poc:2025:ondevice-sleepstaging

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poc:2025:ondevice-sleepstaging [2025/08/19 13:02] – fabriciopoc:2025:ondevice-sleepstaging [2025/08/19 13:06] (current) – fabricio
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-  * **Status**: 🟡 In Progress +  * **Status**:  ❌ Abandoned  
   * **Duration**: August 19 2025   * **Duration**: August 19 2025
   * **Type**: Hardware/Possible Product     * **Type**: Hardware/Possible Product  
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    * Dynamic USleep would be probably out of scope    * Dynamic USleep would be probably out of scope
  
 +==== Possible Solution Approaches ====
    * One would probably need a MLOps pipeline like [[ https://www.edgeimpulse.com/blog/ | https://www.edgeimpulse.com/blog/ ]] for getting solutions in any reasonable amount of time.    * One would probably need a MLOps pipeline like [[ https://www.edgeimpulse.com/blog/ | https://www.edgeimpulse.com/blog/ ]] for getting solutions in any reasonable amount of time.
 +   * TensorFlow Lite has suport for Microcontrollers: [[ https://github.com/tensorflow/tflite-micro |TFLite Micro]].
 +   * [[ https://github.com/espressif/esp-nn | Espressive-NN ]] provides optimized NN Kernels for their ESP32 devices.
  
 ==== Surprises & Insights ==== ==== Surprises & Insights ====
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