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  2. Adaptive two-sample testing - CMIH - The Centre for Mathematical…

    https://archive.cmih.maths.cam.ac.uk/events-archive/adaptive-two-sample-testing/
    Adaptive two-sample testing. Statistics Seminar. Adaptive two-sample testing. With Arthur Gretton (Gatsby Computational Neuroscience Unit, UCL). ... Speaker: Arthur Gretton (Gatsby Computational Neuroscience Unit, UCL). Friday 27 October 2023, 14:00. –.
  3. Computational and Biological Learning Lab

    https://cbl.eng.cam.ac.uk/people/zg201/
    7 Jun 2024: 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 ... I have also been Adjuct Faculty at the Gatsby
  4. 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 ... I have also been Adjuct Faculty at the Gatsby
  5. Computational and Biological Learning Lab

    https://cbl.eng.cam.ac.uk/people/ml468/
    7 Jun 2024: 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
  6. 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)
  7. Unsupervised Learning Course OLD Web Page

    https://mlg.eng.cam.ac.uk/zoubin/course03/index.html
    27 Jan 2023: Year: MSc in Intelligent Systems, Gatsby Unit Core Course. Prerequisites: A good background in statistics, calculus, linear algebra, and computer science. ... Term: 1, 2003. Time: 11.00 to 13.00 Mondays and Thursdays. Location: Gatsby Unit, 17 Queen
  8. Zoubin Ghahramani | Department of Engineering

    https://www.eng.cam.ac.uk/profiles/zg201
    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 ... He has over 200 publications in fields such as
  9. 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
  10. Unsupervised Learning Course Web Page

    https://mlg.eng.cam.ac.uk/zoubin/course05/index.html
    27 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).
  11. Computational Learning and Memory Group

    https://cbl.eng.cam.ac.uk/lengyel/people/
    7 Jun 2024: He was then a postdoc with Peter Dayan at the Gatsby Computational Neuroscience Unit, UCL, followed by a visiting research fellowship at the Collegium Budapest Institute for Advanced Study. ... Jake Stroud. I am a Sir Henry Wellcome Postdoctoral Fellow
  12. In search of lost memories | University of Cambridge

    https://www.cam.ac.uk/research/news/in-search-of-lost-memories
    Thumbnail for In search of lost memories | University of Cambridge 1 Feb 2008: And now, a branch of neuroscience that works on quantitative models of the nervous system – computational neuroscience – is also contributing to the quest. ... With recent funding from the Wellcome Trust, Dr Lengyel, together with Professor Peter
  13. Alessandro Davide Ialongo | Cambridge Machine Learning Group

    https://mlg.eng.cam.ac.uk/people/alessandro-davide-ialongo/
    10 Apr 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.
  14. https://www.pdn.cam.ac.uk/taxonomy/term/53/feed

    https://www.pdn.cam.ac.uk/taxonomy/term/53/feed
    25 Jun 2024: span></p> <p align="JUSTIFY" class="western">British computational neuroscientist, <b>Peter Dayan</b>, director of the Gatsby Computational Neuroscience Unit, University College London, is recognised internationally as a leader in ... the rapidly
  15. 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.
  16. Keynote speakers | FUSION 2018

    https://fusion2018.eng.cam.ac.uk/programme/keynote-speakers
    25 Jun 2024: Malgouyres and D. Kouamé), of the International Workshop on Computational Advances in Multi-Sensor Adaptive Processing in 2015 (with P. ... Since then he has been a post doc at the Technical University of Denmark, a Senior Research Fellow at the Gatsby
  17. Professor Máté Lengyel - Churchill College

    https://www.chu.cam.ac.uk/fellows/mate-lengyel-2/
    Thumbnail for Professor Máté Lengyel - Churchill College 17 Feb 2022: Senior Research Fellows,. Máté Lengyel is Professor of Computational Neuroscience at the Department of Engineering, University of Cambridge, and a Senior Research Fellow at the Department of Cognitive Science, Central European ... Computational
  18. Unsupervised Learning Course Web Page

    https://mlg.eng.cam.ac.uk/zoubin/course04/
    27 Jan 2023: Term: 1, 2004. Time: 11.00 to 13.00 Mondays and Thursdays. Location: 4th floor, Gatsby Unit, 17 Queen Square. ... Homework Assignments: all assignments (coursework) for this course are to be handed in to the Gatsby Unit, not to the CS department.
  19. 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.
  20. 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.
  21. Dr Zoubin Ghahramani joins the Department | Department of Engineering

    https://www.eng.cam.ac.uk/news/dr-zoubin-ghahramani-joins-department
    He obtained a PhD in Cognitive Neuroscience from the Massachusetts Institute of Technology, then moved to the University of Toronto where he was a Postdoctoral Fellow in the Artificial Intelligence Lab ... For the last seven years, he has been at the
  22. Paper Abstracts

    https://mlg.eng.cam.ac.uk/zoubin/papers/abstracts.html
    27 Jan 2023: Gatsby Computational Neuroscience Unit. ... show that variational bounds substantially outperform BIC in finding the correct model structure at relatively little computational cost, while approaching the performance of the much more costly AIS procedure.
  23. SPARS 2015

    www-sigproc.eng.cam.ac.uk/SPARS2015/PlenaryTalks
    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 ... Martin Wainwright, UC Berkeley, USA. Randomized
  24. Cambridge scientist shares world’s largest neuroscience prize for…

    https://www.cam.ac.uk/news/cambridge-scientist-shares-worlds-largest-neuroscience-prize-for-research-on-the-brains-reward
    Thumbnail for Cambridge scientist shares world’s largest neuroscience prize for research on the brain’s reward system | University of Cambridge 6 Mar 2017: News. Cambridge scientist shares world’s largest neuroscience prize for research on the brain’s reward system.. ... British computational neuroscientist, Peter Dayan, director of the Gatsby Computational Neuroscience Unit, University College London,
  25. 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
  26. Computational and Biological Learning Lab

    https://cbl.eng.cam.ac.uk/people/
    7 Jun 2024: GROUPS. Computational and Biological Learning Lab. Faculty. Group Leaders. Affiliates. Admin Support. ... 2020 Computational and Biological Learning Lab.
  27. 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. ... December 2000. http://www.gatsby.ucl.ac.uk/. Theoretical Results. Theorem 1 Given an iid data set y = (y1; : : : yn), if
  28. Neural Dynamics and Control Group

    https://cbl.eng.cam.ac.uk/hennequin/people/
    7 Jun 2024: 2020 Computational and Biological Learning Lab.
  29. 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
  30. 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.
  31. 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.
  32. 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.
  33. Zoubin Ghahramani | Cambridge Machine Learning Group

    https://mlg.eng.cam.ac.uk/people/zoubin-ghahramani/
    10 Apr 2024: I was one of the founding faculty members of the Gatsby Computational Neuroscience Unit at UCL (1998-2005) and in 2006 I moved to the University of Cambridge where I am
  34. Professor Richard Turner | Cambridge Centre for Data-Driven Discovery

    https://www.c2d3.cam.ac.uk/directory/422/professor-richard-turner
    He 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
  35. 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.
  36. Professor David Barrett | Cambridge Centre for Data-Driven Discovery

    https://www.c2d3.cam.ac.uk/directory/386/professor-david-barrett
    Computational 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.
  37. 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
  38. Research on the brain’s reward system wins the world’s largest prize…

    https://www.pdn.cam.ac.uk/news/research-on-the-brain2019s-reward-system-wins-the-world2019s-largest-prize-for-neuroscience
    25 Jun 2024: Awarded annually, it recognises one or more scientists who have distinguished themselves by an outstanding contribution to neuroscience. ... British computational neuroscientist, Peter Dayan, director of the Gatsby Computational Neuroscience Unit,
  39. 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. ... Machine Learning 37:183-233. Available
  40. 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. ... Computational task: do the integrals over the posterior
  41. Unsupervised Learning Lecture 6: Hierarchical and Nonlinear Models…

    https://mlg.eng.cam.ac.uk/zoubin/course03/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. ... http://www.gatsby.ucl.ac.uk/zoubin/papers/fhmm
  42. Compact approximations to Bayesian predictive distributions Edward…

    https://mlg.eng.cam.ac.uk/zoubin/papers/icml05snelson.pdf
    27 Jan 2023: Compact approximations to Bayesian predictive distributions. Edward Snelson snelson@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, Queen Square, London WC1N 3AR, UK. ... Zoubin Ghahramani zoubin@gatsby.ucl.ac.ukGatsby
  43. 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. ... http://www.gatsby.ucl.ac.uk/zoubin/papers/fhmm
  44. 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. ... In Adv Neur Info ProcSyst 7. Available at:
  45. 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.
  46. 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. ... 2000) Linear models. class
  47. 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. ... Cross entropy error:. i yi log piMultinomial noise assumption, y is discrete (binary unit vector).
  48. 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.
  49. 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.
  50. 13 Feb 2023: σ2 ; a, b. ). We define two variants based on the prior for xkt: infinite sparse FactorAnalysis (isFA) has a unit Gaussian prior; infinite Independent ComponentsAnalysis (iICA) has a Laplacian(1) prior. ... Technical Report 1, Gatsby Computational
  51. 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. ... zoubin@gatsby.ucl.ac.uk http://www.gatsby.ucl.ac.uk. Abstract. The Bayesian paradigm

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