Edge AI

Ask questions and find answers on how to deploy, debug, and optimize AI models on ST microcontrollers, microprocessors, and smart sensors.

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Forum Posts

Resolved! Error while model optimization using stm32 AI developer cloud

 I have created a tensorflow model for image classification. But during the optimization process using STM32 AI developer cloud, I am getting the following error:error: Error when deserializing class 'InputLayer' using config={'batch_shape': [None, 3...

Ritesh1 by Associate II
  • 709 Views
  • 1 replies
  • 0 kudos

Resolved! Issues Integrating CRNN (Conv + GRU) Model in X-Cube-AI

Hi community members,I’m currently working on a project where I want to deploy a Convolutional Recurrent Neural Network (CRNN) on an STM32 MCU using X-Cube-AI. The network structure includes convolutional layers followed by GRU layers, with a reshape...

Tsu by Associate II
  • 1351 Views
  • 4 replies
  • 5 kudos

Resolved! E010 (InvalidModelError): Couldn't load Keras model

 I want to deploy a model I've trained on my STM processor using STM32 Cube AI, but I am encountering some issues. Could someone with experience in this area assist me? I don’t see any obvious issues in my model, but there could still be something wr...

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AI_I by Associate III
  • 1113 Views
  • 3 replies
  • 0 kudos

Resolved! Edge AI

How to check the classification accuracy of image classification models on STM32H7 ?    Ritesh           

Ritesh1 by Associate II
  • 1014 Views
  • 1 replies
  • 0 kudos

X-CUBE-AI issue with other peripherals hanging

Hi everyone,I'm currently working on a project that involves implementing Edge AI using the X-CUBE-AI software package within STM32CubeIDE. After adding the AI model, which requires 44 bytes of RAM and generating the necessary code, We encountered a ...

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Jf.1 by Associate II
  • 635 Views
  • 2 replies
  • 0 kudos

Resolved! NanoEdge AI Studio usage

Dear Support As I am trying to get familiar with the NAnoEdge AI Sudio, I tried the followed steps to setup a demo project:1. New project -> select the EVB(NUCLEO-F401RE) and Sensor(Accelerometer - 3 Axes)2. Regular Signals : Create a datalogger -> S...

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XiaoKang by Associate
  • 7406 Views
  • 2 replies
  • 1 kudos

Resolved! modelzoo deployment error

i need some assistance with modelzoo . so first of all . i converted a dataset to darknet using converter.py than i trained it using train mode i had a 2.6mo  .h5 file  then i quatized it to 600kb .tflite file. but when i tried to deploy it i had an ...

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yessine by Associate III
  • 966 Views
  • 3 replies
  • 0 kudos