The Machinery's Handbook should be within reach at all times, but it probably contains more information than most of us will ever use. Another more condensed source of info to consider is the Machinists' Ready Reference, published by Prakken. It's a smaller spiral bound book that is easier to use for the basic stuff.
Tom