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Senior
Oct 17, 2025 11:56 AM UTC
Solved

deploy ai model on the STM32H743

I want to deploy an ai custom model on the STM32H743. Are there any relevant tutorials or examples?

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llccBest answer
Senior
Oct 23, 2025 8:39 AM UTC

Thank you! The problem has been resolved; it appears to have been an issue with the clock configuration.

8 replies

mƎALLEm
ST Technical Moderator
Oct 17, 2025 12:03 PM UTC

Hello,

Is that what you are asking for: Deploying a deep learning model on NUCLEO-H753ZI? 

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Julian E.
ST Technical Moderator
Oct 17, 2025 12:58 PM UTC

Hi @llcc,

 

For STM32H743, the process to deploy a model is standard, so it is not as difficult as for the N6.

The only thing to do is to download the latest version of X Cube AI in CubeMX.

Then create a project, activate X Cube AI, select the application template.

Browse for your model in the X Cube AI interface, run a analyze to make sure that your model is being compiled correctly, then generate the code with cubeMX and that's it.

 

Have a good day,

Julian

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llccAuthor
Senior
Oct 18, 2025 6:43 AM UTC

Hi, Does the model deployed on the STM32H743 need to be quantized first like the n6, or can floating-point types be deployed directly? Additionally: After the deployment is completed, how should I pass the data to the model for inference and obtain the inference results? If using serial communication for data transmission, do I need to additionally configure the serial port and clock in CubeMX? Is there example code for specifically passing input samples via serial communication? Thanks!

Associate II
Oct 23, 2025 8:26 AM UTC

HI , llcc

Please check settings , some variables are not automatically generated , like IO buffers variables

 

 

 

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llccAuthorBest answer
Senior
Oct 23, 2025 8:39 AM UTC

Thank you! The problem has been resolved; it appears to have been an issue with the clock configuration.