Update Readme.md

Author: mikecroucher

local_optimisation/SOCP/Readme.md

@@ -9,9 +9,7 @@ SOCP appears in a broad range of applications from engineering, control theory a
 and robust optimization. It has become an important tool for financial optimization due to its powerful nature. Interior point
 methods (IPM) are the most popular approaches to solve SOCP problems due to their theoretical polynomial complexity and practical performance.
 
-
-
-SOCP functionality was released at Mark 27 of the NAG library
+This directory contains demonstrations using NAG's SOCP solver in Python.
 
 ## Portfolio Optimisation using Second Order Cone Programming (SOCP)