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Similar Movies ML-powered recommendations

Movies Like Never Been Kissed

coming-of-age film teen film romantic comedy film

Found 20 similar movies matched by genre, language, era and narrative tone using ML content similarity.

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🥇 Best Match

Agent Cody Banks 2:Destination LondonAgent Cody Banks 2:Destination LondonSPY FILM

Agent Cody Banks 2: Destination London
spy film children's film romantic comedy

2004 American film

Similarity
100%

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❓ Why these movies?

How does "Movies Like Never Been Kissed" work?

We use ML.NET content-based filtering on 20 movies in our database. Each movie is represented as a feature vector covering 18 genre dimensions, language, release era and quality rating. Cosine similarity finds the closest matches to Never Been Kissed.

What makes a movie similar to Never Been Kissed?

Mainly the coming-of-age film genre , release period and original language are the strongest similarity signals. User ratings and watchlist patterns further refine the ranking.