What are the basics of probability?

I'm reading a book on NLP that introduces probability theory. This is called sigma field. It says, "The foundations of probability theory depend on the set of swept F-events that make up a sigma field." I understood the definition of sigma field. My questions are –

  • What are the basics of probability theory?
  • How do these basics depend on a sigma field set?