Self-taught in chinese is 自学(learn yourself). Because in chinses teach is A teach B, then A and B build a relationship---A is teach B is learn. but if A just teach himself then means he just learn ftom himself , if B just learn himslf and no any other people teach him then he just learn from himself . So if just one people learn or teach himself we call it learn from himself自学.