From 0aa6a0b5bff98efd26ecb723a8022a652c313033 Mon Sep 17 00:00:00 2001
From: Daniil Kazantsev <dkazanc@hotmail.com>
Date: Tue, 23 Oct 2018 22:17:21 +0100
Subject: readme_updated

---
 Readme.md                     |   6 +++++-
 docs/images/reg_penalties.jpg | Bin 0 -> 237455 bytes
 2 files changed, 5 insertions(+), 1 deletion(-)
 create mode 100644 docs/images/reg_penalties.jpg

diff --git a/Readme.md b/Readme.md
index 98da9d0..9933e51 100644
--- a/Readme.md
+++ b/Readme.md
@@ -6,10 +6,14 @@
   <img src="docs/images/probl.png" height="225"><br>  
 </div>
 
+<div align="center">
+  <img src="docs/images/reg_penalties.jpg" height="300"><br>  
+</div>
+
 ## Prerequisites: 
 
  * [MATLAB](www.mathworks.com/products/matlab/) OR
- * Python (tested ver. 3.5); Cython
+ * Python (tested ver. 3.5/2.7); Cython
  * C compilers
  * nvcc (CUDA SDK) compilers
 
diff --git a/docs/images/reg_penalties.jpg b/docs/images/reg_penalties.jpg
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index 0000000..923d5c4
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