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  2. Zoubin Ghahramani discusses “Do we need Artificial Intelligence” with …

    https://mlg.eng.cam.ac.uk/news/zoubin-ghahramani-discusses-do-we-need-artificial-intelligence/
    3 Jul 2024: Search. Zoubin Ghahramani discusses “Do we need Artificial Intelligence” with the BBC world service. Prof. Zoubin Ghahramani has spoken to the BBC world service Forum radio show on the question: “Do we need artificial intelligence?”. The
  3. 16 Jul 2024: to a new added variable. ... L4 K5+? odd-K5+? K6+? odd-K6+?Our main new results build on work by Guenin (2001).
  4. 10 papers with MLG authors to appear at NeurIPS 2019 | Cambridge…

    https://mlg.eng.cam.ac.uk/news/10-papers-with-mlg-authors-to-appear-at-neurips-2019/
    3 Jul 2024: Search. 10 papers with MLG authors to appear at NeurIPS 2019. Sep 19, 2019. 10 papers with MLG authors will appear at NeurIPS 2019 in Vancouver, Canada. James Requeima, Jonathan Gordon, John Bronskill, Sebastian Nowozin, Richard E. Turner. Fast and
  5. Professor Zoubin Ghahramani elected Fellow of the Royal Society |…

    https://mlg.eng.cam.ac.uk/news/professor-zoubin-ghahramani-elected-fellow-of-the-royal-society/
    3 Jul 2024: See here for the full list of new Fellows. Copyright -Published with Wowchemy — the free, open source website builder that empowers creators.
  6. Twelve papers with MLG authors to appear at NIPS 2017 | Cambridge…

    https://mlg.eng.cam.ac.uk/news/twelve-papers-with-mlg-authors-to-appear-at-nips-2017/
    3 Jul 2024: Search. Twelve papers with MLG authors to appear at NIPS 2017. “Convolutional Gaussian Processes.”, Mark van der Wilk, Carl Edward Rasmussen and James Hensman – CHOSEN FOR AN ORAL PRESENTATION. “Data-Efficient Reinforcement Learning in
  7. Adrian Weller elected as David MacKay Newton Research Fellow |…

    https://mlg.eng.cam.ac.uk/news/adrian-weller-elected-as-david-mackay-newton-research-fellow/
    3 Jul 2024: Search. Adrian Weller elected as David MacKay Newton Research Fellow. Mar 27, 2017. Prof Sir David MacKay was an amazing man, who until recently was part of our group. David was a terrific researcher and teacher in machine learning, and a passionate
  8. Alex Matthews awarded by Google for his work on TensorFlow |…

    https://mlg.eng.cam.ac.uk/news/alex-matthews-awarded-by-google-for-his-work-on-tensorflow/
    3 Jul 2024: Search. Alex Matthews awarded by Google for his work on TensorFlow. Alex Matthews has been given a software award from the Google Open Source Programs Office for his work on TensorFlow. The award is for “…people outside of Google that they
  9. Approximating the Bethe Partition Function

    https://mlg.eng.cam.ac.uk/adrian/pnb.pdf
    16 Jul 2024: restrictions; curvMeshNew is our refinement; gradMesh is our new first derivative method.
  10. Uprooting and Rerooting Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/puproot.pdf
    16 Jul 2024: Uprooting and Rerooting Graphical ModelsAdrian Weller, University of Cambridge. Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian ICML 2016, New York. ... analysis or inference.•This generalizes earlier
  11. 16 Jul 2024: global. consistency) called the local polytope (pairwise consistency). •We examine each aspect, improve understanding of the effect of each: analyticand experimental results using new methods.
  12. Clamping Variables and Approximate Inference

    https://mlg.eng.cam.ac.uk/adrian/pclamp.pdf
    16 Jul 2024: ZBi(x) is ‘Bethe partition function constrained to singleton qi = x’•Define new function,.
  13. Shane Gu involved with Google Shared Experience robotics project |…

    https://mlg.eng.cam.ac.uk/news/shane-gu-involved-with-google-shared-experience-robotics-project/
    3 Jul 2024: Search. Shane Gu involved with Google Shared Experience robotics project. Oct 26, 2016. Shane Gu was involved with a Google shared experience robotics project this summer. The project was written up on Google’s research blog and in the MIT
  14. One-network Adversarial FairnessTameem Adel1, Isabel Valera2, Zoubin…

    https://mlg.eng.cam.ac.uk/adrian/Poster_AAAI_Jan2019.pdf
    16 Jul 2024: adding a new hidden layer; and– adding a new classifier above it,.
  15. https://mlg.eng.cam.ac.uk/index.xml

    https://mlg.eng.cam.ac.uk/index.xml
    3 Jul 2024: In 2014, we launched a new and exciting initiative whereby a small group of select PhD candidates are jointly supervised at both institutions. ... p<a href="http://www.aies-conference.com/" target="_blank" rel="noopener"AAAI CONFERENCE ON ETHICS AND
  16. Clamping Improves TRW and Mean Field Approximations

    https://mlg.eng.cam.ac.uk/adrian/pclamp-aistats.pdf
    16 Jul 2024: We introduce new ways to select variables to clamp, including:stripping to the core, identifying highly frustrated cycles, andchecking singleton entropies. ... perform poorly to select variables to clamp but our new methods perform well.
  17. Zoubin Ghahramani Papers Available

    https://mlg.eng.cam.ac.uk/zoubin/papers.html
    27 Jan 2023: New papers are available at the Machine Learning Group Publication Website. ... Building blocks of movement (News & Views, on Thoroughman and Shadmehr article).
  18. Yarin Gal awarded Research Fellowship at St Catherine’s College,…

    https://mlg.eng.cam.ac.uk/news/yarin-gal-awarded-research-fellowship-at-st-catherine-college-cambridge/
    3 Jul 2024: Search. Yarin Gal awarded Research Fellowship at St Catherine’s College, Cambridge. Mar 24, 2016. Well done to Yarin Gal who has been awarded the Michael and Morven Heller Research Fellowship at St Catherine’s College, Cambridge. The fellowship
  19. Call for applications Cambridge-Tübingen PhD Fellowships in Machine…

    https://mlg.eng.cam.ac.uk/news/call-for-applications-cambridge-tubingen-phd-fellowships-in-machine-learning/
    3 Jul 2024: Search. Call for applications Cambridge-Tübingen PhD Fellowships in Machine Learning. Oct 19, 2015. We are pleased to announce the Cambridge-Tübingen PhD fellowships between the University of Cambridge Machine Learning Group and the Max Planck
  20. Two Postdoctoral Research Positions Available in the Machine Learning …

    https://mlg.eng.cam.ac.uk/news/two-postdoctoral-research-positions-available-in-the-machine-learning-group/
    3 Jul 2024: Search. Two Postdoctoral Research Positions Available in the Machine Learning Group. Aug 10, 2017. We are seeking two highly creative and motivated Research Assistants/Associates to join the Machine Learning Group at the University of Cambridge. The
  21. 9 papers with MLG authors to appear at ICLR 2020 and AISTATS 2020 |…

    https://mlg.eng.cam.ac.uk/news/9-papers-with-mlg-authors-to-appear-at-iclr-2020-and-aistats-2020/
    3 Jul 2024: Search. 9 papers with MLG authors to appear at ICLR 2020 and AISTATS 2020. Feb 23, 2020. 6 papers with MLG authors will appear at ICLR 2020 in Addis Ababa, Ethiopia. Jonathan Gordon, Wessel Bruinsma, Andrew Y. K. Foong, James Requeima, Yann Dubois,
  22. Review article published in Nature on Probabilistic machine learning…

    https://mlg.eng.cam.ac.uk/news/review-article-published-in-nature-on-probabilistic-machine-learning-and-ai/
    3 Jul 2024: Search. Review article published in Nature on Probabilistic machine learning and AI. Nov 4, 2015. Zoubin Ghahramani has published a review article in Nature on “Probabilistic machine learning and artificial intelligence” as part of a special
  23. Orthogonal estimation of Wasserstein distances Mark Rowland*, Jiri…

    https://mlg.eng.cam.ac.uk/adrian/slicedwasserstein_poster.pdf
    16 Jul 2024: Exploration of a new Wasserstein-like metric,projected Wasserstein distance. Projected Wasserstein distance.
  24. Clamping Variables and Approximate Inference

    https://mlg.eng.cam.ac.uk/adrian/slides_msr2.pdf
    16 Jul 2024: 17 / 21. New work: what does clamping do for MF and TRW? ... Note: ZBi (0) = ZB|Xi =0, ZBi (x) = ZB, ZBi (1) = ZB|Xi =1Define new function,.
  25. Unsupervised Learning Propagation on Factor Graphs Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/factorprop.pdf
    27 Jan 2023: xi. kn(xi) fk(xSk) and Snew =. kn(xi). Sk {i}. This causes all its neighboring function nodes to merge into one new function node.
  26. Unsupervised Learning Propagation on Factor Graphs Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/factorprop.pdf
    27 Jan 2023: xi. kn(xi) fk(xSk) and Snew =. kn(xi). Sk {i}. This causes all its neighboring function nodes to merge into one new function node.
  27. Cambridge-Tuebingen PhD Fellowship Deadline Approaching | Cambridge…

    https://mlg.eng.cam.ac.uk/news/cambridge-tuebingen-phd-fellowship-deadline-approaching/
    3 Jul 2024: Search. Cambridge-Tuebingen PhD Fellowship Deadline Approaching. Nov 12, 2014. The deadline for the Cambridge-Tuebingen PhD Fellowships is approaching! The deadline is on the 2nd December 2014, and interviews will take place from 7th-8th January 2015
  28. Statistical Approaches to Learning and Discovery Markov Chain Monte…

    https://mlg.eng.cam.ac.uk/zoubin/SALD/week6a.pdf
    27 Jan 2023: Accept the new state with probability min(1,p(x)/p(x)); otherwiseretain the old state. ... The new state is accepted by the Metropolisalgorithm with probability:. min(1, exp((H(p,q) H(p,q)))),.
  29. 3F3: Signal and Pattern Processing Lecture 3: Classification Zoubin…

    https://mlg.eng.cam.ac.uk/teaching/3f3/1011/lect3.pdf
    19 Nov 2023: D = {(x(1),y(1)). ,(x(N),y(N))}. where y(n) {1,. ,C} and C is the number of classes.The goal is to classify new inputs correctly (i.e. ... For example:. (x1,x2) (x1,x2,x1x2,x21,x22). Then do logistic classification using these new inputs.
  30. The Infinite Factorial Hidden Markov Model Jurgen Van Gael ...

    https://mlg.eng.cam.ac.uk/pub/pdf/VanTehGha08.pdf
    13 Feb 2023: Central toour model is a new type of non-parametricprior distribution inspired by the Indian Buf-fet Process which we call the Indian BuffetMarkov Process. ... Central toour model is a new non-parametric prior which is in-spired by the Indian Buffet
  31. linsys-new.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/tr-96-2.pdf
    27 Jan 2023: Parameter Estimation for Linear Dynamical SystemsZoubin GhahramaniGeorey E. HintonDepartment of Computer ScienceUniversity of Toronto6 King's College RoadToronto, Canada M5S 1A4Email: zoubin@cs.toronto.eduTechnical Report CRG-TR-96-2February 22,
  32. Assignment 3: Latent Variable Models Unsupervised Learning Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/asst3em.pdf
    27 Jan 2023: What is the new learnedparameter vector for this data set? Explain why this might be better or worse thanthe ML estimate.
  33. Simon Lacoste-Julien awarded Research in Paris grant | Cambridge…

    https://mlg.eng.cam.ac.uk/news/simon-lacoste-julien-awarded-research-in-paris-grant/
    3 Jul 2024: Search. Simon Lacoste-Julien awarded Research in Paris grant. Sep 21, 2011. Simon Lacoste-Julien has been awarded a prestigious Research in Paris grant, and will take up further post-doctoral studies with Francis Bach in the SIERRA project team
  34. Assignment 4: Graphical Models Unsupervised Learning Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/asst4gm.pdf
    27 Jan 2023: Now form a new model for the data bymultiplying these two models and renormalizing:. ... yt, st, and zt—representing the conditional independence relationships in this new model, P3.
  35. Gibbs Sampling

    https://mlg.eng.cam.ac.uk/teaching/4f13/1819/gibbs%20sampling.pdf
    19 Nov 2023: x x′ x′′ x′′′. One such algorithm is called Gibbs sampling: for each component i of x in turn,sample a new value from the conditional distribution of xi given all
  36. Assignment 2: Latent Variable Models Unsupervised Learning Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/asst2em.pdf
    27 Jan 2023: What is the new learnedparameter vector for this data set? Explain why this might be better or worse thanthe ML estimate.
  37. 3F3: Signal and Pattern Processing Lecture 2: Regression Zoubin ...

    https://mlg.eng.cam.ac.uk/teaching/3f3/1011/lect2.pdf
    19 Nov 2023: given a new input (i.e. to generalize). Linear and Nonlinear Regression.
  38. Dan Roy to join CBL on Newton International Fellowship | Cambridge…

    https://mlg.eng.cam.ac.uk/news/dan-roy-to-join-cbl-on-newton-international-fellowship/
    3 Jul 2024: Search. Dan Roy to join CBL on Newton International Fellowship. Jul 21, 2011. Dan Roy awarded Newton International Fellowship, as well as a Fellowship atCopyright -Published with Wowchemy — the free, open source website builder that empowers
  39. workshop_abstract.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/WilGha08.pdf
    13 Feb 2023: in the first example, allowing comparisons to be made between the performances on ‘new’movies and randomly selected movies. ... A user is less likely to already haveseen a new movie, or read a new book.
  40. Christian Steinruecken interviews with The Naked Scientists |…

    https://mlg.eng.cam.ac.uk/news/christian-steinruecken-interviews-with-the-naked-scientists/
    3 Jul 2024: Search. Christian Steinruecken interviews with The Naked Scientists. Apr 19, 2013. Group post-doc Christian Steinruecken radio interviews with The Naked Scientists, an award-winning BBC weekly radio programme delivered by a University-based group
  41. 27 Jan 2023: p p k n p dα β θ θ α β θ = k nWe've made available a corpus of news documents on the course web site and in the ... This is a collection of data from the Topic Detectionand Tracking (TDT) project, containing news stories from a variety of media.
  42. Exploring Properties of the Deep Image Prior Andreas…

    https://mlg.eng.cam.ac.uk/adrian/NeurIPS_2019_DIP7.pdf
    16 Jul 2024: This was further observed fromlooking at appropriate saliency maps, where we introduced a new method.
  43. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/1213/lect12.pdf
    19 Nov 2023: We have introduced a new set of hidden variables zd. • How do we fit those variables?
  44. Modelling data

    https://mlg.eng.cam.ac.uk/teaching/4f13/2324/modelling%20data.pdf
    19 Nov 2023: generalize from observations in the training set to new test cases(interpolation and extrapolation). •
  45. Modelling data

    https://mlg.eng.cam.ac.uk/teaching/4f13/1819/modelling%20data.pdf
    19 Nov 2023: generalize from observations in the training set to new test cases(interpolation and extrapolation). •
  46. Gibbs Sampling

    https://mlg.eng.cam.ac.uk/teaching/4f13/1718/gibbs%20sampling.pdf
    19 Nov 2023: x x′ x′′ x′′′. One such algorithm is called Gibbs sampling: for each component i of x in turn,sample a new value from the conditional distribution of xi given all
  47. Modelling data

    https://mlg.eng.cam.ac.uk/teaching/4f13/1718/modelling%20data.pdf
    19 Nov 2023: generalize from observations in the training set to new test cases(interpolation and extrapolation). •
  48. Gibbs Sampling

    https://mlg.eng.cam.ac.uk/teaching/4f13/1617/gibbs%20sampling.pdf
    19 Nov 2023: x x′ x′′ x′′′. One such algorithm is called Gibbs sampling: for each component i of x in turn,sample a new value from the conditional distribution of xi given all
  49. Modelling data

    https://mlg.eng.cam.ac.uk/teaching/4f13/1617/modelling%20data.pdf
    19 Nov 2023: generalize from observations in the training set to new test cases(interpolation and extrapolation). •
  50. Carl Rasmussen Wins Department Excellence in Teaching Award |…

    https://mlg.eng.cam.ac.uk/news/carl-rasmussen-wins-department-excellence-in-teaching-award/
    3 Jul 2024: Search. Carl Rasmussen Wins Department Excellence in Teaching Award. Nov 23, 2012. Congratulations to Carl Rasmussen for being awarded the 4th Year Best Lecturer Award in the Engineering department for his teaching in the course “4F13: Machine
  51. Carl Rasmussen’s unicycle project discussed by Herman Hauser “Big in…

    https://mlg.eng.cam.ac.uk/news/carl-rasmussens-unicycle-project-discussed-by-herman-hauser/
    3 Jul 2024: Search. Carl Rasmussen’s unicycle project discussed by Herman Hauser “Big in 2014”. Jan 15, 2014. Carl Rasmussen’s project on getting a unicycle to stand on its own using techniques from Bayesian reinforcement learning is discussed by Acorn

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