How can I deploy ML models as REST APIs?

I'm new to data science and investigating the best way to go from Jupyter notebook to REST API which I can send data to for ingestion into my data model. How are people doing this? I understand what's happening in my model itself, but setting up an HTTP server to send and receive data from my model is eluding me.