The FAA has recently published a new Aviation Weather Handbook (FAA-H-8083-28) available now as a PDF download from the FAA website.
I have downloaded it and looked it over but this article from the SAFE (Society of Aviation and Flight Educators) Blog is a much more comprehensive analysis of the handbook that I would be able to provide.