Using Flask web framework, your model can be hosted as service.
- store the machine learning model as pickle .pkl file
- Using Flask REST web service framework, host the service locally or on web servers such as Apache or on cloud (Heroku, AWS, AZURE)
- Consume service to predict classes by passing values.