So, I've tried it with secure boot and without. I'm able to get past the authentication on secure boot though.
For clarity, I'm able to load into the installer on my USB drive via the "Nvidia compatible mode" ( whatever that means ). Its getting stuck when I'm trying the boot from the ssd that I've installed it on.