Bayesian Hierarchical Clustering Katherine A. Heller Zoubin Ghahramani Gatsby Computational Neuroscience Unit, UCL, London, WC1N 3AR, UK

Source URL: www.gatsby.ucl.ac.uk

Yarin Gal Education 2012–2016 PhD, Information Engineering, Machine Learning Group, University of Cambridge, Cambridge, UK, (supervised by Prof Zoubin Ghahramani). Supported by the Google Doctoral fellowship; Qualcomm

Source URL: mlg.eng.cam.ac.uk

Bayesian Sets Zoubin Ghahramani∗ and Katherine A. Heller Gatsby Computational Neuroscience Unit University College London London WC1N 3AR, U.K.

Source URL: www.gatsby.ucl.ac.uk

• Machine learning
• Statistical inference
• Data mining
• Bayesian inference
• Cluster analysis
• Prior probability
• Information retrieval
• Expectation–maximization algorithm
• One-shot learning
• Statistics
• Bayesian statistics
• Statistical theory

Statistical Models for Partial Membership Katherine A. Heller Sinead Williamson Zoubin Ghahramani Engineering Department, University of Cambridge, Cambridge, UK

Source URL: www.gatsby.ucl.ac.uk

• Statistical models
• Machine learning
• Fuzzy clustering
• Mixture model
• Exponential family
• K-means clustering
• Conjugate prior
• Dimensional analysis
• Mixture distribution
• Statistics
• Probability and statistics
• Cluster analysis

Lecture 12: Graphical models for Text 4F13: Machine Learning Carl Edward Rasmussen and Zoubin Ghahramani Department of Engineering University of Cambridge

Source URL: mlg.eng.cam.ac.uk

4F13 Machine Learning: Coursework #2: Probabilistic Ranking Carl Edward Rasmussen & Zoubin Ghahramani Due: 4pm February 28th, 2013 to Laura Reed, room BNO-37 In this assignment, you’ll be using the (binary) results of

Source URL: mlg.eng.cam.ac.uk

Lecture 5: Gaussian Process Covariance Functions 4F13: Machine Learning Carl Edward Rasmussen and Zoubin Ghahramani Department of Engineering University of Cambridge

Source URL: mlg.eng.cam.ac.uk

4F13 Machine Learning: Coursework #3: Latent Dirichlet Allocation Carl Edward Rasmussen & Zoubin Ghahramani Due: 4pm March 14, 2013 to Laura Reed, room BNO-37 In this assignment, we will give you two short pieces of matl

Source URL: mlg.eng.cam.ac.uk

Lecture 11: The Dirichlet Distribution and Text 4F13: Machine Learning Carl Edward Rasmussen and Zoubin Ghahramani Department of Engineering University of Cambridge

Source URL: mlg.eng.cam.ac.uk

The EM Algorithm for Mixtures of Factor Analyzers Zoubin Ghahramani Georey E. Hinton Department of Computer Science University of Toronto

Source URL: www.cs.toronto.edu