add readme

README.md

@@ -1,3 +1,18 @@
-# Compression picture neural network
+Recycling network - compression picture
+============
 
+A graph of the number of iterations of compression ratio
+--------------
+The following input parameters were set to determine this relationship:
+ - 256x256 size image;
+ - Squares of the same image size 4x4;
+ - The maximum permissible errors - in 1000.
+
+Changing the compression ratio is achieved by varying the number of hidden layer neurons.
+
+Compression coefficient | asdasd | asdsad
+--- | --- | ---
+asdasd | asdasda | asdasda
+1 | 123 | 123
+
 ![demo](example.gif)