1st Lisbon Machine Learning School

TechTalks from event: 1st Lisbon Machine Learning School

Main event website: 1st Lisbon Machine Learning School LxMLS 2011 took place July 20-25 2011 at Instituto Superior Tecnico, a leading Engineering and Science school in Portugal. It is organized jointly by IST, the Instituto de Telecomunicacoes and the Spoken Language Systems Lab - L2F of INESC-ID.

Bayesian Generative Modelling (Part 1) Authors: Jason Eisner (Johns Hopkins University)
1. Exponential family and conjugate priors
2. The Bayesian perspective on finite state and context free models
3. Missing data and unsupervised learning
4. Topic models and nonparametric Bayes
5. Approximate inference: MCMC, variational methods, contrastive divergence
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Bayesian Generative Modelling (Part 2) Authors: Jason Eisner (Johns Hopkins University)
Bayesian Generative Modelling continued.
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