honestly, there are way too many distributions that I have no idea about. I do believe however that knowing them is not an asset, one must know how to use them. Anyway, back to your question, I always find this diagram quite informative and useful, it's like probability distributions cheatsheet.
http://jonfwilkins.com/wp-content/uploads/2013/06/BaseImage.png
