TinyML model location

Hi everyone, I’m currently working on a research project to enable Federated learning for TinyML compatible devices. For that case, I want to know where the TinyML model is stored in the device (RAM/Flash), since for a Federated learning case study i will need to replace/update the model. Thank you!