Brainydaps/BumbleFormula

This is the first of its kind publicly available source code of an AI that predicts human behavior in a very specific context. Are you tired of getting disappointed or heart broken in your search for love on dating apps? This is the software for you! It predicts behaviors of Nigerian ladies between the ages of 18 to 35 living in nigeria # BumbleFormula: AI for Predicting Nigerian Women's Behavior on the Dating App Bumble ## Overview **BumbleFormula** is a sophisticated AI model designed to predict the behavior of Nigerian women on the dating app Bumble based solely on their publicly available data. Leveraging the FastTree machine learning algorithm, it categorizes women into different behavioral classes based on features like age, physical activity,number of profile pictures, number of lines of bio,height, education, drinking and smoking habits among other public profile data. As the rate of marriage is plummeting globally and many men are increasingly abandoning traditional dating avenues, this AI software presents a potential solution to make the dating landscape easier for men and less traumatic, as they are usually the ones taking the initiative at the start of a potential relationship. **Note:** This machine learning model powering this software and the training data are both **not publicly available** to prevent any potential misuse or inappropriate applications. The model was trained with strict ethical guidelines and was developed purely for academic and research purposes which would later be published and referenced here. ## Future Plans There are plans to convert more categorical features into numerical values for model training in version 2.0(the current version), using the level of scantiness in different aspects of the dating profiles. This means that the AI will start considering the specific kinds of information a Nigerian woman chooses to share and what she omits as predictors of her behavior. This feature will allow the model to become even more nuanced and accurate in its predictions. BumbleFormula Video Demonstration on Youtube ## Diagram of the Brain of the AI based on FastTree Algorithm ## Performance The AI boasts a **macro accuracy of 89%** (now 91% in this version 2.0), validated through **5-fold cross-validation**. It offers predictions for various classifications …