"Machining Fundamentals" by John R Walker 1973.

I got a used copy of the 1973 512 page version on the internet for ~$25.

There are different versions of the book available:
1) 1973 512 page edition
2) 2000 140 page edition
3) 2003 640 page edition
4) Teacher's editions and other crap.