On the recommendation of a friend, I've ordered a book today:
Understanding Machine Learning: From Theory to Algorithms, 1st Edition, Cambridge University Press
by Shai Shalev-Shwartz and Shai Ben-David
http://www.amazon.com/Understanding-Machine-Learning-Theory-Algorithms/dp/1107057132
Also, I've ordered this one too...
Foundations of Machine Learning (Adaptive Computation and Machine Learning series, MIT Press)
by Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar
http://www.amazon.com/Foundations-Machine-Learning-Adaptive-Computation/dp/026201825X
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