An Introduction to Bayesian inference by Peter Green (2011)
Peter Green’s introductory lecture on Bayesian inference can be found here: http://videolectures.net/mlss2011_green_bayesian/. Description: Inference is the process of discovering from data about mechanisms that may have caused or generated that data, or at...Bayesian inference for categorical data analysis: Alan Agresti’s slides (2006)
A historical overview of the use of Bayesian inference for categorical data by Alan Agresti [PDF Download]. This is based on a paper which can be found here: [PDF Download].Lecture slides on Hamiltonian Monte Carlo (HMC) by Aki Nishimura and Antonietta Mira
Aki Nishimura and Antonietta Mira taught a short-course at Lugano about Hamiltonian Monte Carlo (HMC), and here are the source files for the beamer slides with accompanying R codes: https://github.com/aki-nishimura/hmc-lecture!Video, Slides, and Code: Nonparametric Bayes (by Tamara Broderick)
Tamara Broderick has a wonderful information set (Video, Slides, Code) about Nonparametric Bayes. Check it out here: http://people.csail.mit.edu/tbroderick/tutorial_2016_mlss_cadiz.html!Video and Slides: Variational Bayes and Beyond (by Tamara Broderick)
The ICML 2018 tutorial by Tamara Broderick entitled “Variational Bayes and beyond: Bayesian inference for big data” can be found here: http://people.csail.mit.edu/tbroderick/tutorial_2018_icml.html. Abstract: Bayesian methods exhibit a number of desirable...“It Pays to Go Bayes”, a video lectures series on Bayesian Methods in Econometrics and Forecasting
“It Pays to Go Bayes” [Youtube link] is a video lecture series on Bayesian Methods in Econometrics and Forecasting edited by K. Surekha Rao. This series contains twenty-four foundational lectures by prominent Bayesians Arnold Zellner, Jayanta Kumar Gosh, Prem Goel,...Postdoc position on developing Bayesian-TDA
University of Wisconsin-Madison
Madison, Wisconsin, USA.
Tenure-track position at Pompeu Fabra University (Barcelona)
Pompeu Fabra University,
Barcelona, Spain