If you want a more detailed explanation, then go to the python documentation. There is most of the time a good explanation on how the methods work and what the parameters do.
* MLpack::Method_C++\_documentation
* MLpack::Method_C++_documentation
* MLpack::Method_Python_documentation
added some of the links from the python documentation
