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Probabilistic Graphical Models: Principles and Techniques (Adaptive Computation and Machine Learning series) $83.99 A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions…. |
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Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference $82.00 Probabilistic Reasoning in Intelligent Systems is a complete and accessible account of the theoretical foundations and computational methods that underlie plausible reasoning under uncertainty. The author provides a coherent explication of probability as a language for reasoning with partial belief and offers a unifying perspective on other AI approaches to uncertainty, such as the Dempster-Shafer… |
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Bayesian Reasoning and Machine Learning $69.03 Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to… |
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