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  - Sample Rate: A consistent sample rate of 16,000 Hz was maintained for all preprocessing steps.
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  ![Confusion Matrix](./pics/confusion-matrix.png)
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  2. Confusion Matrix Analysis
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- - High Precision: Minimal false positives suggest the model is very specific when identifying emergencies.
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- - High Recall: Minimal false negatives indicate that most emergencies are correctly identified.
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  ## Model Usage
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  - `Silver Assistant` Project
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- - The audio model is a critical component of the SilverAssistant system, designed to detect potentially dangerous situations such as falls, cries for help, or signs of violence through audio analysis. Its primary purpose is to enhance user safety while respecting privacy
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  - [GitHub SilverAvocado](https://github.com/silverAvocado)
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  ## Conclusion
 
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  - Sample Rate: A consistent sample rate of 16,000 Hz was maintained for all preprocessing steps.
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  ![Confusion Matrix](./pics/confusion-matrix.png)
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  2. Confusion Matrix Analysis
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+ - High Precision: Minimal false positives suggest the model is very specific when identifying emergencies.
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+ - High Recall: Minimal false negatives indicate that most emergencies are correctly identified.
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  ## Model Usage
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  - `Silver Assistant` Project
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+ - The audio model is a critical component of the SilverAssistant system, designed to detect potentially dangerous situations such as falls, cries for help, or signs of violence through audio analysis. Its primary purpose is to enhance user safety while respecting privacy.
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  - [GitHub SilverAvocado](https://github.com/silverAvocado)
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  ## Conclusion