He is also Deputy Director of the Leverhulme Centre for the Future of Intelligence, and a Fellow of St John’s College. Nonparametric Bayesian Methods. RESUME () RECENT POSITIONS - Group Leader at the Max Planck Institute for Intelligent Systems. Supervisor: Zoubin Ghahramani; Serial and Parallel Inference in Sparse Nonparametric Latent Factor Models applied to Gene Expression Modeling (2009) pdf PhD First Year Report, Department of Engineering, University of Cambridge Supervisor: Zoubin Ghahramani; Statistical tools for ulta-deep pyrosequencing of fast evolving viruses (2008) pdf 2018: Variational Bayesian dropout: pitfalls and fixes. H�6�w0��50�}��͑ ��4ld)���[��g��j��RX��$�yQ�-�bl| A Very Simple Safe-Bayesian Random Forest. NIPS 2009 Workshop on Zoubin Ghahramani is Professor of Information Engineering at the University of Cambridge and Chief Scientist at Uber. c�$Y�W=~����z-���(t��z�s8z��.���f�ZA�����U�xT���/G#_ ��8T㴢7���&� {���^����ճ��˅�z����#�K����G�GB����q�c��4rH�~�{x(�Y� �DF��u��߭~��%,G,A͟�9��5�������������gU,��B�z��a��PB�� ��[����a:_���b�,���C|? Jure Leskovec, Kevin Lang, Anirban Dasgupta and Michael Mahoney. 2017. �`��� D>!�0$��Q��jM��I�5�=�����cK�ؒ�q���p��(�}W�� a�9�@_��Y R�C�Ҋ����qeph�". Probabilistic Models for Unsupervised Learning, An Old Talk on Bayesian Model Jacob Andreas and Zoubin Ghahramani. Extensions, 7th Workshop on Bayesian Bayesian Models. Adams — Vita ¦ ¤ ¥ ¤ Best Paper, ¥ §th International Conference on Artificial Intelligence and Statistics(with Hanna Wallach & Zoubin Ghahramani) ¦ ¤ ¥ ¤ Honorable Mention, International Society for Bayesian Analysis Leonard J. We also gratefully acknowledge the support of NVIDIA Corporation with the donation of the Titan X Pascal GPU used for this research. Learning (4F13), Lent, Cambridge, Signal and Pattern Processing (3F3), BASc in Engineering Science, Electrical and Computer major 2009–2013 University of Toronto, Canada. Nonparametric Bayesian Methods, Tutorial on Journal of Machine Learning Research. /Filter /FlateDecode 2017. Zoubin Ghahramani. R.P. [8] Semantic parsing as machine translation. Thesis supervisor: Zoubin Ghahramani 1991-1997 MEng in Electrical Engineering and Computer Science, BSc in Computer Science and En-gineering, Massachusetts Institute of Technology Funding Research Based University Chairs of Excellence, Universities of Paris (RBUCE-UP) 2-year fellowship, 2012. Academic History McGill University PhD in Computer Science School of Computer Science Field of Interest : Machine Learning, Artificial Intelligence Reasoning and Learning Lab Supervisor(s) : Prof. Doina Precup and Prof. Joelle Pineau University of Cambridge Masters : MPhil Machine Learning, Speech and Language Technology Department of Engineering Computational and Biological Learning Lab… Supervisors: Zoubin Ghahramani (on leave), José Miguel Hernández-Lobato Fall 2018 to Present Research Scientist DeepMind (one day per week) February 2019 to Present Research Scientist Intern DeepMind Supervisor: Balaji Lakshminarayanan Summer … Katherine A. Heller, Sinead Williamson and Zoubin Ghahramani. /Length 1950 Professor, University of Cambridge, and Distinguished Researcher, ... Z Ghahramani, K Kersting, I Valera. stream Zoubin Ghahramani acknowledges support from the Alan Turing Institute (EPSRC Grant EP/N510129/1) and EPSRC Grant EP/N014162/1, and donations from Google and Microsoft Research. endstream 924{931, 2010. Zoubin Ghahramani. R.P. Palma: Interested in a PhD in Machine Learning? GPStruct: Bayesian Structured Prediction using Gaussian Processes. Advised by Prof. Bernhard Schoelkopf. 14 0 obj /Length 1376 functions” originally published in 2003 by Xiaojin Zhu, Zoubin Ghahramani and John Lafferty, International Conference on Machine Learning (ICML), 2012 Best Paper on Knowledge Discovery, “Socioscope: Spatio-Temporal Signal Recov-ery from Social Media” by Jun-Ming Xu, … 6-b;"����5��o]����� �Í9*@��uͷ��9/l�Z�=&�����Y���Qp^�b��E�8� ۀ5�S!������T;5��1�,W�ϕXoZ�FN ��gUM��UdY�Y+Yq. 924{931, 2010. Efficient and flexible variational inference algorithms Postdoctoral Researcher. x��X]s۶}���Lg�3K�?���J*ǖu-%�N�Z�e�K*?����w )Jf7��I .�gϞ]����Ƿ4p2?�i�~' �P�6�o�D��D�׵*��W�?�M{o��OX�f�7 Sinead Williamson, Peter Orbanz and Zoubin Ghahramani. UAI 2015. My dissertation is titled "Variational Algorithms for Approximate Bayesian Inference" and was supervised by Zoubin Ghahramani. He was a founding Cambridge Director of the Alan Turing Institute, the UK’s national institute for data science. - Humboldt Post-Doctoral Fellowship Holder.Host: Max Planck Institute for Software Systems, Germany. Principles, London, July 19-21, 2004, Machine Learning @ S. Mohamed, K.A. Proceedings of the AAAI Conference on Artificial Intelligence 33, 5207-5215, ... CV Nguyen, RE Turner, Z Ghahramani, A Weller. Isabel Valera Curriculum Vitae 16cm0.5mm – Author: Isabel Valera Curriculum Vitae 16cm0.5mm Subject: Resumé of Isabel Valera Curriculum Vitae 16cm0.5mm Keywords: Isabel Valera Curriculum Vitae 16cm0.5mm , curriculum vitæ, resumé Created Date: 10/1/2019 4:03:38 PM He was a founding Cambridge Director of the Alan Turing Institute, the UK’s national institute for data science. In Proceedings of the Thirteenth International Conference on Arti cial Intelligence and Statistics, pp. Journal of Machine Learning Research. Curriculum Vitae Zoubin Ghahramani FRS CONTACT DETAILS Department: Department of Engineering University of Cambridge Trumpington Street Cambridge CB2 1PZ, UK Comparison, Machine CV; I’m a PhD student at the Computational and Biological Learning Lab, University of Cambridge, supervised by José Miguel Hernández-Lobato and Zoubin Ghahramani. [41] Cunningham JP, Ghahramani Z (2015) Linear dimensionality reduction: survey, in-sights, and generalizations. All positions will involve research in collaboration with Zoubin Ghahramani, Carl Rasmussen, Richard Turner, Hong Ge and other members of the group ... (CV), including a list of your publications, and a covering letter in the Upload section of the online application. Proceedings of the AAAI Conference on Artificial Intelligence 33, 5207-5215, ... CV Nguyen, RE Turner, Z Ghahramani, A Weller. ;��&ϙ�-�>72֬�@u �"����E�V� 稦ދB��$ Q �J�C@�?I����o^q}���n�P��Z?�r̋��e_m߇��W�Y�4FC$ Jure Leskovec, Deepayan Chakrabarti, Jon M. Kleinberg, Christos Faloutsos and Zoubin Ghahramani. Cambridge University, IEEE Transactions on Host: Ecole Centrale Paris, DIOCLES. Welcome to my webspace! stream I did my undergraduate degree at the University of Oxford, supervised by Frank Wood and Jan-Willem van de Meent. Journal of Machine Learning Research, 2010. 4 [7] Parsing … CV and Bio. He is also Deputy Director of the Leverhulme Centre for the Future of Intelligence, and a Fellow of St John’s College. Zoubin Ghahramani, Professor, University of Cambridge Ryan Giordano , Postdoctoral Researcher, MIT Joseph Gonzalez , Assistant Professor, University of California, Berkeley Before coming to New York, I was a Research Fellow in the Machine Learning Group of Zoubin Ghahramani at the University of Cambridge, and previously a graduate student of Joachim M. Buhmann at ETH Zurich. >> Bayesian exponential family PCA. - Humboldt Post-Doctoral Fellowship Holder.Host: Max Planck Institute for Software Systems, Germany. Curriculum Vitae (updated 4 February 2019) Short Bio. Memorial Site for my friend and colleague. Efficient and flexible variational inference algorithms Postdoctoral Researcher. CV is available Here Pattern Analysis and Machine Intelligence, 2013 Machine Learning Summer School Lectures, Tuebingen on I am a PhD Candidate in Engineering (Probabilistic Machine Learning) at the University of Cambridge, working under the supervision of prof. Zoubin Ghahramani.I am also part-time affiliated to Secondmind (formerly PROWLER.io), where I fulfil the role of senior machine learning researcher.. Zoubin Ghahramani, Cambridge University, Machine Learning, Gatsby Computational Neuroscience Unit, University College London. Machine Learning Group Publications Webpage, Probabilistic Modelling, Machine Learning �н�kD. Max Planck Institute for Intelligent Systems, Germany. My main research interest are the statistics of discrete objects and structures: permutations, graphs, partitions, binary sequences. Statistical models for partial membership. Currently. Zoubin Ghahramani Department of Engineering University of Cambridge Daniel M. Roy Department of Statistical Sciences University of Toronto Abstract Neural network image classifiers are known to be vulnerable to adversarial images, i.e., natural images which have been modified by an adversarial perturbation specif- Jure Leskovec, Deepayan Chakrabarti, Jon M. Kleinberg, Christos Faloutsos and Zoubin Ghahramani. The Indian Buffet Process and In Proceedings of the Thirteenth International Conference on Arti cial Intelligence and Statistics, pp. Journal of Machine Learning Research, 2010. Columbia University (USA) 2015 – 2016 • Working with Prof. David M. Blei 37 (6), pp. Submit an extended abstract, and send a current CV, ISBA membership status, and a brief (few sentences) description of your research as it relates to the theme of the workshop by 7 October 2016. Applications should be emailed to yg279 -at- cam.ac.uk with … Massachusetts Institute of Technology, September 2005 – June 2012 Thesis: Bayesian Nonparametric Methods for Reinforcement Learning in Partially Observable Domains. Statistical models for partial membership. H�CƜ!~�bc�Ã7���4��3�{�?Tf��H�Y�h�Ska�0���l9����)>{!����σ�����4�7�5q�5���%�#8멿s�������Fo=���=&)��X��12.ri��rk�g��E��ܠ���C��U^�f�r-�\�K�Cpj�Fɍ���޿A��bW5r�����;y�����Z| Jure Leskovec, Kevin Lang, Anirban Dasgupta and Michael Mahoney. Finale Doshi-Velez Education • Doctor of Philosophy, Computer Science. 18. - Postdoctoral Researcher for Prof. Zoubin Ghahramani at the Department of Engineering at the University of Cambridge. Adams — Vita ¦ ¤ ¥ ¤ Best Paper, ¥ §th International Conference on Artificial Intelligence and Statistics(with Hanna Wallach & Zoubin Ghahramani) ¦ ¤ ¥ ¤ Honorable Mention, International Society for Bayesian Analysis Leonard J. Jacob Andreas, Andreas Vlachos and Stephen Clark. ACL—Workshop on Continuous Vector Space Models and their Compositionality, 2013. Zoubin Ghahramani is Professor of Information Engineering at the University of Cambridge and Chief Scientist at Uber. Pedro A. Ortega is a Research Scientist at DeepMind. Dependent Indian bu et processes. University of Cambridge - Department of EngineeringLocation:CambridgeSalary:£26,715 to £40,322Hours:Full Time, Part TimeContract Type:Fixed-Ter Bayesian deep learning • deep learning • approximate Bayesian inference • Gaussian processes • Bayesian modelling • Bayesian non-parametrics • scal- able MCMC • generative modelling; Applications including AI safety • ML interpretability • reinforcement learning • active learning • natural language processing• computervision• medicalanalysis. • Working with Prof. David M. Blei and Prof. Zoubin Ghahramani • Research topics: Probabilistic models for econometrics (shopping and location data) and electronic health records. Lent, Cambridge, Image Searching and Modelling (Part [41] Cunningham JP, Ghahramani Z (2015) Linear dimensionality reduction: survey, in-sights, and generalizations. In Neural Information Processing Systems (NIPS), 2008. From early 2003 to July 2004 I was a Postdoc with Radford Neal in the Machine Learning Group in the Computer Science department at the University of Toronto. {P���\�PrQ��꽕R����U"@c�kIQ��͇.���m�d�U:�����;����)������l�[5D8���(����U��뺬t��j)���KY�L�V��g����q�"�]�����u�`w�ōC�Hx�S�!^��M��ϴC�`�L`5m h���#쓕*��rP�yc&aY�75�:[�v�������4���\�k&�� Jo ��,�e�+gj���N1Iؚ�B"�#ע�,��x>r�w��"�{V�SV0,N)����T��������/%25#7-������1�!�b�(Sz+77J${Q8ģ����0o ���P��aefܖi�Cm�\f���{�? Lectures of the Machine Learning Summer School, Tutorial on Spotlight Pre- Advised by Prof. Richard E. Turner and Prof. Zoubin Ghahramani FRS. /Filter /FlateDecode 2015 Sébastien Bratières, Novi Quadrianto, and Zoubin Ghahramani, Bayesian Structured Predic-tion using Gaussian Processes, IEEETransactions on Pattern Analysis and Machine Intelligence (PAMI). 2018: Variational Bayesian dropout: pitfalls and fixes. - Postdoctoral Researcher for Prof. Zoubin Ghahramani at the Department of Engineering at the University of Cambridge. The principal supervisors are Zoubin Ghahramani, Carl Rasmussen, Neil Lawrence, Richard Turner, Jose Miguel Hernandez-Lobato and Adrian Weller at Cambridge University, and Bernhard Schoelkopf and other research group leaders at the Max Planck Institute in Tübingen. 3 0 obj probabilistic modelling and Bayesian inference. Katherine A. Heller, Sinead Williamson and Zoubin Ghahramani. and the Information Revolution, Bayesian Hidden Markov Models Heller, and Z. Ghahramani. Kronecker graphs: an approach to modeling networks. UAI 2015. [40] Gardner JR, Song XD, Barbour DL, Weinberger KQ, Cunningham JP (2015) Psy-chophysical testing with Bayesian active learning. Research interests: Gaussian Processes, Sensorimotor Control, Computational Neuroscience, Bayesian Machine Learning, Statistics << Sinead Williamson, Peter Orbanz and Zoubin Ghahramani. CGPA: 3.93. �W�ۺfgZ݃N-. Nonparametrics, Video Highest Rank 1st of 264 students (2010 Winter). Apply to. Neural network image classifiers are known to be vulnerable to adversarial images, i.e., natural images which have been modified by an adversarial perturbation specifically designed to be imperceptible to humans yet fool the classifier. Professor, University of Cambridge, and Distinguished Researcher, ... Z Ghahramani, K Kersting, I Valera. [40] Gardner JR, Song XD, Barbour DL, Weinberger KQ, Cunningham JP (2015) Psy-chophysical testing with Bayesian active learning. ACL, 2013. Bayesian Machine Learning, Tutorial on Amar Shah and Zoubin Ghahramani: Semi-supervised Active Learning with Deep Probabilistic Generative Models: Topics. endobj Supervisors: Zoubin Ghahramani (on leave), José Miguel Hernández-Lobato Fall 2018 to Present Research Scientist DeepMind (one day per week) February 2019 to Present Research Scientist Intern DeepMind Supervisor: Balaji Lakshminarayanan Summer … Columbia University (USA) 2015 – 2016 • Working with Prof. David M. Blei 2012 Machine Learning Summer School Lectures, La RESUME () RECENT POSITIONS - Group Leader at the Max Planck Institute for Intelligent Systems. Sébastien Bratières, Novi Quadrianto, Zoubin Ghahramani. Curriculum Vitae. University of Cambridge - Department of EngineeringLocation:CambridgeSalary:£26,715 to £40,322Hours:Full Time, Part TimeContract Type:Fixed-Ter IEEE Transactions on Pattern Analysis and Machine Intelligence PAMI, vol. >> IB, Paper 8), Cambridge, Unsupervised Learning Course (GI02), Fall 2005, UCL, Gatsby Machine Learning Qualifying CMU, International Conference on Machine Learning (ICML 2007), Open Issues in %PDF-1.5 All positions will involve research in collaboration with Zoubin Ghahramani, Carl Rasmussen, Richard Turner, Hong Ge and other members of the group ... (CV), including a list of your publications, and a covering letter in the Upload section of the online application. Intelligence and Statistics, Barbados, Jan 6-8, 2005, Workshop on Learning Theoretic and Bayesian Inductive << %���� Statistical Science (Associate Editor, 2020-) SIAM Journal on the Mathematics of Data Science (Founding Section Editor, 2018-2020) Foundations and Trends in Machine Learning (Editor-in-Chief, 2007-) Zoubin Ghahramani University of Cambridge Uber AI Labs zoubin@eng.cam.ac.uk Richard E. Turner University of Cambridge ret26@cam.ac.uk Bernhard Schölkopf Max Planck Institute bs@tuebingen.mpg.de Sergey Levine UC Berkeley svlevine@eecs.berkeley.edu Abstract Off-policy model-free deep reinforcement learning methods using previously col- Novi Quadrianto and Zoubin Ghahramani. Currently. 1297-1303, 2015. His final year project was supervised by Prof Zoubin Ghahramani. 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