Some finance books I love (and reread frequently). These books are more about characters and stories, more than traditional non-fiction.
My Life as a Quant by Emanuel Derman
The Quants by Scott Patterson
A Man for All Markets by Edward O. Thorp
Reminiscences of a Stock Operator by Edwin Lefevre
Flash Boys by Michael Lewis