There are various techniques that can be used. 1. Check for correlated variables and can remove one of them. 2. Lasso regression can be used. 3. Subset selection methods like Best subset selection, forward selection, backward selection or hybrid selection methods can be used. 4. Dimension reduction techniques like Principal Component Analysis and Partial Least square