[0xmohit]

I haven't used it, but you may want to explore GPy [0] if you haven't already.

[0] https://github.com/SheffieldML/GPy

[denfromufa]

I never understood what is the difference between GPy and GP in sklearn. I'm using the latter, but still do not understand most of parameters that go into this model.