Thorough post, though some advice, try putting all the code into markdown code using " ``` " Also, if you copied any code or snippets, try crediting the original coder or using referencing accordingly.

for example:

{
Console.WriteLine("Begin back-propagation demo");
int numInput = 4; // number features
int numHidden = 5;
int numOutput = 3; // number of classes for Y
int numRows = 1000;
int seed = 1; // gives nice demo ```