Yes, Palm Springs is small and pretty walkable, especially if you mainly stick Palm Canyon Drive. However, if you want to explore attractions such as the Aerial Tramway, the Parker Hotel and the Palm Springs Air Museum, you’ll need to hop in an Uber. You’ll need to hire a car if you want to explore Joshua Tree and the surrounding areas.