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  2. Fellowship directory - Churchill College

    https://www.chu.cam.ac.uk/about/our-fellows/fellowship-directory/
    Thumbnail for Fellowship directory - Churchill College 18 Sep 2023: Chinese History. Classics. Climate Science. Clinical Medicine. Clinical Neuroscience. Computational Biology. ... Computational Neuroscience. Computer Science. Computer Science and Linguistics. Earth Sciences. Economics.
  3. 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.
  4. 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.
  5. 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.
  6. 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. ... 102, Novem-ber 1988, Laboratory for Computational Statistics, Department of
  7. Learning Theoretic and Bayesian Inductive Principles

    https://mlg.eng.cam.ac.uk/zoubin/LTBIP/
    27 Jan 2023: Gatsby Computational Neuroscience Unit. ... PASCAL (Pattern Analysis, Statistical Modelling and Computational Learning, http:///www.pascal-network.org) is a newly launched (December 2003) European Network of Excellence (NoE) as part of its IST program.
  8. Sensorimotor Control and Robotics

    https://mlg.eng.cam.ac.uk/zoubin/motor.html
    27 Jan 2023: Computational Principles of Movement Neuroscience. ... Journal of Neuroscience 16:7085-7096. [Wolpert, D.M., Ghahramani, Z. and Jordan, M.I.
  9. Reviews and Tutorials

    https://mlg.eng.cam.ac.uk/zoubin/reviews.html
    27 Jan 2023: Computational Principles of Movement Neuroscience. ... and Jordan, M.I. (1994). MIT Center for Biological and Computational Learning Technical Report 108, 16 pages.
  10. 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)
  11. 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.
  12. 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. ... Computational Statistics and Data Analysis, 19:177–189. Jordan, M. I., editor (1998).
  13. 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. ... Computational Statistics and Data Analysis, 19:177–189. Jordan, M. I., editor (1998).
  14. 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.
  15. MCMC for doubly-intractable distributions Iain MurrayGatsby…

    https://mlg.eng.cam.ac.uk/zoubin/papers/doubly_intractable.pdf
    27 Jan 2023: MCMC for doubly-intractable distributions. Iain MurrayGatsby Computational. Neuroscience UnitUniversity College London.
  16. 27 Jan 2023: Reader in Machine Learning, Oct 2003–Jan 2006Gatsby Computational Neuroscience Unit, University College London, UK. ... Graduate Tutor, Gatsby Computational Neuroscience Unit, 2001-2005. Selection Committee, Chair in Computational Neuroscience, UCL,
  17. 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
  18. Tsen Vei Lim - Clare Hall

    https://www.clarehall.cam.ac.uk/directory/tsen-vei-lim/
    Thumbnail for Tsen Vei Lim - Clare Hall 7 Sep 2023: Dr Tsen Vei Lim. Tsen Vei’s primary research interest lies at the intersection of computational psychiatry and drug addiction. ... Select publications. Lim. T. V. & Ersche, K. D. (2023). Theory-driven computational models in drug addiction: fruitful or
  19. 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
  20. 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.
  21. Notices by the General Board - Cambridge University Reporter 6711

    https://www.reporter.admin.cam.ac.uk/reporter/2023-24/weekly/6711/section4.shtml
    27 Sep 2023: Dr Elisa Laurenti, appointed Professor of Stem Cells and Haematopoiesis. Dr Petra Eszter Vertes, TH, appointed Professor of Systems and Computational Neuroscience. ... Dr Guillaume Jean Emmanuel Hennequin, PEM, appointed Professor of Computational
  22. Unsupervised Learning Variational Approximations Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/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.
  23. Unsupervised Learning Graphical Models Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/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.
  24. Unsupervised Learning Graphical Models Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/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.
  25. 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
  26. Cambridge researchers elected to Academy of Medical Sciences…

    https://www.cam.ac.uk/research/news/outstanding-cambridge-biomedical-and-health-researchers-elected-to-academy-of-medical-sciences
    Thumbnail for Cambridge researchers elected to Academy of Medical Sciences Fellowship 2023 | University of Cambridge 18 May 2023: Her team also builds computational tools to enable genomic advances become more accessible across the NHS. ... His work integrates cognitive neuroscience, brain imaging, fluidic biomarkers, computational models and neuropathology for experimental
  27. Nested sampling for Potts models Iain MurrayGatsby Computational

    https://mlg.eng.cam.ac.uk/zoubin/papers/nips05nested.pdf
    27 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
  28. Unsupervised Learning Course OLD Web Page

    https://mlg.eng.cam.ac.uk/zoubin/course03/index.html
    27 Jan 2023: Unsupervised Learning 2003 Course Web Page (OLD). Code: COMP GI02 / COMP 4c51 / Gatsby. Year: MSc in Intelligent Systems, Gatsby Unit Core Course. Prerequisites: A good background in statistics, calculus, linear algebra, and computer science. You
  29. 27 Jan 2023: communications. computational neuroscience. computer vision and image processing. machine learning. speech recognition, machine translation and dialog systems. ... We use theoretical, computational and experimental studies to investigate the
  30. Unsupervised Learning Course Web Page

    https://mlg.eng.cam.ac.uk/zoubin/course05/index.html
    27 Jan 2023: Unsupervised Learning 2005 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)
  31. 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
  32. 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
  33. 13 Feb 2023: Bayesian Monte Carlo. Carl Edward RasmussenandZoubin GhahramaniGatsby Computational Neuroscience Unit. University College London17 Queen Square, London WC1N 3AR, England. ... 102, Novem-ber 1988, Laboratory for Computational Statistics, Department of
  34. 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)
  35. Li Su - Clare Hall

    https://www.clarehall.cam.ac.uk/directory/su/
    Thumbnail for Li Su - Clare Hall 15 Aug 2023: Professor Li Su. Professor Li Su is the head of the Artificial Intelligence and Computational Neuroscience Group, and has a joint appointment as Principal Research Fellow (equivalent to Professor Grade 11) ... He is a Specialist Committee Member at
  36. 1212 nature neuroscience supplement • volume 3 • november ...

    https://mlg.eng.cam.ac.uk/zoubin/papers/natneuro.pdf
    27 Jan 2023: Computational principles ofmovement neuroscience. Daniel M. Wolpert1 and Zoubin Ghahramani2. 1 Sobell Department of Neurophysiology, Institute of Neurology, Queen Square, University College London, London WC1N 3BG, UK 2 Gatsby Computational
  37. 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
  38. 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
  39. Dr Kamila Jozwik - Churchill College

    https://www.chu.cam.ac.uk/fellows/kamila-jozwik-2/
    Thumbnail for Dr Kamila Jozwik - Churchill College 2 Oct 2023: I’m using fMRI, EEG, MEG, behavioural measures and single-cell recording data, together with computational modelling to understand these processes better. ... During the PhD, in parallel to the genomics research, I started working with Marieke Mur and
  40. 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
  41. talk.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/nips00w.pdf
    27 Jan 2023: Online Variational Bayesian Learning. Zoubin GhahramaniGatsby Computational Neuroscience Unit. University College London.
  42. Propagation Algorithms for VariationalBayesian Learning Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/papers/nips00beal.pdf
    27 Jan 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
  43. Unsupervised Learning A Belief Propagation Demo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/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.
  44. Unsupervised Learning A Belief Propagation Demo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/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.
  45. 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.
  46. Split and Merge EM Algorithm for Improving Gaussian Mixture Density…

    https://mlg.eng.cam.ac.uk/pub/pdf/UedNakGha00b.pdf
    13 Feb 2023: ZOUBIN GHAHRAMANI AND GEOFFREY E. HINTONGatsby Computational Neuroscience Unit, University College London, 17 Queen Square, London WC1N 3AR, UK. ... He is currently a Lecturer atthe Gatsby Computational Neuroscience Unit at University CollegeLondon, with
  47. ibpnips4.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/ibp-nips05.pdf
    27 Jan 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
  48. 27 Jan 2023: Unsupervised Learning. Zoubin Ghahramani†. Gatsby Computational Neuroscience UnitUniversity College London, UKzoubin@gatsby.ucl.ac.uk.
  49. 3F3: Signal and Pattern Processing Lecture 1: Introduction to ...

    https://mlg.eng.cam.ac.uk/teaching/3f3/1011/lect1.pdf
    19 Nov 2023: Cognitive Science and Psychology: perception, movement control, reinforcementlearning, mathematical psychology, computational linguistics,. • ... Computational Neuroscience: neuronal networks, neural information processing,. • Economics: decision
  50. Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational

    https://mlg.eng.cam.ac.uk/zoubin/course05/ul.pdf
    27 Jan 2023: Unsupervised Learning. Zoubin Ghahramani†. Gatsby Computational Neuroscience UnitUniversity College London, UKzoubin@gatsby.ucl.ac.uk.
  51. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0910/lect01.pdf
    19 Nov 2023: Using ideas from: Statistics, Computer Science, Engineering, AppliedMathematics, Cognitive Science, Psychology, Computational Neuroscience,Economics. •

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