The story of Renaissance Technologies and Jim Simons is worth reading in full.
But this post does a great job pulling out the key extracts.
One consistent feature of their success relates to this – “What you’re really modeling is human behavior. Humans are most predictable in times of high stress — they act instinctively and panic. Our entire premise was that human actors will react the way humans did in the past…we learned to take advantage.”