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Probability Theory: The Logic of Science

E. T. Jaynes

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Computer science: Knuth's TAOCP. And Sipser's Introduction to the Theory of Computation. Programming: SICP, K&R, and Stroustrup. Siebel's Practical common lisp. Artificial intelligence: AI a modern approach. Signals and Systems: Oppenheim's book Probability and statistics: Probability Theory: The Logic of Science by Jaynes