Nicholas Zabaras

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This channel includes video lectures by Nicholas Zabaras, who is the Viola D. Hank Professor of Computational Science and Engineering at the University of No...

Latest Videos

Lecture 35 - Sequential Importance Sampling

Lecture 34 - Introduction to Sequential Monte Carlo

Lecture 33 - The Metropolis Hastings Algorithm

Lecture 32 - Bayesian Regression and Variable Selection (Part B)

Lecture 31 Bayesian Regression and Variable Selection (Part A)

Lecture 30 - Gibbs Sampling

Lecture 29 - Importance Sampling

Lecture 28 - Conditional Monte Carlo, Stratified Sampling

Lecture 27 - Rejection Sampling

Lecture 26 - Random Variable Generation

Lecture 25 - Monte Carlo Methods

Lecture 24 - Bayesian Linear Regression

Lecture 23 - Evidence Approximation for Bayesian Regression Models

Lecture 22 - Introduction to Bayesian Linear Regression

Lecture 21 - Bias-Variance Decomposition

Lecture 20 - Ridge Regression and Regularization Methods

Lecture 19 - Introduction to Linear Regression

Lecture 18 - Hierarchical Bayesian Models

Lecture 17 - Prior Modeling

Lecture 16 - Credible intervals and HPD, Bayesian model selection, Bayes factors, Empirical Bayes

Lecture 15 - Naive Bayes Classifiers

Lecture 14 - Generative Models For Discrete Data

Lecture 13 - Conjugate Bayesian Analysis Of The Gaussian (Part B)

Lecture 12 - Conjugate Bayesian Analysis Of The Gaussian (Part A)

Lecture 11 - Introduction to Bayesian Inference

Lecture 10 - Curse of Dimensionality

Lecture 9 - Multivariate Gaussian, Conditionals, Interpolation and Data Imputation

Lecture 8 - Maximum Likelihood Estimation

Lecture 7 - Information Theory

Lecture 6 - Probability Inequalities, Law of Large Numbers and Central Limit Theorem