Machine Learning Reading Group

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Date Time Reading
2015-11-27 15:00-17:00 Bishop, Ch. 12
2015-11-20 15:00-17:00 Bishop, Ch. 12
2015-11-13 15:00-17:00 A Unifying Probabilistic Perspective for Spectral Dimensionality Reduction: Insights and New Models (N Lawrence, 2012)
2015-11-06 15:00-17:00 Stochastic Backpropagation in Deep Latent Gaussian Models (Rezende et al., 2014)
2015-10-30 15:00-17:00 Variational Inference (Ch. 21.2.5-21.2.8 in Murphy)
2015-10-23 15:00-17:00 Variational Inference (Ch. 21 in Murphy)
2015-06-29 16:00-18:00 AISTATS and ICML papers (pick one and present)
2015-06-22 16:00-18:00 Survey on Actor-Critic algorithms and policy gradients (Busoniu et al., 2012)
2015-06-15 16:00-18:00 Reinforcement Learning, a Brief Introduction (Wyatt, 2002)
2015-06-08 16:00-18:00 Reinforcement Learning, a Brief Introduction (Wyatt, 2002)
2015-06-01 16:00-18:00 Reinforcement Learning, a Brief Introduction (Wyatt, 2002)
2015-05-25 16:00-18:00 Reinforcement Learning, a Brief Introduction (Wyatt, 2002)
2015-05-11 16:00-18:00 Hierarchical Dirichlet Processes (Teh et al., 2006)
2015-04-27 16:00-18:00 Hierarchical Dirichlet Processes (Teh et al., 2006)
2015-04-20 16:00-18:00 Stochastic Variational Inference (Hoffman et al., 2013)
2015-03-23 16:00-18:00 Bayesian nonparametrics and the probabilistic approach to modelling (Ghahramani, 2012)
2015-03-16 16:00-18:00 Latent Dirichlet Allocation (Blei et al., JMLR 2003)
2015-03-09 16:00-18:00 Bishop, Ch. 11.1-11.2 and Sanborn/Griffiths paper
2015-03-02 16:00-18:00 Bishop, Ch. 11.2.1-11.6
2015-02-24 16:00-18:00 Bishop, Ch. 10.7 + videolecture
2015-02-16 16:00-18:00 Bishop, Ch. 10.3, 10.6
2015-02-09 16:00-18:00 Bishop, Ch. 10.2-10.4
2015-02-02 16:00-18:00 Bishop, until Ch. 10.2 + Winn/Bishop paper
2015-01-26 16:00-18:00 Bishop, Ch. 9.4 -10.1.1
2015-01-19 16:00-18:00 Bishop, Ch. 9
2015-01-12 16:00-18:00 Bishop, Ch. 8.4-end of 8
2014-12-15 16:00-18:00 Bishop, Ch. 8.1.4-8.3
2014-12-08 16:00-18:00 Bishop, Ch 8-8.1.3
2014-12-01 16:00-18:00 NIPS papers
2014-11-24 16:00-18:00 Bishop, p.100 – end Ch. 2
2014-11-17 16:00-18:00 Bishop, Ch. 2.3.2 – 2.4
2014-11-10 16:00-18:00 Bishop, Ch. 2-2.3.2
2014-11-03 16:00-18:00 Bishop, Ch. 1.4-1.6
2014-10-27 16:00-18:00 Bishop, Ch. 1.2.2-1.4
2014-10-20 16:00-18:00 Bishop, Ch. 1.1-1.2.2
2014-10-13 16:00-18:00 Organization

References

K Murphy: Machine Learning-A Probabilistic Perspective, MIT Press, 2012
CM Bishop: Pattern Recognition and Machine Learning, Springer, 2006