This repo provides a simple script which could export the Universal Sentence Encoder to a model which could be fine tuned on new dataset.
To export the model, simply run the following command:
python convert_use.py
This will export the model to model/. The model file could be used in tensorflow serving and fine tuned on a new dataset. Look for universal_sentence_encoder_fine_tune.ipynb for a simple fine tuned classification task.