This document presents a proposed end-to-end tour system that uses machine learning and recommendation algorithms. The system would allow users to take a quiz to receive personalized tour destination recommendations. It would also provide pre-packaged tour options and allow users to customize their own tours by selecting different components. The system is divided into three modules: a prediction quiz, a recommendation system using singular value decomposition, and a customization module. The goal is to make the tour planning process easy and hassle-free for users.