Serena Williams seems to be celebrating more than just her recent U.S. Open victory. The Olympic star was seen canoodling with her new tennis coach, Patrick Mouratouglou.

The pair was photographed together in what appears to be a more than professional relationship this past week in Paris.

In the first picture, the rumored couple are walking through the City Of Love arm in arm.

In the second image, each of their hands are placed in the other's back pocket as they preview international property listings in a storefront window. The business, Bruce International Properties, sells property on the French Riviera in France.

The images have gone viral in several reports causing speculation that the pair are more than just a player-coach team.

View the photos of Serena Williams displaying affection to her tennic coach in public.

Mouratoglou began coaching Williams back in May after her loss in the French Open.

"She said, 'I want to win Wimbledon, I want to start now.' That's simple. That's how it started," Mouratouglou reportedly said.

Mouratouglou runs a tennis academy in France, according to a report.

Since the blue-eyed Frenchman began coaching Williams, the California native has won a gold medal in singles at the 2012 Olympics and two Grand Slam titles.

Williams has previously been romantically linked to Chicago rapper Common and film director Brett Ratner.

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Serena Williams