This could help you in building your first project! Be it a fresher or an experienced professional in data science, doing voluntary projects always adds to one's candidature. My sole reason behind writing this article is to get your started with recommendation systems so that you can build one. If you struggle to get open data, write to me in comments. Recommendation engines are nothing but an automated form of a "shop counter guy".