Can you elaborate on the errors you’re seeing? Or some details on your model? Or which approach you’re using in the Lite conversion guide?
It sounds like you are trying to build an image classification model for TensorFlow Lite. Have you looked at Model Maker? Specifically the image classification guide? It uses transfer learning to produce a TF Lite model directly.