The objective of this project is to develop a scalable, end-to-end content-based recommendation system that suggests relevant scientific papers based on the abstract or context of a provided article. This system aims to address the challenges of information overload in scientific research, ensuring researchers can efficiently discover pertinent studies in vast datasets.