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  2. Zoubin Ghahramani Bio

    https://mlg.eng.cam.ac.uk/zoubin/bio.html
    27 Jan 2023: His academic career includes concurrent appointments as one of the founding members of the Gatsby Computational Neuroscience Unit in London, and as a faculty member of CMU's Machine Learning Department ... In 1995, I obtained my PhD in Cognitive
  3. Learning Theoretic and Bayesian Inductive Principles

    https://mlg.eng.cam.ac.uk/zoubin/LTBIP/
    27 Jan 2023: Gatsby Computational Neuroscience Unit.
  4. Abstract for ``Infinite Mixtures of Gaussian Process Experts''

    https://mlg.eng.cam.ac.uk/zoubin/papers/iMGPE.abs.html
    27 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)
  5. Abstract for ``A Unifying Review...''

    https://mlg.eng.cam.ac.uk/zoubin/abstracts/lds.abs.html
    27 Jan 2023: Gatsby Computational Neuroscience Unit. University College London. London, WC1N 3AR, UK.
  6. Unsupervised Learning Course Web Page

    https://mlg.eng.cam.ac.uk/zoubin/course04/
    27 Jan 2023: Unsupervised Learning 2004 Course Web Page. Keywords: Machine learning, probabilistic modelling, graphical models, approximate inference, Bayesian statistics. For a summary of the entire course you can read the following chapter:. Ghahramani (2004)
  7. Abstract for ``Switching State-space Models''

    https://mlg.eng.cam.ac.uk/zoubin/zoubin/switch.abstract.html
    27 Jan 2023: Hinton. Gatsby Computational Neuroscience Unit. University College London. London WC1N 3AR, U.K.
  8. Paper Abstracts

    https://mlg.eng.cam.ac.uk/zoubin/papers/abstracts.html
    27 Jan 2023: Gatsby Computational Neuroscience Unit.
  9. Zoubin Ghahramani Papers Available

    https://mlg.eng.cam.ac.uk/zoubin/papers.html
    27 Jan 2023: Nature Neuroscience 3 supp:1212--1217. Ghahramani, Z. (2000). ... Journal of Neuroscience 16:7085-7096. [Wolpert, D.M., Ghahramani, Z. and Jordan, M.I.
  10. Unsupervised Learning Variational Approximations Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect7var.pdf
    27 Jan 2023: Unsupervised Learning. Variational Approximations. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  11. https://mlg.eng.cam.ac.uk/index.xml

    https://mlg.eng.cam.ac.uk/index.xml
    3 Jul 2024: We also work in a broad range of application domains, including neuroscience, bioinformatics, finance, social networks, and physics, just to name a few, and we actively seek to collaborate with other
  12. https://mlg.eng.cam.ac.uk/news/index.xml

    https://mlg.eng.cam.ac.uk/news/index.xml
    3 Jul 2024: Latest News | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/news/ Latest News Wowchemy (https://wowchemy.com) en-us Wed, 22 Mar 2023 00:00:00 0000
  13. Abstract for ``Generalization to Local Remappings of the Visuomotor…

    https://mlg.eng.cam.ac.uk/zoubin/zoubin/gen.abstract.html
    27 Jan 2023: To appear in Journal of Neuroscience.
  14. Unsupervised Learning Variational Approximations Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect7var.pdf
    27 Jan 2023: Unsupervised Learning. Variational Approximations. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  15. Unsupervised Learning Graphical Models Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect5gm.pdf
    27 Jan 2023: Unsupervised Learning. Graphical Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  16. Unsupervised Learning A Belief Propagation Demo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/fluffy.pdf
    27 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.
  17. Unsupervised Learning Propagation on Factor Graphs Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/factorprop.pdf
    27 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.
  18. paper8-lect0-13

    https://mlg.eng.cam.ac.uk/zoubin/p8-07/lect0.pdf
    27 Jan 2023: Computational neuroscience modelling the brain and neural data. • Financial prediction making lots of money. • ... How does it fit into Information Engineering? • Main research and teaching directions in Division F: – control systems – signal
  19. Bayesian Monte Carlo Carl Edward RasmussenandZoubin GhahramaniGatsby…

    https://mlg.eng.cam.ac.uk/zoubin/papers/RasGha03.pdf
    27 Jan 2023: Bayesian Monte Carlo. Carl Edward RasmussenandZoubin GhahramaniGatsby Computational Neuroscience Unit. University College London17 Queen Square, London WC1N 3AR, England.
  20. 12 October N+Vs layout ok

    https://mlg.eng.cam.ac.uk/zoubin/papers/NewsViews00.pdf
    27 Jan 2023: Like a child putting. Computational neuroscience. Building blocks of movementZoubin Ghahramani. ... Zoubin Ghahramani is in the GatsbyComputational Neuroscience Unit, UniversityCollege London, London WC1N 3AR, UK.
  21. Unsupervised Learning Markov Chain Monte Carlo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect7mcmc.pdf
    27 Jan 2023: Unsupervised Learning. Markov Chain Monte Carlo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  22. Unsupervised Learning Lecture 6: Hierarchical and Nonlinear Models…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect6hier.pdf
    27 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.
  23. 4F13: Machine Learning Lectures 1-2: Introduction to Machine Learning …

    https://mlg.eng.cam.ac.uk/zoubin/ml06/lect1-2.pdf
    27 Jan 2023: Using ideas from: Statistics, Computer Science, Engineering, Applied Mathematics,Cognitive Science, Psychology, Computational Neuroscience, Economics. •
  24. 3F3: Signal and Pattern Processing Lecture 1: Introduction to ...

    https://mlg.eng.cam.ac.uk/teaching/3f3/1011/lect1.pdf
    19 Nov 2023: Computational Neuroscience: neuronal networks, neural information processing,. • Economics: decision theory, game theory, operational research,.
  25. Unsupervised Learning Sampling andMarkov Chain Monte Carlo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect7mcmc.pdf
    27 Jan 2023: Unsupervised Learning. Sampling andMarkov Chain Monte Carlo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  26. Unsupervised Learning Sampling andMarkov Chain Monte Carlo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect7mcmc.pdf
    27 Jan 2023: Unsupervised Learning. Sampling andMarkov Chain Monte Carlo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  27. Unsupervised Learning The EM Algorithm Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect3.pdf
    27 Jan 2023: Unsupervised Learning. The EM Algorithm. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  28. Unsupervised Learning The EM Algorithm Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect3.pdf
    27 Jan 2023: Unsupervised Learning. The EM Algorithm. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  29. Unsupervised Learning Week 1: Introduction, Statistical Basics, and a …

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect1.pdf
    27 Jan 2023: Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  30. Unsupervised Learning Bayesian Model Selection Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect9ms.pdf
    27 Jan 2023: Unsupervised Learning. Bayesian Model Selection. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  31. Unsupervised Learning Week 1: Introduction, Statistical Basics,and a…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect1.pdf
    27 Jan 2023: Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... Psychology: perception, movement control, reinforcement learning, mathematicalpsychology. • Computational
  32. chuesann.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/ChuGhaWil04b.pdf
    13 Feb 2023: Wei Chu , Zoubin GhahramaniGatsby Computational Neuroscience Unit, University College London,.
  33. Week 2: Latent Variable Models Maneesh Sahanimaneesh@gatsby.ucl.ac.uk …

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect2m.pdf
    27 Jan 2023: Week 2: Latent Variable Models. Maneesh Sahanimaneesh@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience UnitUniversity College London.
  34. Unsupervised Learning Bayesian Model Comparison Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect9ms.pdf
    27 Jan 2023: Unsupervised Learning. Bayesian Model Comparison. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  35. AUGUST 2005 1 A note on the evidence and ...

    https://mlg.eng.cam.ac.uk/zoubin/papers/05occam/occam.pdf
    27 Jan 2023: Gatsby Computational Neuroscience UnitUniversity College London. http://www.gatsby.ucl.ac.uk/. {i.murray,zoubin }@gatsby.ucl.ac.uk. Gatsby Unit Technical Report GCNU-TR 2005-003.
  36. The Dynamic Beamformer Ali Bahramisharif1,2,�, Marcel A.J. van…

    https://mlg.eng.cam.ac.uk/pub/pdf/BahvanSchGha12.pdf
    13 Feb 2023: This approach iswidely used in the neuroscience community and is known as beamforming [6–9]. ... brain-state dependentstimulation as tools in cognitive neuroscience.
  37. Encyclopedia of Cognitive Science—Author Stylesheet ©Copyright…

    https://mlg.eng.cam.ac.uk/zoubin/papers/ECS-infotheory02.pdf
    27 Jan 2023: In this article we will cover some of the basic concepts in information theory and how they relate to cognitive science and neuroscience.1. ... Information Theory in Cognitive Science and Neuroscience. The term “information processing system” has
  38. Unsupervised Learning Bayesian Model Comparison Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect9ms.pdf
    27 Jan 2023: Unsupervised Learning. Bayesian Model Comparison. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  39. Week 3: The EM algorithm Maneesh Sahanimaneesh@gatsby.ucl.ac.uk…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect3.pdf
    27 Jan 2023: Week 3: The EM algorithm. Maneesh Sahanimaneesh@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience UnitUniversity College London.
  40. 13 Feb 2023: Technical Report 1, Gatsby Computational Neuroscience Unit (2005). 6. Ghahramani, Z., Griffiths, T., Sollich, P.: Bayesian nonparametric latent featuremodels.
  41. MCMC for doubly-intractable distributions Iain MurrayGatsby…

    https://mlg.eng.cam.ac.uk/pub/pdf/MurGhaMac06a.pdf
    13 Feb 2023: MCMC for doubly-intractable distributions. Iain MurrayGatsby Computational. Neuroscience UnitUniversity College London.
  42. Graphical models: parameter learning Zoubin Ghahramani Gatsby…

    https://mlg.eng.cam.ac.uk/zoubin/course04/hbtnn2e-II.pdf
    27 Jan 2023: Graphical models: parameter learning. Zoubin Ghahramani. Gatsby Computational Neuroscience Unit. University College London.
  43. Graphical models: parameter learning Zoubin Ghahramani Gatsby…

    https://mlg.eng.cam.ac.uk/zoubin/course03/hbtnn2e-II.pdf
    27 Jan 2023: Graphical models: parameter learning. Zoubin Ghahramani. Gatsby Computational Neuroscience Unit. University College London.
  44. Unsupervised Learning Week 1: Introduction, Statistical Basics,and a…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect1.pdf
    27 Jan 2023: Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  45. Nested sampling for Potts models

    https://mlg.eng.cam.ac.uk/pub/pdf/MurMacGha05a.pdf
    13 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
  46. Occam’s Razor Carl Edward RasmussenDepartment of Mathematical…

    https://mlg.eng.cam.ac.uk/pub/pdf/RasGha01.pdf
    13 Feb 2023: carl@imm.dtu.dk http://bayes.imm.dtu.dk. Zoubin GhahramaniGatsby Computational Neuroscience Unit. University College London17 Queen Square, London WC1N 3AR, England.
  47. Propagation Algorithms for VariationalBayesian Learning Zoubin…

    https://mlg.eng.cam.ac.uk/pub/pdf/GhaBea00a.pdf
    13 Feb 2023: Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, England{zoubin,m.beal}@gatsby.ucl.ac.uk http://www.gatsby.ucl.ac.uk. ... 2] M.J. Beal and Z. Ghahramani. The variational Kalman smoother. Technical
  48. arXiv:0906.4032v1 [cs.LG] 22 Jun 2009

    https://mlg.eng.cam.ac.uk/pub/pdf/BorGha09a.pdf
    13 Feb 2023: In the neurosciences, one may want to compare measurements of brainsignals under different external stimuli, to check whether brain activity isaffected by these stimuli. •
  49. mfdt.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/AdaStoWil00a.pdf
    13 Feb 2023: Amos J StorkeyDivision of Informatics. University of Edinburgh,UKa.storkey@ed.ac.uk. Zoubin GhahramaniGatsby Computational Neuroscience Unit.
  50. Unsupervised Learning Week 2: Latent Variable Models Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect2.pdf
    27 Jan 2023: Unsupervised Learning. Week 2: Latent Variable Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  51. ibpnips4.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/GriGha06.pdf
    13 Feb 2023: Infinite Latent Feature Modelsand the Indian Buffet Process. Thomas L. Griffiths Zoubin GhahramaniCognitive and Linguistic Sciences Gatsby Computational Neuroscience UnitBrown University, Providence RI University College London, Londontom

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