This tutorial will guide you to use TinyML to implement object detection on the XIAO-ESP32S3 development board, with the help of roboflow for data preprocessing, pytorch for model training, and finally, uploading the trained model to the XIAO for object detection.

Procedure

  1. data collection
  2. training model
  3. Model deployment

Data Collection

Image data collection with XIAO-ESP32S3

Preparation

Hardware:

  1. XIAO-ESP32S3
  2. microSD
  3. MicroSD reader
  4. USB-Type-C Data Cable

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Software:

  1. Arduino

Add the ESP32 board package to your Arduino IDE

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