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content/hardware/06.nicla/boards/nicla-voice/tutorials/glass-break-detector/content.md

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- The [Arduino Create Agent](https://cloud.arduino.cc/download-agent/)
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- The [Arduino Cloud](https://cloud.arduino.cc/). If you do not have an account, you can create one for free inside [cloud.arduino.cc](https://cloud.arduino.cc/home/?get-started=true).
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### Additional Resources
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### Additional Resources
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- Pre-recorded glass-breaking sound samples (or access to the [**DCASE**](http://dcase.community/challenge2017/task-rare-sound-event-detection-results) dataset).
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- A speaker or audio playback device for live testing.
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## Full Glass-Breaking Detector Resources
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All the necessary files to replicate this application notes can be found below:
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All the codes and files of this application note can be found below:
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* The complete code can be downloaded here:
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- [Base glass-breaking detector example](assets/glass-break-detector.zip)
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- [Extended glass-breaking detector with Arduino Cloud](assets/glass-break-detection-building.zip)
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* The Machine Learning Tools project is public [here](https://mltools.arduino.cc/public/210541/latest) by Aurelien Lequertier. You can clone it and modify it to adapt it to your needs by improving the dataset or model architecture for a custom deployment.
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- [Base glass-breaking detector example](assets/glass-break-detector.zip)
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- [Extended glass-breaking detector with Arduino Cloud](assets/glass-break-detection-building.zip)
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- The Machine Learning Tools project is public [here](https://mltools.arduino.cc/public/210541/latest) by Aurelien Lequertier. You can clone it and modify it to adapt it to your needs by improving the dataset or model architecture for a custom deployment.
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## Conclusion
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- Monitoring animal sounds in wildlife conservation.
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- Recognizing spoken keywords for voice-controlled systems.
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You can also explore the [Door Intruder Detector Using ML with the Nicla Voice](https://docs.arduino.cc/tutorials/nicla-voice/ei-intruder-detector/) applicatio note that shows how machine learning can detect door-opening and intrusion events, providing additional insights into creating versatile sound detection systems for enhanced domestic security.
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You can also explore the [Door Intruder Detector Using ML with the Nicla Voice](https://docs.arduino.cc/tutorials/nicla-voice/ei-intruder-detector/) application note that shows how machine learning can detect door-opening and intrusion events, providing additional insights into creating versatile sound detection systems for enhanced domestic security.
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