Back home following a book signing trip to San Francisco, Nicole Richie was spotted out and about in Studio City, CA on Saturday (November 13).
The former "Simple Life" star donned black fitness gear as she first paid a visit to the gym - possibly getting in shape for her rumored upcoming nuptials with Joel Madden.
Credit: Celebrity Gossip