One popular trading algorithm is Pairs Trading, in this strategy finding valid, eligible pairs that show unconditional mean-reversion behaviour play a main role. This project aims to implement an approach to find such eligible pairs by using Machine learning to navigate very high-dimensional stock search space to find eligible trading pairs