This project takes the LA City Hall, located in Los Angeles as the experimental object and it is an attempt to apply artistic styles to architectural design by using CNN, which is an artificial intelligence algorithm and it can integrate the artist’s artworks with architectural pictures together. Machine learning technique enables architects to obtain unpredicted results and widely explore the potential of architectural design.