Using data from twenty-one speed dating events to create a new dating app, we can connect two individuals based on their interest and preferences thus expediting the dating process. The app will direct the user to rate other users’ profiles based on not only the user’s image but also how much he/she likes the other user based on their profile information. The profiles will include demographic information, shared Interests, and other attributes such as fun factor, attractiveness, etc. After evaluating each user’s preferences and rating, the app will suggest partners who have similar interests and matching preferences.