A new version of "The Pragmatic Programmer" recently came out. [EDIT: not available yet, only preorder at amazon, beta version available at pragprog.com.] That book is all about tools and methods that a self-taught programmer should look into:
https://www.amazon.com/Pragmatic-Programmer-journey-mastery-...