Justin Bieber is in love with Nicola Peltz

The 22-year-old singer met the 'Transformers: Age of Extinction' actress at Los Angeles hotspot The Nice Guy and invited her on a miniature golfing date and friends say Justin is smitten. 

A source told Entertainment Tonight: "Justin wants something serious with a girl again. He doesn't want to f**k around anymore. It was a real date with her."

Justin and Nicola, 21, were also spotted enjoying a dinner date at Maestro's Steakhouse in Beverly Hills. 

Along with 'Transformers', the blonde beauty has also appeared in the A&E mystery drama 'Bates Motel', in which she played the love interest for the young Norman Bates.

Justin was previously linked to model Hailey Baldwin, 19, but she admitted dating a celebrity was difficult.

She said: "I don't want attention out of dating somebody. Texts started coming through, crazy phone calls ... it's hard to date somebody in this industry.

"You have to have really thick skin and be very strong. You have to focus on the person and nothing else. And you have to, as best you can, block out all the extra noise."

Meanwhile recently revealed his biggest dream is to have a family.

The young superstar wants to be "settled down" with a wife and children by the time he turns 30 in eight years' time. 

Asked what his dreams are, he said "To have a family of my own. I'd love to be settled down by the age of 30."

Justin has also revealed what he is looking for in a relationship, saying: "I need healthy relationships with people I can feel safe with. People I can say whatever to, and I'm not going to be judged. In a girl, I want someone who's confident in herself and honest. I have to find her very attractive and as someone I can see myself with for the rest of my life."