Training your own Embeddings
Training your own sentence embeddings models for all type of use-cases is easy and requires often only minimal coding effort. For a comprehensive tutorial, see Training/Overview.
You can also extend easily existent sentence embeddings models to further languages.  For details, see Multi-Lingual Training.
