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13 Dec 2023: Hong Ge. Principal Investigator. Senior Research Fellow. atFellow of Darwin college. Email: hg344 [at] cam [dot] ac [dot] uk. I am a Senior Research Fellow in the Department of Engineering at the University of Cambridge. I lead the Turing language

3 Jul 2024: Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/ Cambridge Machine Learning Group Wowchemy (https://wowchemy.com) en-us ... 300x300_fit_lanczos_3.png Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/.

3 Jul 2024: Hong Ge | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/hong-ge/ Hong Ge Wowchemy (https://wowchemy.com) en-us ... ge/avatar_huf0bdcbefe50acb86aa6fdef1240269ab_174405_270x270_fill_lanczos_center_3.png Hong Ge

3 Jul 2024: Chao Ma | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/chao-ma/ Chao Ma Wowchemy (https://wowchemy.com) en-us ... ma/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Chao Ma

19 Nov 2023: Example: What is the probability that two people both have their birthday inJanuary? ... First, work out the probability qn that with n people, none share birthdays.

19 Jun 2024: Yet both concepts are somewhat ambiguous, and can meandifferent things to different people in different contexts. ... People might be experts or not. We list several types and goals of transparency.

19 Jun 2024: Our Contributions. We collected and analyzed fairness judgmentsfrom a survey of 576 people. ... So our framework for how people judgefeature usage fairness consists of two-parts.

3 Jul 2024: Jiri Hron | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/jiri-hron/ Jiri Hron Wowchemy (https://wowchemy.com) en-us ... hron/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Jiri Hron

19 Jun 2024: 2017),and might help to promote greater understanding and cohe-sion among people. ... CNN You mean, like the UNFOUNDED claims of Russiancollusion? You people are typically selective in your bias pro?https://t.co/CESkVpIZOk@nytimes His actions were

19 Jun 2024: However, we note that such judgments can begathered from any other group of people, ranging fromcrowd workers to domain experts. ... people) more likelyto be falsely predicted as having a higher risk of recidivismthan another group of people (e.g., white

3 Jul 2024: Miri Zilka | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/miri-zilka/ Miri Zilka Wowchemy (https://wowchemy.com) en-us ... zilka/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Miri Zilka https://mlg

3 Jul 2024: David Burt | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/david-burt/ David Burt Wowchemy (https://wowchemy.com) en-us ... burt/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg David Burt

19 Nov 2023: Waiting times. The bus arrives on average every 15 minutes. Compare the average waiting timefor people arriving randomly if buses 1) arrive regularly, 2) arrive randomly.

3 Jul 2024: David Janz | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/david-janz/ David Janz Wowchemy (https://wowchemy.com) en-us ... janz/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg David Janz

3 Jul 2024: Wenbo Gong | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/wenbo-gong/ Wenbo Gong Wowchemy (https://wowchemy.com) en-us ... gong/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Wenbo Gong

19 Nov 2023: The averageincome is very different from the median, since a few people have very largeincomes.

19 Jun 2024: That is, max-margin training with approximateinference—which is something people do anyway to learn graphical models—reduces not only theprediction error, but also the inference approximation error.

19 Jun 2024: 2.2. Fairness Criteria. In large part, works that formalize fairness in machine learn-ing do so by balancing a certain condition between groupsof people with different sensitive attributes, z versus ... Figure 3. The fraction of people with z = 0

19 Jun 2024: SampleSize” denotes how many people received this variant. The next two columns contain the proportionof correct answers when identifying epistemic or aleatoric uncertainty for LSAT, respectively.

19 Jun 2024: 1 Introduction. Many important data-sets involve networks: people belong to social networks, webpages are joined in a linkgraph, and power utilities are connected in a grid.

19 Jun 2024: in terms of thetotal number of people influenced, and the fraction of peopleinfluenced from both A and B communities. ... maximizing the to-tal number of influenced people, while also significantly de-creasing disparity.

3 Jul 2024: Chaochao Lu | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/chaochao-lu/ Chaochao Lu Wowchemy (https://wowchemy.com) en-us ... lu/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Chaochao Lu

19 Jun 2024: Let x2 be a sensitive fea-ture, such as age, given by the shape of the point: assume youngand mature people. ... 100% points are accurate (correctly, blue maturepeople are in the blue zone, red mature people are in the red zone).

19 Jun 2024: Here, following earlierwork, unfairness means discriminating against a particulargroup of people due to sensitive group characteristics suchas gender or race (Grgic-Hlaca et al. ... For the Adult data, a random guessing classi-fier would result in 75.9%

19 Jun 2024: We furtherillustrate this point with two examples: First, by this definition amodel that assigns the same outcome to everyone is considered fair,regardless of people’s merit for different outcomes ... This offersa framework to interpolate between group

3 Jul 2024: Jonathan So | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/jonathan-so/ Jonathan So Wowchemy (https://wowchemy.com) en-us ... so/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Jonathan So

19 Jun 2024: for most people.8 Moreover, decisions about how to define objective functions and what training data to use can introduce human error into AI decision making.9 Thus, there exist legitimate

19 Jun 2024: I’ve had the privilege to collaborate with wonderful people. Many thanks to Tony, Dan Ellis,.

3 Jul 2024: Ross Clarke | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/ross-clarke/ Ross Clarke Wowchemy (https://wowchemy.com) en-us ... clarke/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Ross Clarke https:

3 Jul 2024: Umang Bhatt | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/umang-bhatt/ Umang Bhatt Wowchemy (https://wowchemy.com) en-us ... bhatt/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Umang Bhatt https:/

3 Jul 2024: Wenlin Chen | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/wenlin-chen/ Wenlin Chen Wowchemy (https://wowchemy.com) en-us ... chen/avatar_huaa99bc73cfb1bb81ca232a39fdddf028_109433_270x270_fill_q75_lanczos_center.jpg Wenlin Chen https:

3 Jul 2024: The award is for “…people outside of Google that they thought were doing great things in the world of open source”, in particular for his work implementing Cholesky backpropagation.

3 Jul 2024: Pingfan Song | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/pingfan-song/ Pingfan Song Wowchemy (https://wowchemy.com) en-us ... song/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Pingfan Song

3 Jul 2024: Sukrit Singh | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/sukrit-singh/ Sukrit Singh Wowchemy (https://wowchemy.com) en-us ... singh/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Sukrit Singh

3 Jul 2024: Austin Tripp | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/austin-tripp/ Austin Tripp Wowchemy (https://wowchemy.com) en-us ... tripp/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Austin Tripp

3 Jul 2024: Talay Cheema | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/talay-cheema/ Talay Cheema Wowchemy (https://wowchemy.com) en-us ... cheema/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Talay Cheema

3 Jul 2024: Will Tebbutt | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/will-tebbutt/ Will Tebbutt Wowchemy (https://wowchemy.com) en-us ... tebbutt/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Will Tebbutt

3 Jul 2024: David Krueger | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/david-krueger/ David Krueger Wowchemy (https://wowchemy.com) en-us ... krueger/avatar_hu3128432a4aecc10404635ffb236fbd74_10592_270x270_fill_q75_lanczos_center.jpg David

3 Jul 2024: Adrian Weller | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/adrian-weller/ Adrian Weller Wowchemy (https://wowchemy.com) en-us ... weller/avatar_hu936b098957ac1f23bf027c9137abf20b_821493_270x270_fill_q75_lanczos_center.jpg Adrian

3 Jul 2024: Emile Mathieu | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/emile-mathieu/ Emile Mathieu Wowchemy (https://wowchemy.com) en-us ... mathieu/avatar_hu88d22e5420f26be50a3c53f77354c3bf_83557_270x270_fill_q75_lanczos_center.jpg Emile

3 Jul 2024: Elre Oldewage | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/elre-oldewage/ Elre Oldewage Wowchemy (https://wowchemy.com) en-us ... oldewage/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Elre

3 Jul 2024: John Bradshaw | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/john-bradshaw/ John Bradshaw Wowchemy (https://wowchemy.com) en-us ... bradshaw/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg John

3 Jul 2024: Marton Havasi | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/marton-havasi/ Marton Havasi Wowchemy (https://wowchemy.com) en-us ... havasi/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Marton

3 Jul 2024: Richard Turner | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/richard-turner/ Richard Turner Wowchemy (https://wowchemy.com) en-us ... turner/avatar_hub2b797f7c34c27699b761d30b31a0d39_7882_270x270_fill_q75_lanczos_center.jpg Richard

3 Jul 2024: John Bronskill | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/john-bronskill/ John Bronskill Wowchemy (https://wowchemy.com) en-us ... bronskill/avatar_hu46fa08a1b7c19b59aff134fcde938bae_23546_270x270_fill_q75_lanczos_center.jpg John

3 Jul 2024: Vihari Piratla | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/vihari-piratla/ Vihari Piratla Wowchemy (https://wowchemy.com) en-us ... piratla/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Vihari

3 Jul 2024: Erik Daxberger | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/erik-daxberger/ Erik Daxberger Wowchemy (https://wowchemy.com) en-us ... daxberger/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Erik

3 Jul 2024: James Requeima | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/james-requeima/ James Requeima Wowchemy (https://wowchemy.com) en-us ... requeima/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg James

3 Jul 2024: Javier Antorán | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/javier-antoran/ Javier Antorán Wowchemy (https://wowchemy.com) en-us ... antoran/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg

3 Jul 2024: Robert Pinsler | Cambridge Machine Learning Group https://mlg.eng.cam.ac.uk/people/robert-pinsler/ Robert Pinsler Wowchemy (https://wowchemy.com) en-us ... pinsler/avatar_hu78f90294e5b28717599f1f572dc03768_5286_270x270_fill_q75_lanczos_center.jpg Robert