Are there good tutorials or explanations for newbies? Can you tell me a general roadmap on how to go about learning this stuff?
They have some general walkthrough tutorials
and a nice overview on machine learning.
you will need to setup an account.
It is free and very informative.
hundreds of resources for machine learning can be found here