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Computational and Biological Learning Lab
https://cbl.eng.cam.ac.uk/people/zg201/9 Jul 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 -
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. –. -
Computational and Biological Learning Lab
https://cbl.eng.cam.ac.uk/people/ml468/9 Jul 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 -
Zoubin Ghahramani Bio
https://mlg.eng.cam.ac.uk/zoubin/bio.html27 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 -
Zoubin Ghahramani | Cambridge Machine Learning Group
https://mlg.eng.cam.ac.uk/people/zoubin-ghahramani/3 Jul 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 -
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 -
In search of lost memories | University of Cambridge
https://www.cam.ac.uk/research/news/in-search-of-lost-memories1 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 -
https://www.pdn.cam.ac.uk/taxonomy/term/53/feed
https://www.pdn.cam.ac.uk/taxonomy/term/53/feed17 Jul 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 -
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. -
Keynote speakers | FUSION 2018
https://fusion2018.eng.cam.ac.uk/programme/keynote-speakers17 Jul 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 -
Professor Máté Lengyel - Churchill College
https://www.chu.cam.ac.uk/fellows/mate-lengyel-2/17 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 -
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. -
Abstract for ``A Unifying Review...''
https://mlg.eng.cam.ac.uk/zoubin/abstracts/lds.abs.html27 Jan 2023: Gatsby Computational Neuroscience Unit. University College London. London, WC1N 3AR, UK. -
Abstract for ``Switching State-space Models''
https://mlg.eng.cam.ac.uk/zoubin/zoubin/switch.abstract.html27 Jan 2023: Hinton. Gatsby Computational Neuroscience Unit. University College London. London WC1N 3AR, U.K. -
Dr Zoubin Ghahramani joins the Department | Department of Engineering
https://www.eng.cam.ac.uk/news/dr-zoubin-ghahramani-joins-departmentHe 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 -
Paper Abstracts
https://mlg.eng.cam.ac.uk/zoubin/papers/abstracts.html27 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. -
SPARS 2015
www-sigproc.eng.cam.ac.uk/SPARS2015/PlenaryTalksHis 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 -
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-reward6 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, -
Computational and Biological Learning Lab
https://cbl.eng.cam.ac.uk/people/9 Jul 2024: GROUPS. Computational and Biological Learning Lab. Faculty. Group Leaders. Affiliates. Admin Support. ... 2020 Computational and Biological Learning Lab. -
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 OLD Web Page
https://mlg.eng.cam.ac.uk/zoubin/course03/index.html27 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 -
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. -
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). -
Zoubin Ghahramani | Department of Engineering
https://www.eng.cam.ac.uk/profiles/zg201His 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 -
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 -
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 -
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 -
Computational Learning and Memory Group
https://cbl.eng.cam.ac.uk/lengyel/people/9 Jul 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 -
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. -
Unsupervised Learning A Belief Propagation Demo Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course05/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/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. -
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 -
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. -
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. -
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 -
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-neuroscience17 Jul 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, -
Unsupervised Learning Variational Approximations Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/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. ... Machine Learning 37:183-233. Available -
Unsupervised Learning Markov Chain Monte Carlo Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/lect7mcmc.pdf27 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 -
Unsupervised Learning Lecture 6: Hierarchical and Nonlinear Models…
https://mlg.eng.cam.ac.uk/zoubin/course03/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 -
Compact approximations to Bayesian predictive distributions Edward…
https://mlg.eng.cam.ac.uk/zoubin/papers/icml05snelson.pdf27 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 -
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 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: -
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 Sampling andMarkov Chain Monte Carlo Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course04/lect7mcmc.pdf27 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. -
Unsupervised Learning The EM Algorithm Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course04/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 Week 1: Introduction, Statistical Basics, and a …
https://mlg.eng.cam.ac.uk/zoubin/course03/lect1.pdf27 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). -
Unsupervised Learning Graphical Models Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course03/lect5gm.pdf27 Jan 2023: Unsupervised Learning. Graphical Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. -
Unsupervised Learning Bayesian Model Comparison Zoubin…
https://mlg.eng.cam.ac.uk/zoubin/course05/lect9ms.pdf27 Jan 2023: Unsupervised Learning. Bayesian Model Comparison. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. -
Infinite Sparse Factor Analysis and InfiniteIndependent Components…
https://mlg.eng.cam.ac.uk/pub/pdf/KnoGha07.pdf13 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
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