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Sum-Product Networks: A New Deep Architecture

Sum-Product Networks: A New Deep Architecture. Pedro Domingos Dept. Computer Science & Eng. University of Washington Joint work with Hoifung Poon. 1. Graphical Models: Challenges. Restricted Boltzmann Machine (RBM). Bayesian Network. Markov Network. Sprinkler. Rain. Grass Wet.

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Sum-Product Networks: A New Deep Architecture