenges working with sensor data?
  • Challenges with running gesture recognition in production

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