The Scientist & Engineer's Guide to Digital Signal Processing
Steven W. Smith
This is a very good book, specially for someone new to the field or who hasn't work in it for a while. I recommend to check from the authors website for some exercises and extra info.
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The book removed at the request of the copyright holder.