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YouTube
Max Welling
Stochastic Gradient Descent
This video shows stochastic gradient descent with an annealing stepsize. This algorithm is efficient because it only uses a small subset of samples (perhaps even just 1 sample) to make updates. However, it will only find the state that maximizes the probability. It does not sample from the posterior distribution.
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