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Abstract for ``Infinite Mixtures of Gaussian Process Experts''
https://mlg.eng.cam.ac.uk/zoubin/papers/iMGPE.abs.html27 Jan 2023: Carl Edward Rasmussen, Gatsby Computational Neuroscience Unit, UCL. ... Zoubin Ghahramani, Gatsby Computational Neuroscience Unit, UCL. We present an extension to the Mixture of Experts (ME) model, where the individual experts are Gaussian Process (GP) -
Neural Dynamics and Control Group
https://cbl.eng.cam.ac.uk/hennequin/people/9 Jul 2024: 2020 Computational and Biological Learning Lab. -
Unsupervised Learning Course Web Page
https://mlg.eng.cam.ac.uk/zoubin/course05/index.html27 Jan 2023: Term: 1, 2005. Time: 11.00 to 13.00 Mondays and Thursdays. Location: 4th floor, Gatsby Unit, 17 Queen Square. ... Dec 5 and Dec 8. NO LECTURES. Thurs Dec 15. Review Session in Gatsby Unit Basement B10 (led by Richard Turner). -
Alessandro Davide Ialongo | Cambridge Machine Learning Group
https://mlg.eng.cam.ac.uk/people/alessandro-davide-ialongo/3 Jul 2024: Continuing the work of his Master’s thesis, he spent one year at the Gatsby Computational Neuroscience Unit working with Professor Sahani on latent variable dynamical systems. -
Computational Learning and Memory Group
www3.eng.cam.ac.uk/~ml468/Máté Lengyel. Máté Lengyel is Professor of Computational Neuroscience at thePreviously, he studied biology for his MSc and neurobiology for his PhD at Eötvös University, Budapest, while working in the computational ... He was then a postdoc with -
Machine Learning Group Publications
https://mlg.eng.cam.ac.uk/pub/topics/13 Feb 2023: D. ) suffice and a method with an overall computational cost of O(N(log N). ... Empirical validation suggests better performance and drastically improved computational scalablity compared with its predecessor, Improved GP-UCB. -
talk.dvi
https://mlg.eng.cam.ac.uk/zoubin/papers/nips00w.pdf27 Jan 2023: Online Variational Bayesian Learning. Zoubin GhahramaniGatsby Computational Neuroscience Unit. University College London. ... December 2000. http://www.gatsby.ucl.ac.uk/. Theoretical Results. Theorem 1 Given an iid data set y = (y1; : : : yn), if -
Cambridge Machine Learning Group Publications
https://mlg.eng.cam.ac.uk/pub/authors/13 Feb 2023: Abstract: Existing methods for estimating uncertainty in deep learning tend to require multiple forward passes, making them unsuitable for applications where computational resources are limited. ... Abstract: On a mathematical level, most computational -
Professor Richard Turner | Cambridge Centre for Data-Driven Discovery
https://www.c2d3.cam.ac.uk/directory/422/professor-richard-turnerHe then studied for his PhD in Computational Neuroscience and Machine Learning at the Gatsby Computational Neuroscience Unit, UCL. ... He now holds a Readership in the Machine Learning Group which is part of the Computational and Biological Learning Lab -
Nested sampling for Potts models
https://mlg.eng.cam.ac.uk/pub/pdf/MurMacGha05a.pdf13 Feb 2023: Nested sampling for Potts models. Iain MurrayGatsby Computational Neuroscience Unit. University College Londoni.murray@gatsby.ucl.ac.uk. ... David J.C. MacKayCavendish Laboratory. University of Cambridgemackay@mrao.cam.ac.uk. Zoubin GhahramaniGatsby -
Professor David Barrett | Cambridge Centre for Data-Driven Discovery
https://www.c2d3.cam.ac.uk/directory/386/professor-david-barrettComputational and Biological Learning,. Office BE-435,. Information Engineering Division,, Department of Engineering,, University of Cambridge. ... I completed a Ph.D in Computational Neuroscience and Machine Learning at the Gatsby Unit, UCL, with Prof. -
Unsupervised Learning A Belief Propagation Demo Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course04/fluffy.pdf27 Jan 2023: Unsupervised Learning. A Belief Propagation Demo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. -
Unsupervised Learning A Belief Propagation Demo Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/fluffy.pdf27 Jan 2023: Unsupervised Learning. A Belief Propagation Demo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. -
Cambridge Machine Learning Group Publications
https://mlg.eng.cam.ac.uk/pub/13 Feb 2023: Many existing algorithms restart training for each new hyperparameter choice, at considerable computational cost. ... We compare this scheme against natural baselines in literature along with stochastic variational GPs (SVGPs) along with an extensive -
Unsupervised Learning Propagation on Factor Graphs Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course04/factorprop.pdf27 Jan 2023: Unsupervised Learning. Propagation on Factor Graphs. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. -
Unsupervised Learning Propagation on Factor Graphs Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/factorprop.pdf27 Jan 2023: Unsupervised Learning. Propagation on Factor Graphs. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. -
Nested sampling for Potts models Iain MurrayGatsby Computational…
https://mlg.eng.cam.ac.uk/zoubin/papers/nips05nested.pdf27 Jan 2023: Nested sampling for Potts models. Iain MurrayGatsby Computational Neuroscience Unit. University College Londoni.murray@gatsby.ucl.ac.uk. ... David J.C. MacKayCavendish Laboratory. University of Cambridgemackay@mrao.cam.ac.uk. Zoubin GhahramaniGatsby -
Unsupervised Learning Lecture 6: Hierarchical and Nonlinear Models…
https://mlg.eng.cam.ac.uk/zoubin/course04/lect6hier.pdf27 Jan 2023: Unsupervised Learning. Lecture 6: Hierarchical and Nonlinear Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... http://www.gatsby.ucl.ac.uk/zoubin/papers/fhmm -
Unsupervised Learning The EM Algorithm Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/lect3.pdf27 Jan 2023: Unsupervised Learning. The EM Algorithm. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... 2000) Linear models. class -
Unsupervised Learning Variational Approximations Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course04/lect7var.pdf27 Jan 2023: Unsupervised Learning. Variational Approximations. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... In Adv Neur Info ProcSyst 7. Available at:
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