Reddit reviews A Conceptual Introduction to Psychometrics: Development, Analysis, and Application of Psychological and Educational Tests
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One reasonably good general introduction is Gideon Mellenbergh's A Conceptual Introduction to Psychometrics.
Most volumes are model-specific--for example, there are several good books on item response theory, quite a number of books (many not very good) on factor analysis, etc.