While theoretically this might be possible if you do naïve conversion of 32-bit to 8-bit weights, and all other hardware limitations of the MAX78000 were observed in the model during training (for example only 3x3 or 1x1 kernels as well as clipping and rounding). We would strongly recommend re-training the model.