This textbook introduces a science philosophy called "information
theoretic" based on Kullback-Leibler information theory. It focuses on a
science philosophy based on "multiple working hypotheses" and
statistical models to represent them. The text is written for people new
to the information-theoretic approaches to statistical inference,
whether graduate students, post-docs, or professionals. Readers are
however expected to have a background in general statistical principles,
regression analysis, and some exposure to likelihood methods. This is
not an elementary text as it assumes reasonable competence in modeling
and parameter estimation.