Introduction and intuition behind the EM Algorithm
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2020 ECE641 - Lecture 41: Discrete MRFs
2020 ECE641 - Lecture 40: The Gibbs Sampler
2020 ECE641 - Lecture 39: The Hastings Metropolis Algorithm
2020 ECE641 - Lecture 38: Generating Random Variables
2020 ECE641 - Lecture 37: Hidden Markov Models
2020 ECE641 - Lecture 36: Reversible MCs and Birth-Death Processes
2020 ECE641 - Lecture 35: Markov Chains with Stationary Distributions
2020 ECE641 - Lecture 34: Intro to Markov Chains
2020 ECE641 - Lecture 33: EM for Exponential Distributions
2020 ECE641 - Lecture 32: EM Cluster Algorithm
2020 ECE641 - Lecture 31: EM for GMMs
2020 ECE641 - Lecture 30: EM Algorithm Theory
2020 ECE641 - Lecture 29: Intro to EM Algorithm
2020 ECE641 - Lecture 28: PnP and MACE
2020 ECE641 - Lecture 27: PnP and Consensus Equilibrium
2020 ECE641 - Lecture 26: Intro to Plug-and-Play
2020 ECE641 - Lecture 25: ADMM for TV regularization
2020 ECE641 - Lecture 24: ADMM for Positivity Constraints
2020 ECE641 - Lecture 23: ADMM for Constrained Optimization
2020 ECE641 - Lecture 22: Augmented Lagrangian for Constrained Optimization
2020 ECE641 - Lecture 21: Surrogate Functions
2020 ECE641 - Lecture 20: Lab 1 and Surrogate Functions
2020 ECE641 - Lecture 19: MAP with non-Gaussian Priors