[D] Best way to deploy transformer models

Hi,
I’m a Software Engineer building full stack applications for three years now. I’m trying to build a video understanding engine by leveraging OpenAI’s clip model to analyze frames and store them in a vector database for semantic searching.

I’m phenomenal when it comes to deploying full stack applications and scaling them minus the whole ML Ops part.

I’m trying to deploy CLIP on AWS and I have found a couple of options in my research and I’m completely confused …

analyze applications build building clip database deploy engineer machinelearning openai scaling searching semantic software software engineer stack store them transformer transformer models understanding vector vector database video video understanding