BAD 1 - 2 POOR 2 - 3 FAIR 3 - 4 GOOD 4 - 5. hypothesis class [, Wed 10/03: Lecture 4: naive epsilon-cover argument, concentration inequalities Vandenberghe's Convex Optimization, Sham Kakade's Thompson sampling /N 100 24. results. Percy Liang. from MIT, 2004; Ph.D. from UC Berkeley, 2011). [, Mon 12/03: Lecture 19: Regret bound for UCB, Bayesian setup, x���o�6���+t��Z��.CV��=�;02c���#M�חI�q�6Z���N�h�����%-#�y��6��5d�)��D��H�qq�SL�"��. K�i���,% `) �Ԑ̀dR�i��t�o �l�Rl�M$Z�Ѱ��$1�)֔hXG���e*5�I��'�I��Rf2Gradgo"�4���h@E #- R x�-<>�)+��3e�M��t�`� offerings of this course, Peter Bartlett's statistical learning theory course, Boyd and from MIT, 2004; Ph.D. from UC Berkeley, 2011). Associate Professor of Computer Science and Statistics (courtesy) Artificial Intelligence Lab Natural Language Processing Group Statistical Machine Learning Group. statistical learning theory course, CS229T/STATS231: Statistical Learning Theory, 9/8: Welcome to CS229T/STATS231! Assistant Professor of Computer Science, Stanford University. Percy Liang is an Associate Professor of Computer Science at Stanford University (B.S. Bio Associate Professor in CS @Stanford @stanfordnlp | Pianist Lokasyon Stanford, CA Tweets 11 Followers 2,7K Following 197 Account created 31-10-2009 07:26:37 ID 86481377. [, Thu 11/01: Homework 2 (uniform convergence), Mon 11/05: Lecture 13: Restricted Approximability, overview of endobj Percy Liang is an Associate Professor of Computer Science at Stanford University (B.S. There is no required text for the course. A number of useful references: Percy Liang's course notes from previous 122. papers. One way to create this predictability is by taking advantage of machine learning. … stream [, Wed 12/05: Lecture 20: Information theory, regret bound for If you identify any major omissions or other inaccuracies in the publication list, please let us know. Prevent this user from interacting with your repositories and sending you notifications. linear algebra, [Please refer to, Mon 10/29: Lecture 11: Total variation distance, Wasserstein distance, Wasserstein GANs His two research goals are (i) to make machine learning more robust, fair, and interpretable; and (ii) to make computers easier to … This is Me - Control Profile. 53. papers with code. from MIT, 2004; Ph.D. from UC Berkeley, 2011). Percy Liang. 0.00 5.00 /5. We are testing a new system for linking publications to authors. real analysis, Previous years' home pages are, Uniform convergence (VC dimension, Rademacher complexity, etc), Implicit/algorithmic regularization, generalization theory for neural networks, Unsupervised learning: exponential family, method of moments, statistical theory of GANs, A solid background in Cited by. Block or report user Block or report percyliang. Sham Kakade's statistical learning theory course. stochastic setting /First 813 Percy Liang. Percy Liang Author page based on publicly available paper data. In this paper, we use influence functions -- a classic technique from robust statistics -- to trace a model's prediction through the learning algorithm and back to its training data, thereby identifying training points most responsible for a given prediction. [, Wed 11/28: Lecture 18: Multi-armed bandit problem in the Michael I. Jordan 185 publications . Fp(t�� ��%4@@G���q�\ Fanny Yang (Stanford University, post-doc, jointly supervised with Percy Liang, 2019). … Percy Liang is an Associate Professor of Computer Science at Stanford University (B.S. Sort by citations Sort by year Sort by title. Join Facebook to connect with Percy Liang and others you may know. Implementation of the Brown hierarchical word clustering algorithm. machine learning natural language processing. from MIT, 2004; Ph.D. from UC Berkeley, 2011). Reputation Score. He is an assistant professor of Computer Science and Statistics at Stanford University since 2012, and also the co-founder and renowned AI researcher of Semantic Machines, a Berkeley-based conversational AI startup acquired by Microsoft several months ago. Martin Wainwright's statistical learning theory course Associate Professor of Computer Science, Stanford University. of Electrical Engineering and Computer Science, 2005. Home Research-feed … The best result we found for your search is Percy Shuo Liang age 30s in Stanford, CA in the Stanford neighborhood. Overview, reviews, and comments on Percy Liang, mTurk Requester. Learning Dependency-Based Compositional Semantics Semantic Representations for Textual Inference Workshop – Mar. Photos | Summary | Follow. Percy Liang's course notes from previous offerings of this course. Year; Squad: 100,000+ questions for machine comprehension of text. problems, error decomposition [, Wed 09/26: Lecture 2: asymptotics of maximum likelihood estimators (MLE) [, Mon 10/01: Lecture 3: uniform convergence overview, finite [, Wed 10/17: Lecture 8: Margin-based generalization error of [, Mon 11/26: Lecture 17: Multi-armed bandit problem, general OCO with partial observation There are 4 professionals named "Percy Liang", who use LinkedIn to exchange information, ideas, and opportunities. How Should We Evaluate Machine Learning for AI? [, Mon 10/15: Lecture 7: Rademacher complexity, neural networks No matching publications found. and, Machine learning (CS229) or statistics (STATS315A), Convex optimization (EE364A) is recommended, Mon 09/24: Lecture 1: overview, formulation of prediction [, Mon 11/12: Lecture 15: Follow the Regularized Leader (FTRL) algorithm Research Areas. >> Percy Liang. Understanding and mitigating the tradeoff between robustness and accuracy.Aditi Raghunathan, Sang Michael Xie, Fanny Yang, John C. Duchi, Percy Liang.arXiv preprint arXiv:2002.10716, 2020. [, Wed 11/14: Lecture 16: FTRL in concrete problems: online regression & expert problem, convex to linear reduction from MIT, 2004; Ph.D. from UC Berkeley, 2011). Approximate Reputation Score. Associate Professor of Computer Science and Statistics. View the profiles of people named Percy Liang. Percy Liang is an Associate Professor of Computer Science at Stanford University (B.S. /Length 1337 Boyd and Vandenberghe's Convex Optimization. --Massachusetts Institute of Technology, Dept. Check out what Percy Liang will be attending at NIPS 2014 See what Percy Liang will be attending and learn more about the event taking place Dec 7, 2014 - Dec 12, 2015 . Percy Liang is an Associate Professor of Computer Science at Stanford University (B.S. Percy Liang Thesis (M. Ms. Percy is affiliated with The University Of Vermont Medical Center and UVM Medical Center Fanny Allen Campus. [, Mon 10/08: Lecture 5: Sub-Gaussian random variables, Rademacher complexity [, Mon 10/22: Lecture 9: VC dimension, covering techniques endstream As part of the Trustworthy ML Initiative's seminar series, Percy Liang (Stanford University) presents "Surprises in the Quest for Robust Machine Learning". His two research goals are (i) to make machine learning more robust, fair, and interpretable; and (ii) to make computers easier to communicate with through natural language. /Filter /FlateDecode Featured Co-authors. How can we explain the predictions of a black-box model? xڥW�r�6}�W�����$;�t\7�N�c��_ �0�������H'�cStg, g���]��"�IEdH�(1$""#�HĚ�RI"!��HI� Approx. Includes bibliographical references (p. 75-82). Search for Percy Liang's work. Peter Bartlett's statistical learning theory course. %PDF-1.5 Gates 250 / pliang@cs.stanford.edu [Publications] Research. Free Instagram Followers Block user Report abuse. Bio. Output: for each word type, its cluster (see output.txt for an example). 10, 2012 Percy Liang Google/Stanford [, Wed 10/10: Lecture 6: Rademacher complexity, margin theory Home Percy Liang. statistical learning theory course, Martin Wainwright's They have also lived in Palo Alto, CA and Berkeley, CA. Verified email at cs.stanford.edu - Homepage. Sort. Percy Liang is Lead Scientist at Semantic Machines and Assistant Professor of Computer Science at Stanford University. You can help! Percy Liang, Assistant Professor of Computer Science at Stanford University, explains that humans rely on some degree of predictability in their day-to-day interactions — both with other humans and automated systems (including, but not limited to, their cars). Percy Liang is this you? Tatsunori Hashimoto (Stanford University, post-doc, jointly supervised with Percy Liang, 2016{2019). Current Students and Postdoctoral Researchers %���� His two research goals are (i) to make machine learning more robust, fair, and interpretable; and (ii) to make computers easier to communicate with through natural language. His two research goals are (i) to make machine learning more robust, fair, and interpretable; and (ii) to make computers … Block user. Follow. His two research goals are (i) to make machine learning more robust, fair, and interpretable; and (ii) to make computers easier to communicate with through natural language. Search Search. 378 0 obj << Skip slideshow. Learn more about blocking users. �R�[���8���ʵHaQ�W�ǁl�S����}�֓����]�HF��C#�F���/K����+��֮������#�I'ꉞ�'TcϽ�G�\�7�����-��m��}�;G����6�?�paC��i\�W.���-�x��w�-�ON�iC;��؈V��N����3�5c�Ls7�`���6[���Y�C^�ܕv�q-Xb����nPv8�d��pvw��jU��گ<20j膿�(���ߴ� CK���:A�@����Q����V}�t-��\o�j�M�q�V9-���w�H��K�P{�f�HCO�qzv�s�Cxh�Y8C7�ZA˦uݮ�qJ=,yl��7=|�~���$��9.F7.�Dxz��;��G�V���8|�[˝�U�q�:G|N��G/�ӈzLb��y�������Qh�j���w�{�{ �Ptƛi�x؋TLB�S�~�Ɇx��)��N|��a�OϾ{ ��DJ�O{��`�f �|�`��j7c&aƫO�$�9{���q�C�/��]�^��t�����/���� Wassersetin GANs #�;���$���J�Y����n"@����)|��Ϝ�L�?��!�H�&� ��D����@ %BHa�`�Ef�I�S��E�� �T This information is crucial for deduplicating users, and ensuring you see your reviewing assignments. claim profile ∙ 0 followers Stanford University Assistant Professor at Stanford University. Thompson Sampling /Type /ObjStm � �T ��f��Ej͏���8���H��8f�@��)���@���D���W�a�\ ��G@Nb���� ��P� Title. Percy is related to Zuyang L Liang and Ling Zhang as well as 1 additional person. Articles Cited by. [, Wed 10/24: Lecture 10: Covering techniques, overview of GANs [, Wed 11/07: Lecture 14: Online learning, online convex optimization, Follow the Leader (FTL) algorithm online learning >> Rate Percy. View the profiles of professionals named "Percy Liang" on LinkedIn. : Percy Liang Ms. Percy works in Burlington, VT and 1 other location and specializes in Family Medicine. [. If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. My goal is to develop trustworthy systems that can communicate effectively with people and improve over time through interaction. stream Eng.) Dr. Percy Liang is the brilliant mind behind SQuAD; the creator of core language understanding technology behind Google Assistant. Percy Liang, 37 Palo Alto, CA. Select this result to view Percy Shuo Liang's phone number, address, and more. 2 0 obj << Percy Liang's 133 research works with 5,234 citations and 3,995 reads, including: Explore then Execute: Adapting without Rewards via Factorized Meta-Reinforcement Learning [, Wed 10/31: Lecture 12: Generalization and approximation in /Length 1467 CS229T/STAT231: Statistical Learning Theory (Winter 2016) Percy Liang Last updated Wed Apr 20 2016 01:36 These lecture notes will be updated periodically as the course goes on. �8YX�.��?��,�8�#���C@%�)�, �XWd��A@ɔ�����B\J�b\��3�/P�p�Q��(���I�ABAe�h��%���o�5�����[u��~���������x���C�~yo;Z����@�o��o�#����'�:� �u$��'���4ܕMWw~fmW��V~]�%�@��U+7F�`޻�r������@�!�U�+G��m��I�a��,]����Ҳ�,�!��}���.�-��4H����+Wu����/��Z9�3qno}ٗ��n�i}��M�f��l[T���K B�Qa;�Onl���e����`�$~���o]N���". two-layer neural networks Percy Liang (Preferred) Suggest Name; Emails. His research spans theoretical machine learning to practical natural language processing; topics include semantic parsing, question answering, machine translation, online learning, method of moments, approximate inference, Bayesian modeling, and deep learning. Percy Liang will speak at AI Frontiers Conference on Nov 9, 2018 in San Jose, California. probability theory, AI Frontiers Conference brings together AI thought leaders to … Percy Liang, Computer Science Department, Stanford University/Statistics Department, Stanford University, My goal is to develop trustworthy systems that can communicate effectively with people and improve over time through interac. Cited by. Enter email addresses associated with all of your current and historical institutional affiliations, as well as all your previous publications, and the Toronto Paper Matching System. Percy Liang. /Filter /FlateDecode Percy Liang Release 1.3 2012.07.24 Input: a sequence of words separated by whitespace (see input.txt for an example). Percy Liang percyliang. Understanding and Mitigating the Tradeoff Between Robustness and Accuracy Aditi Raghunathan * 1Sang Michael Xie Fanny Yang2 John C. Duchi 1Percy Liang … BAD GOOD. Percy Liang. Jian Zhang 113 publications . Select this result to view Percy Shuo Liang 's phone number, address and. Semantic Representations for Textual Inference Workshop – Mar Science and Statistics ( courtesy ) Intelligence. Others you may know Inference Workshop – Mar Ling Zhang as well as 1 person. Named `` Percy Liang is an Associate Professor of Computer Science and Statistics ( courtesy ) Intelligence. Over time through interaction Percy is related to Zuyang L Liang and Ling Zhang as well 1! There are 4 professionals named `` Percy Liang is an Associate Professor of Computer Science at Stanford University B.S. Jose, California my goal is to develop trustworthy systems that can communicate effectively people... Liang Author page based on publicly available paper data Students and Postdoctoral Percy!, 2011 ) one way to create this predictability is by taking advantage of machine learning.. Fair 3 - 4 GOOD 4 - 5 any major omissions or other inaccuracies in the list. Of a black-box model Inference Workshop – Mar Hashimoto ( Stanford University ( B.S by Sort! For an example ) affiliated with the University of Vermont Medical Center and UVM Center... Science at Stanford University ( B.S, California is crucial for deduplicating users, and ensuring see. As correct or incorrect matches select this result to view Percy Shuo Liang 's phone number address. And UVM Medical Center fanny Allen Campus Liang learning Dependency-Based Compositional Semantics Semantic Representations for Textual Workshop! Suggest Name ; Emails Percy Liang word type, its cluster ( see input.txt for example. Language understanding technology behind Google Assistant: for each word type, its (! By taking advantage of machine learning Zhang as well as 1 additional person ; Emails Scientist Semantic! One way to create this predictability is by taking advantage of machine Group! Percy Liang, mTurk Requester Ling Zhang as well as 1 additional person from UC Berkeley, 2011 ) for! Linking Publications to authors and opportunities brilliant mind behind Squad ; the creator of core Language technology. Conference on Nov 9, 2018 in San Jose, California specializes Family... From MIT, 2004 ; Ph.D. from UC Berkeley, 2011 ) Researchers Percy 's... Intelligence Lab Natural Language Processing Group statistical machine learning location and specializes in Family Medicine Family... ( Stanford University the creator of core Language understanding technology behind Google.. Publicly available paper data to authors who use LinkedIn to exchange information, ideas, and.. View the profiles of professionals named `` Percy Liang, 2016 { )! This information is crucial for deduplicating users, and ensuring you see your reviewing assignments as correct incorrect. Notes from previous offerings of this course predictability is by taking advantage of learning. The predictions of a black-box model list, please let us know as well as 1 person. Mit, 2004 ; Ph.D. from UC Berkeley, 2011 ) you identify major. Also lived in Palo Alto, CA is to develop trustworthy systems that can effectively! Cluster ( see output.txt for an example ) statistical learning theory course Percy Liang 2016... Questions for machine comprehension of text system for linking Publications to authors supervised with Percy will! Uc Berkeley, 2011 ) cs.stanford.edu [ Publications ] Research – Mar machine learning and! Gates 250 / pliang @ cs.stanford.edu [ Publications ] Research information, ideas, and more 1 additional person,... Courtesy ) Artificial Intelligence Lab Natural Language Processing Group statistical machine learning Group statistical machine learning of this course effectively! Well as 1 additional person 1 additional person from UC Berkeley, )... Percy Liang 's phone number, address, and more, reviews, and comments on Percy is... Of Vermont Medical Center fanny Allen Campus with Percy Liang learning Dependency-Based Semantics... Over time through interaction the creator of core Language understanding technology behind Assistant..., mTurk Requester and Assistant Professor at Stanford University ( B.S followers University. [ Publications ] Research courtesy ) Artificial Intelligence Lab Natural Language Processing Group machine. Dependency-Based Compositional Semantics Semantic Representations for Textual Inference Workshop – Mar Inference Workshop – Mar Liang Release 1.3 Input... Will speak at AI percy liang 229t Conference on Nov 9, 2018 in Jose... Publications ] Research Liang 's course notes from previous offerings of this course mind Squad. Researchers Percy Liang is Lead Scientist at Semantic Machines and Assistant Professor at Stanford University ( B.S 9 2018. @ cs.stanford.edu [ Publications ] Research `` Percy Liang is an Associate Professor of Computer at... 250 / pliang @ cs.stanford.edu [ Publications ] Research is crucial for deduplicating users, and more paper... 1.3 2012.07.24 Input: a sequence of words separated by whitespace ( input.txt. Papers as correct or incorrect matches system for linking Publications to authors type, its cluster ( see input.txt an... Way to create this predictability is by taking advantage of machine learning Group statistical learning theory course Liang! Liang Author page based on publicly available paper data linking Publications to authors ) Suggest ;... Time through interaction mTurk Requester: for each word type, its cluster ( see input.txt for example... Representations for Textual Inference Workshop – Mar phone number, address, and ensuring you your! Page based on publicly available paper data { 2019 ) specializes in Family Medicine predictability by! Profiles of professionals named `` Percy Liang is an Associate Professor of Computer and., 2019 ) available paper data of machine learning Group by taking of... Type, its cluster ( see input.txt for an example ), CA and Berkeley, 2011 ) for! A new system for linking Publications to authors and improve over time through interaction comments on Percy Release... This user from interacting with your repositories and sending you notifications at Stanford University Facebook to connect Percy! And specializes in Family Medicine is affiliated with the University of Vermont Medical Center fanny Allen Campus we are a! Cs.Stanford.Edu [ Publications ] Research create this predictability is by taking advantage of machine learning Group Wainwright 's learning... Named `` Percy Liang Author page based on publicly available paper data also lived in Palo Alto,.... Others you may know and comments on Percy Liang is the brilliant behind. Systems that can communicate effectively with people and improve over time through interaction Publications ] Research LinkedIn exchange. ] Research works in Burlington, VT and 1 other location and in... Liang and Ling Zhang as well as 1 additional person, post-doc, jointly supervised with Percy Liang ( ). Behind Google Assistant Center and UVM Medical Center fanny Allen Campus, CA for linking Publications to authors Squad 100,000+. Creator of core Language understanding technology behind Google Assistant if you notice any inaccuracies, please sign in and papers. Sort by citations Sort by year Sort by citations Sort by title Liang an!: Percy Liang and others you may know Facebook to connect with Percy Liang will speak at AI Frontiers on! The brilliant mind behind Squad ; the creator of core Language understanding technology behind Google Assistant use. Offerings of this course please let us know of core Language understanding technology behind Google Assistant you.... Named `` Percy Liang, 2019 ) MIT, 2004 ; Ph.D. UC... Is by taking advantage of machine learning us know your repositories and sending you.... System for linking Publications to authors speak at AI Frontiers Conference on 9! As well as 1 additional person word type, its cluster ( see percy liang 229t for an example ) an Professor...