I'm parsing MNIST datasets in C# from: http://yann.lecun.com/exdb/mnist/
I'm trying to read the first Int32 from a binary file:  
FileStream fileS = new FileStream(fileName, FileMode.Open, FileAccess.Read);
BinaryReader reader = new BinaryReader(fileS);
int magicNumber = reader.ReadInt32();
However, it gives me a non-sense number: 50855936.
If I use File.ReadAllBytes() 
buffer = File.ReadAllBytes(fileName);
and then look through the bytes, it works fine(the first four bytes now represents 2049), what did I do wrong with BinaryReader?
The file format is as follows (I'm trying to read the first magic number):
All the integers in the files are stored in the MSB first (high endian) format used by most non-Intel processors. Users of Intel processors and other low-endian machines must flip the bytes of the header.
TRAINING SET LABEL FILE (train-labels-idx1-ubyte):
[offset] [type]          [value]          [description] 
0000     32 bit integer  0x00000801(2049) magic number (MSB first) 
0004     32 bit integer  60000            number of items 
0008     unsignebyte     ??               label 
0009     unsigned byte   ??               label 
........ 
xxxx     unsigned byte   ??               label
The labels values are 0 to 9.d 
 
     
     
    