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It's really hard to say Ramanujan was a genius "without formal training." He didn't have the formal training of an English mathematician at Cambridge, but he had access to tutor and some material. He absolutely obsessed over what were essentially mathematical reference manuals for years in a way that was probably central to his extreme skill in symbol manipulation. It was a form of training that almost nobody would voluntarily expose themselves to.