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I have more than 9 years experience in embedded hardware and firmware development . and I have already done tensor flow with esp32 and done mask detection AI based product with custom PCB . SO i can do your bird recognMore
to make ESP32 able to recognize an Object through Cam , you do need to use IDF
Train the model outside and then Transfer Learning the trained model weights to ESP32
Cause ESP32 can't do online learning or EdgMore
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I've read your project description very carefully.
I've extensive experience in Tensorflow, so I believe that I can provide exceMore