Is there also a self guided course for "basic compilers", before stepping into an advanced level?
EOC and EOPL are a bit on the academic side, but, I think, they're highly approachable aside from the issues some people have with Scheme and Racket (the Python version of EOC would address that issue). Afterwards, I think the other, deeper and more academic texts on compilers become more approachable.
[1] https://mitpress.mit.edu/9780262047760/essentials-of-compila... - Racket version, has an open access version
[2] https://mitpress.mit.edu/9780262048248/essentials-of-compila... - Python version, has an open access version
[3] https://nostarch.com/writing-c-compiler - Your choice of implementation language
[4] https://mitpress.mit.edu/9780262062794/essentials-of-program... - Scheme, but works in Racket