From sweet and savory cakes—including the surprise ingredient of olive oil—to baking bread for the man who literally wrote the book on the subject, these bakers put their best recipes and technical knowledge to task, all hoping to receive the coveted “Hollywood Handshake” and the title of “America’s Best Amateur Baker.”