Former American swimmer Michael Phelps holds the record for winning most gold medals in the history of Olympics. He bagged 23 gold medals. He is followed by former Finnish distance runner Paavo Nurmi, former American swimmer Mark Spitz, former American sprinter Carl Lewis and former Soviet artistic gymnast Larisa Latynina, who bagged nine gold medals each.