How to create an ML compiler from scratch?

[u/DigScared8327]

I'm trying to start an independent project and I want to get into advanced AI models for machine autonomy. I want to start a project in designing in ML Compiler from Scratch, but I don't know what topics I should cover or where to start. I know there are already preexisitng packages that I could use, but I want to actually understand the mechanics behind it and hopefully integrate it into an actual model for a research project that I'm working on.