The view from the train station over the bay
43.706929°N 7.314291°E

The camera pans to the station from this view.

Train station at Beaumont Sur Mer
43.707042°N 7.314232°E

In the beginning of the movie there is a town named Beaumont-Sur-Mer and a railroad station.  It is the Villefranche-Sur-Mer railway station. 

Dirty Rotten Scoundrels (film)

Dirty Rotten Scoundrels is a 1988 American comedy film directed by Frank Oz and starring Steve Martin and Michael Caine. The screenplay by Dale Launer, Stanley Shapiro, and Paul Henning focuses on two con artists who ply their trade on the French Riviera. Although it is not officially credited as a remake of Bedtime Story, it closely follows the plot of the 1964 film starring David Niven and Marlon Brando.

• http://en.wikipedia.org/wiki/Dirty Rotten Scoundrels (film)