CodeFest is the annual technical festival of Computer Science and Engineering department at IIT BHU. Enigma has been a part of CodeFest since 2016. We aim to develop and nurture ML community and solve real world challenges. The problem statement for this challenge is brought to you by BondU Labs PVT LTD. The challenge for this year is to resolve the issue of participants of networking events to meet alike or complementary people who would be interested in collaboration or could benefit each other mutually. The goal of this competition is to build a model that can relate various attributes of one guest to other bidirectionally. **The dataset given to participants is generated mathematically and does not truly indicate the associativity of guests. Participants will not be judged solely on the basis of scores but also on the quality, idea and execution of the solution.** We expect participants to not just develop a model with good scores but also a practical low to mid resource solution for enterprises and **not just a similarity model** but a solution with solid conceptual foundation. The final judgements will be made based on the practicality of the solution and not only the evaluation parameter.