Yes. Assembly is barely abstracted from the actual machine instructions, to the point where the process of translating it is easily reversible. Reading assembly code is a thing all on it's own, though.
There's specialised software available for this kind of reverse-engineering now, too, if you're doing something more complicated than just looking for and cutting out a system call.