Hello @Domsohn, Kyle
Thanks for using Microsoft Q&A platform. As you see, the "Deploy to web service" option has been upgrade to two new options -
"Deploy to real-time endpoint" and "Deploy to batch endpoint"
For more information about the two new options, please refer to this page - https://learn.microsoft.com/en-us/azure/machine-learning/concept-endpoints
I hope this helps! Those new options make thing easier. Please feel free to use this forum if you have any further questions.
Regards,
Yutong
-Please kindly accept the answer if you feel helpful to support the community, thanks a lot.