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Related lectures (14)
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Belief Propagation: Key Methods and Analysis
Covers Belief Propagation, a key method for both analysis and algorithm.
Committee Machine: Statistical Physics Approach
Explores hidden variables, graphical models, and computational gaps in neural network learning.
Generalized Linear Model: Optimization and Approximation
Discusses the unified formulation of the generalized linear model and the optimization of loss functions.
Cavity method and Approximate Message Passing
Explores the cavity method, Approximate Message Passing, and phase transitions in probabilistic models.