The relative pronoun "that" refers to the word "aspect" and its modifiers.
Approximate meaning:
One crucial aspect of Einstein’s training is the years of philosophy he read as a teenager. This crucial aspect is often overlooked.
BTW, " the years of philosophy he read as a teenager," strikes me as odd; in American English, I would say "the years he spent studying philosophy as a teenager."