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Graduate Summer School 2012: Deep Learning, Feature Learning "Introduction to MCMC for Deep Learning" Iain Murray, University of Edinburgh ...
YouTube-Institute for Pure & Applied Mathematics (IPAM)
Intro
Sampling Methods
MCMC Equation for Importance Sampling
Summary
MCMC Traces
Marginalization in MCMC
The Transition Operator
Strategy for MCMC
Restricted Boltzmann Machines
Metropolis-Hasting Acceptance Rule
Markov Chains * stationarity and ergodicity * Metropolis algorithm with Gaussian proposal * trace plots, posterior distributions ...
YouTube-JOHANNES BUCHNER
Markov Chain Monte Carlo
Terminology
Markov Chains
Acceptance Rule
Metropolis Algorithm
Iteration versus One Parameter
Trace Plots
Ergodicity
Acceptance Rate
Measuring the Autocorrelation Length
I had two different university professors explaining MCMC, but I didn't quite get them until watching your video! Best explanation ever!
YouTube-ritvikmath
Recap: Accept-Reject Sampling
Multidimensional distributions
What is MCMC?
How does MCMC work?
How do we design a Markov chain?
Stationary Distribution
MCMC Example
The Detail Balance Condition
Conclusion