There is nothing the beats a solid foundation in probability and statistics. The two volume set An Introduction to Probability Theory and its Applications by William Feller (John Wiley & Sons, New York 1968) is highly recommended. The book Theoretical Statistics by D.R. Cox and D.V. Hinkley (Chapman and Hall, 1974) provide a solid theoretical background to statistics and maximum likelihood.
