~/talk

Project Sentinel: Home security using Raspberry Pi and Tensorflow

TalkinSpanishat PyCon US 2024 · 2024-05-15..05-23· [machine-learning, security]
links:none on file
slides:none on file

A project shows how to build a home security system on a Raspberry Pi using TensorFlow for face and object recognition. It covers customization (integrating with smart lights, locks, alarms), local data storage to avoid cloud privacy issues, use of open-source libraries for transparency, and real-time mobile alerts.

AI-written summary · about

  1. 0:00Project introduction
  2. 1:22Security cameras and Raspberry Pi
  3. 2:43Data collection and labeling
  4. 5:57TensorFlow model selection
  5. 9:20Model training
  6. 12:01Export to TensorFlow Lite
  7. 13:07Hardware and system setup
  8. 16:38Initial tests and results
  9. 17:06Future improvements and scalability
  10. 18:35Conclusion and lessons
  11. 19:48Q&A
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