Tag: tensorflow lite

• #MAixPy: Object detector - MobileNet and YOLOv2 on Sipeed MAix Dock

  MicroPython | 11 min | 33823

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  machine learning

  tensorflow lite

  maix dock

  micropython

  object detection

  aiot

  yolov2

  keras

  This tutorial is about training (on PC) and deploying a YOLOv2 object detector on a MAix M1w Dock Suit running MicroPython. The MobileNet is used as a pre-trained model for the training.

  Therefore, this tutorial will try to accomplish the following points:

  1. A quick introduction to YOLO(v2)
  2. A quick introduction to MAix KPU
  3. Training, evaluation, and testing of the object detector model (on Jupyter-Notebooks running on Docker)
  4. Flashing the trained model on the MAi...

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• #Edge-TPU: Hands-On with Google's Coral USB accelerator

  Raspberry Pi | 4 min | 14379

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  edge-tpu

  google

  coral

  machine learning

  teachable machine

  raspberry pi

  coral usb accelerator

  tensorflow lite

  docker

  Last week, the Coral team released updates to the Coral platform to "address customer feedback and make it easier to use the products and tool-chain". The Python API has now the ability to run multiple models in parallel, using multiple Edge TPUs.

  Thus, due to the multiple changes, I updated the Docker image lemariva/raspbian-edgetpu which includes the Edge-TPU libraries for Raspberry Pi 3 B+, Jupyter Notebooks and some other interesting libraries (check the Dockerfile).

  ...

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