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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
Introduction to MCMC. The intuition behind why MCMC works. Illustration with an easy-to-visualize example: hard disks in a box (which was ...
YouTube-mathematicalmonk
Intuition for Markov Chain Monti Carlo
Phase Diagrams
The Erotic Theorem for Markov Chains
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