Special sauce recommendations!

1. Data Analysis: A Bayesian Tutorial by D. S. Sivia
2. Information Theory, Inference & Learning Algorithms by David J. C. MacKay
3. Bayesian Data Analysis by Andrew Gelman
4. Subjective Probability: The Real Thing by Richard Jeffrey
5. Probability Theory, an Analytic View by Daniel W. Stroock
6. Theory of Probability (Oxford Classic Texts in the Physical Sciences) by Harold Jeffreys
7. Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference by Judea Pearl
8. Universal Artificial Intelligence: Sequential Decisions Based On Algorithmic Probability by Marcus Hutter
9. Elements of Information Theory by Thomas M. Cover
10. An Introduction to Kolmogorov Complexity and Its Applications (Texts in Computer Science) by Ming Li
11. New Foundations for Classical Mechanics (Fundamental Theories of Physics) by D. Hestenes
12. Learning Bayesian Networks by Richard E. Neapolitan
13. Probability and Measure, 3rd Edition by Patrick Billingsley
14. Foundations of Modern Probability by Olav Kallenberg
15. Causality: Models, Reasoning, and Inference by Judea Pearl
16. Algebra of Probable Inference by Richard T. Cox
17. Probability, Random Processes, and Ergodic Properties by Robert M. Gray
18. An Introduction to Probability and Inductive Logic by Ian Hacking
19. Methods of Mathematical Physics, Vol. 1 by R. Courant

Books with similar tags

1. The Black Swan: The Impact of the Highly Improbable by Nassim Nicholas Taleb
2. Chances Are . . .: Adventures in Probability by Michael Kaplan
3. An Introduction to Probability Theory and Its Applications, Volume 1 by William Feller
4. A First Course in Probability (6th Edition) by Sheldon Ross
5. An Introduction to Information Theory by J. R. Pierce
6. Elements of Information Theory by Thomas M. Cover
7. Grammatical Man: Information, Entropy, Language and Life by Jeremy Campbell
8. The Emergence of Probability: A Philosophical Study of Early Ideas about Probability, Induction and Statistical Inferenc by Ian Hacking
9. The Mathematical Theory of Communication by Claude E Shannon
10. Lady Luck: The Theory of Probability by Warren Weaver
11. Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets by Nassim Nicholas Taleb
12. An Introduction to Information Theory by Fazlollah M. Reza
13. Information Theory by Robert B. Ash
14. Struck by Lightning: The Curious World of Probabilities by Jeffrey S. Rosenthal
15. The drunkard's walk : how randomness rules our lives by Leonard Mlodinow

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