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Št. zadetkov: 17
Should all Machine Learning be Bayesian? Should all Bayesian models be non-parametric?
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;bayesian learning
I'll present some thoughts and research directions in Bayesian machine learning. I'll contrast black-box approaches to machine learning with model-based Bayesian statistics. Can we meaningfully create Bayesian black-boxes? If so what should the prior be? Is non-parametrics the only way to go? Since ...
Leto: 2008 Vir: videolectures.net
Graphical models
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;graphical models
This presentations provide an introduction to graphical models together with more advanced topics on inference, propagation and learning structure.
Leto: 2008 Vir: videolectures.net
Introduction to the ICML07 Conference
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning
Leto: 2007 Vir: videolectures.net
Bayesian Learning
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;bayesian learning
Bayes Rule provides a simple and powerful framework for machine learning. This tutorial will be organised as follows: 1. I will give motivation for the Bayesian framework from the point of view of rational coherent inference, and highlight the important role of the marginal likelihood in Bayesian ...
Leto: 2005 Vir: videolectures.net
Graphical models
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;graphical models
An introduction to directed and undirected probabilistic graphical models, including inference (belief propagation and the junction tree algorithm), parameter learning and structure learning, variational approximations, and approximate inference. \\ - Introduction to graphical models: (directed, ...
Leto: 2007 Vir: videolectures.net
Graphical Models
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;graphical models
Leto: 2009 Vir: videolectures.net
Graph-based Semi-supervised Learning
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;graphical models;semi-supervised learning
Leto: 2012 Vir: videolectures.net
Bayesian Modelling
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;bayesian learning
Leto: 2012 Vir: videolectures.net
Graphical Models
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;graphical models
Leto: 2012 Vir: videolectures.net
Nonparametric Bayesian Modelling
Zoubin Ghahramani
Video in druga učna gradiva
Oznake: computer science;machine learning;bayesian learning
Leto: 2012 Vir: videolectures.net
Št. zadetkov: 17
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