I have developed a multi label classifier using BERT. I'm leveraging Hugging Face Pytorch implementation for transformers.
I have saved the pretrained model into the file directory in dev environment. Now, the application is ready to be moved the production environment.
Is it a good practice to save the models into file system in prod ? Can I serialize the model files and word embeddings into any DB and read again ?