What is the standard way to generate random numbers from different distributions in C#?

Basically the title.

I'm looking for a safe, standard-ish way that supports some basic distributions (uniform, normal, binomial, 'choice' (as in NumPy)) in C# without my having to play with converting the output from the provided uniform engine into the target distribution, if even possible.