Pairs-Trading-with-Machine-Learning

1. Implemented PCA and DBSCAN clustering to group Russell 3000 stocks based on similar factor loadings
2. Identified pairs within clusters to implement dollar neutral Bollinger Band pairs trading strategy
3. Constructed portfolio with pairs equally weighted
   Result: This portfolio achieved 1.54 Sharpe ratio and 445% cumulative return from 2015 to 2018