Name of the cut-outs in the side of a printed dictionary at each letter

Solution 1:

Index Notches.

How to make Index Notches

And here's a patent for a device to cut index notches.

Solution 2:

Wikipedia calls this a thumb index. It is also frequently used with bibles for quickly finding each book.

EDIT: To clarify, this refers to the whole set of notches. The individual notches can be called thumb tabs (as given by Chris H in the comments), index notches (as given in Davo's answer), or thumb notches.