Titanic ML • 1 min read Titanic Survival Prediction ? How it Works: The backend uses scikit-learn’s QuantileTransformer to convert raw MCQ and FRQ scores into percentile values by learning from a dataset of past scores. When users input their scores on the frontend, the data is sent to a Flask API, where the backend applies the transformer to map the scores to a uniform distribution. This effectively shows each user's percentile ranking compared to the data, which is then returned and displayed on the frontend. View the how the score predictor work, step-by-step! Your Name: Passenger Class (1 = 1st, 2 = 2nd, 3 = 3rd): 1st 2nd 3rd Sex: Male Female Age: Number of Siblings/Spouses Aboard: Number of Parents/Children Aboard: Fare Paid: Port of Embarkation: Cherbourg Queenstown Southampton Traveling Alone: Yes No Share My Prediction Publicly Predict Survival Public Predictions