Song mei berkeley. "Big congratulations to Song for this outstanding achievement," said Chair Haiyan Huang. 2007 -- 2010. My research is motivated by data science and AI, and lies at the intersection of statistics Song Mei, and Pingwen Zhang. Contact information for people named Song Mei found in California, Illinois, New York and 5 other U. Undergraduate researcher. - lim x!1F X(x) = 1. For submission of coding exercises: report the results and gures produced by the simulations, and also paste the source code. 1 Jul 20, 2019 · The topics of this Blog. Consider the following setup :÷÷÷÷÷"÷÷÷:÷N IgouULQ ③ Limiting Stieltjes transform for the GOE matrix Wr GOE( n), Wij n N both) I si cj En Wii n N lo, In) I si En Wji = Wij Semicircle law i uldxl = Ia Ex I Exec-2,233. I work on theoretical…. There are 100+ professionals named "Song Mei", who use LinkedIn to exchange information, ideas, and opportunities. 2014 --. We study the phenomenon of double descent in linear models. Teaching Schedule (Spring 2024): EE 240B. Every student is expected to maintain this high standard by ensuring that all academic work re ects unique ideas or properly attributes the ideas to the original sources. Supervisor: Charles H. Luke's Hospital in Shanghai , [4] [5] though some biographies give the year as 1897, since Chinese tradition considers one to be a year old at birth . from Stanford, where I was advised by Andrea Montanari. edu. San Francisco Bay Area. The $450,000 grant is for his work around theoretical foundations for deep learning and large UC Berkeley / Lawrence Berkeley Laboratory. Education. 2 Probability mass functions When a random variable Xtakes on a finite set of possible values (i. Lecturer: Song Mei Scriber: Kumar Krishna Agrawal Proof reader: Tae Joo Ahn In this course, we study the computational and statistical aspects of statistical models in the high dimensional asymptotic limit (the mean- eld asymptotics). Berkeley, +1 Biography: Song Mei is an incoming assistant professor in the Department of Statistics at UC Berkeley. Location: Wheeler 220. io/ Advisor(s): Bin Yu, Song Mei Research Blurb: I am interested in developing a better foundational understanding of deep learning and improving practical systems, using both theoretical and empirical methodology. The geometric toolbox that underlies optimization and sampling was initiated in the study of partial differential View Song Mei’s profile on LinkedIn, a professional community of 1 billion members. In order to obtain the MA in Statistics, admitted MA students must complete a minimum of 24 units of courses and pass a comprehensive examination. For coding exercises, you can choose R or Python. Back to Campus Calendar Manage Events Calendar managers can login to create and edit events. Department of Statistics. We are a community engaged in research and education in probability and statistics. SongMei (StanfordUniversity) Thelandscapeofnon-convexoptimization Supervisor: Charles H. Published: 20 Jun 2023, Last Modified: 16 Jul 2023. Feb 20, 2024 · The grant was awarded for Mei's research around generative AI models. Organized by Di Fang, Michael Lindsey, and Franziska Weber. Degrees: Ph. SongMei (StanfordUniversity) Thelandscapeofnon-convexoptimization Lecturer: Song Mei Scriber: Robbie Netzorg Proof reader: Zitong Yang 1 The Spiked GOE matrix and the free energy approach In this lecture, we explore using one technique from statistical physics, known as the Replica Method, to help us calculate the asymptotic behavior of the Spiked GOE matrix, given as follows: Let u2Sn 1 = fx2Rn: kxk 2 = 1g, 2R Figure 1: A cumulative distribution function (CDF). at Stanford University. 8 percent higher than the average pay for university and college employees and 76. In particular, we establish a non-asymptotic result that certi es the heuristic derivation based on replica method in previous lectures. Song’s research lies at the intersection of statistics and machine learning. Researchers at Berkeley study both the statistical Song Mei UC Berkeley Joint work with Yu Bai (Salesforce Research), Fan Chen (Peking U -> MIT PhD), Huan Wang (Salesforce Research), Caiming Xiong (Salesforce Research) A Mean Field View of the Landscape of Two-Layers Neural Networks In this lecture we introduce the concepts of statistical decision theory and their relation to statistical physics. Professor /people/jitendra-malik Song Mei. For example, the geometry of Optimal Transport has been instrumental to establish fruitful connections between diffusion processes, gradient flows, and diffusive PDEs by eliciting hidden convexity. Lecturer: Song Mei Scriber: Dimitris Papadimitriou Proof reader: Taejoo Ahn 1 Introduction In this lecture we will study Ising models related to ferromagnetism and more speci cally we will study the Curie-Weiss and the spin-glass model. Feb 26, 2021 · Bio. Research Interests: Biosystems & Computational Biology (BIO); Integrated Circuits (INC); Physical Electronics (PHY) Office Hours: By appointment; Course office hours, see course schedule. We will also brie y be introducing basic concepts in statistical decision theory. 2. edu) Lectures: T/Th 17:00 - 18:29. [PDF] Semantic Scholar extracted view of "STAT260 Mean Field Asymptotics in Statistical Learning" by Song Mei et al. berkeley. Langley. Specifically, this project will establish a theoretical foundation to elucidate the capabilities and limitations of language models and diffusion models. We demonstrate those relations using Z2 synchronization problem. Overview of Our Programs; . Song Mei joined the Department of Statistics at UC Berkeley as an assistant professor in Fall 2020. Lab 102: M 14:00 - 15:59. For example, in Lecture Song Mei worked as an Assistant Professor for the University of California, Berkeley and in 2021 had a reported pay of $122,617 according to public records. Evans 387. Bio: Song Mei is an assistant professor of statistics and EECS at UC Berkeley. edu) Lab 101: M 10:00 - 11:59. His research interests include machine learning and statistical learning theory. #BerkeleyMusic History of Berkeley Statistics; Past Department Chairs; 150 Years of Women; In Memoriam; Song Mei: T 2:00pm - 3:00pm: Evans 387 . Lab sessions Monday 12pm - 2pm, Evans 334; 3 pm - 5 pm, Evans 334. Berkeley, CA. edu/ ̃songmei/ Email: songmei@berkeley. We highlight that diffusion models generate high-fidelity solutions to the optimization objective function, preserving data latent structures, and the quality of the solutions aligns with the optimal off-policy bandit. Their father Owner, jolie moi fashion ltd · Experience: jolie moi fashion ltd · Location: London · 1 connection on LinkedIn. Appointment. edu) Lectures: Monday/Wednesday 10:00-11:30 am (on Zoom) Office Hours: Tuesday and Friday 4-5 pm (on Zoom) This course focuses on the computational and statistical aspects of statistical models in the high dimensional asymptotics (the mean-field asymptotics). Currently, I am especially interested in improving Others named Song MEI in United States. in Computer Science at Caltech where I worked with In Section 6, we review theories and methodologies of data-driven black-box optimization using conditional diffusion models. His research is motivated by data science and lies at the intersection of statistics, machine learning, information theory, and computer science. In the Gaussian Unitary Ensemble (GUE) the probability that no eigenvalues lie in I is equal to (a). Upon completing this course, the students are expected to be able to 1) build baseline models for real world data analysis problems; 2) implement models using programming languages; 3) draw insights Description. Song Mei is an Assistant Professor in statistics at UC Berkeley. Stanford University. - 0 F X(x) 1. International Conference Aug 25, 2022 · Instructor: Song Mei (songmei [at] berkeley. 5 percent lower than the national average for government employees. This workshop will feature an in-depth and comprehensive overview of the core challenges in the theory and practice of deep learning, with a particular emphasis on the four themes of the program: optimization, generalization, robustness, and generative methods. View the profiles of professionals named "Song Mei" on LinkedIn. Song Mei San Francisco Bay Area. Her family was successful, prosperous, and well-connected: her sister Soong Ch’ing-ling (Song Qingling) was the wife of Sun Yat-sen Oct 18, 2021 · Song Mei, University of California, Berkeley Monday, October 18, 2021 Abstract : This course introduces the mean-field asymptotic results for high dimensional linear models, and discusses two applications in statistics and machine learning. Feb 9, 2021 · Song Mei is a new member of UC Berkeley’s faculty. Mar 11, 2024 · Email: nikhil_ghosh@berkeley. The high academic standard at the University of California, Berkeley, is re ected in each degree awarded. Apr 9, 2024 · Soong Mei-ling (born March 5, 1897, Shanghai, China—died October 23, 2003, New York, New York, U. edu) Office Hours: W 1-2 pm; F 11 am - 12 pm. Song Mei [email protected] Department of Statistics, University of California, Berkeley, 367 Evans Hall, Berkeley, CA, 94720 Apr 9, 2024 · Soong Mei-ling (born March 5, 1897, Shanghai, China—died October 23, 2003, New York, New York, U. Song Mei worked as an Assistant Professor for the University of California, Berkeley and in 2020 had a reported pay of $55,859 according to public records. The app captures a photo from a person and predicts correct expression. Assistant Professor Song Mei has won the CAREER award from the National Science Foundation (NSF). Zhu-Song Mei Greater Chicago Area. Facebook gives people the power to share and makes the world Instructor: Song Mei (songmei@berkeley. Typically the risk k^ k2 2 =dwould not go to High-dimensional statistics focuses on data sets in which the number of features is of comparable size, or larger than the number of observations. The Optimization and sampling are two of the most important mathematical topics at the interface of data science and computation. Assistant Professor of EECS and Statistics, UC Berkeley. Location: Evans 60. The high academic standard at the University of California, Berkeley, is reflected in each degree awarded. 2010 -- 2014. Location: Mo tt Library 103. Sòng Měilíng or Soong May-ling or Soong Mei-ling, also known as Madame Chiang Kai-shek (Traditional Chinese: 宋美齡; Simplified Chinese: 宋美龄; pinyin: Sòng Měilíng; ca 1897 [1] – October 23, 2003) was the youngest of the three Soong sisters, all of whom achieved prominence during the emergence of modern China. 1,570. Jitendra Malik. D. Assistant Professor, University of California, Berkeley. Berkeley, CA 94720. Visiting Professor, Calabi-Simons Chair in Mathematics and Biology, U Penn. I am an assistant professor of statistics at UC Berkeley. Thelandscapeofnon-convexlossesfor statisticallearningproblems. © 2024 Regents of the University of California. Assistant Professor Syllabus of STAT210A (Theoretical Statistics) Instructor: Song Mei (songmei@berkeley. edu Statistics at UC Berkeley. Song Meia, Andrea Montanarib,c,1, and Phan-Minh Nguyenb. Office Hours: TBA. Ghosh. edu) Office Hours: Th 3 - 5 pm. GSI: Eric Xia (ericzxia [at] berkeley. Song’s research lies at the intersection of statistics, machine learning, information theory, and computer science, and he often builds on insights that originated within the statistical Lecturer: Song Mei Scriber: Ryan Theisen Proof reader: Alexander Tsigler 1 Motivation Many quantities that we are interested in are of the form 1 n Xn i=1 E[f( i(A))] = E Z R f( )b A(d ); where b A(d ) = n 1 P n i=1 i(A) is the empirical measure on the eigenvalues of A. Instructor office hours:Will announce on course homepage. 2 The Curie-Weiss model 2. Registration is not necessary. 2010 - 2014. In addition to developing fundamental theory and methodology, we are actively involved in statistical problems that arise in such diverse fields as molecular biology, geophysics, astronomy, AIDS research, neurophysiology, sociology, political science, education, demography, and the U Dec 17, 2021 · A central goal of this program is to develop and promote a geometric approach to various computational problems in sampling, optimization, and PDEs. View Song Mei’s profile on LinkedIn, a professional community of 1 billion members. I am an Assistant Professor in the Statistics Department at UC Berkeley. Aug 24, 2022 · UC Berkeley (opens in a new tab) Suggested Classes (opens in a new tab) Ask Oski BETA Song Mei. He recently finished his Ph. Some sources said she was born on 5 March 1898 at St. His recent research interests include theory of deep learning, high dimensional geometry Song MEI | Cited by 332 | of University of California, Berkeley, CA (UCB) | Read 9 publications | Contact Song MEI Transformers as Statisticians: Provable In-Context Learning with In-Context Algorithm Selection. A research blog about machine learning and statistics. Hello everyone, I am starting my research blog today. Upon completing this course, the students are expected to be able to 1) build baseline models for real world data analysis problems; 2) implement models using ‪Assistant Professor at UC Berkeley‬ - ‪‪Cited by 3,633‬‬ - ‪Statistics‬ - ‪Machine Learning‬ Z Song, S Mei, Y Bai. D. I develop new ways to form compelling matched or weighted comparison groups in these datasets using tools from optimization. Now MIT PhD) Silas Alberti (2021 - 2022. Peter Bartlett is a professor in the Computer Science Division and Department of Statistics at the University of California at Berkeley and Head of Google Research Australia. (2015) On a molecular based Q-tensor model for liquid crystals with density variations. - lim x!1 F X(x) = 0. Aug 24 2022 - Dec 09 2022 Tu, Th. 9:30 am - 10:59 am. Oct 24, 2023 · Song Mei, UC Berkeley Textbooks on deep learning theory primarily perceive neural networks as universal function approximators. Associate Professor of EECS and Statistics, UC Berkeley. Contact; Visit; Parents; Accessibility; Nondiscrimination; Privacy; Search The program is for full-time students and is designed to be completed in two semesters (fall and spring). In my first several posts, I will discuss about methods from statistical physics, with applications to random matrix theory. Yu Bai, Fan Chen, Huan Wang, Caiming Xiong, Song Mei. Hengyu Fu (2023 -) Fan Chen (2022 - 2023. This is 67. This course will focus on statistical/machine learning methods, data analysis/programming skills. Research Description. GSI o ce hours: Will announce on course 4 days ago · Neural sequence models based on the transformer architecture have demonstrated remarkable in-context learning (ICL) abilities, where they can perfo We would like to show you a description here but the site won’t allow us. 518 Cory Hall; jcchien@berkeley. May 2017 - Aug 2017 4 months. - x y=)F X(x) F X(y). GSI: Taejoo Ahn (taejoo_ahn [at] berkeley. Oct 23, 2021 · Local convexity of the TAP free energy and AMP convergence for Z2-synchronizationWe study mean-field variational Bayesian inference using the TAP approach, f Jun 6, 2021 · Corresponding Author. Song Mei is on Facebook. All rights reserved. (Photo by Behrooz Gorbani) Name: Song Mei. ES-FoMO 2023 Poster. 2015 -- 2017. We will introduce heuristic tools in physics including the replica method and the cavity method. PhD Candidate at UC Berkeley. Main menu. Now Stanford PhD) Ziang Song (2021 - 2022. Assistants: Columba Candy Corpus, 2108 Allston Way, candycorpus@eecs. 431 Evans Hall. UC Berkeley (opens in a new tab) Suggested Classes (opens in a new tab) Ask Oski BETA Song Mei. This is 23. d× Thin- Let Wr GOELn) Then almost surely as n→o A mean field view of the landscape of two-layer neural networks. Previous meetings were held at UC Berkeley in 2016, at Columbia in 2018, and at UC Berkeley in 2020. Hobbies: I love playing boardgames and playing the piano. Aug 28 2024 - Dec 13 2024 Tu, Th. While this classical viewpoint is fundamental, it inadequately explains the impressive capabilities of modern generative AI models such as language models and diffusion models. His research is motivated by data science, and lies at the intersection of statistics, machine learning, information theory, and computer science. I will explain how this refined perspective offers a deeper insight into the success of modern generative AI models. This is an advanced graduate course on mathematical statistics, following up on the introductory course STAT 210a. edu) Lectures: T/Th 09:30 - 10:59. edu) Lectures: T/Th 11:00 - 12:30. We will show that the quantities of interest that arise in Z2 synchronization problem can be exactly translated into physical quantities in the Sherrington-Kirkpatrick spin glass model. , Xis a discrete random Lecturer: Song Mei Scriber: Wenlong Mou Proof reader: Zitong Yang In this lecture, we give a rigorous proof of the Lasso asymptotic risk based on the convex Gaussian minimax theorem. Previously, I completed my B. Also (a) is a…. Statistics at UC Berkeley | Department of Statistics Theneuraltangentmodel I Letf ( x; ) beamulti-layersneuralnetwork f ( x; ) = ( W1 ( W2 ( WL x))) I NTmodel: linearizationoff ( x; ) aroundinitialization 0, f NT( x Soong Mei-ling was born in the Song family home, a traditional house called Neishidi (內史第), in Pudong, Shanghai, China. I have also collaborated with Misha Belkin at UC San Diego. Multiscale Modeling and Simulation 13 (3), 977-1000. ① Motivating example: The LASSO problem Let Xo E Rd A EIR "d, w EIR, Y-Axotw C-Rn(xo will be k-sparsekeened) We are given CA, y) Estimate Xo LASSO: I = argm. Song Mei. International Computer Science Institute and UC Berkeley. Discussion Sessions: F 10 - 11 am every other week (first session on Jan 28). in Inky-AxllitnllxllGoal: quantity) bound 115 There are 8 professionals named "Song Mei", who use LinkedIn to exchange information, ideas, and opportunities. He is the co-author, with Martin Anthony, of the book Neural Network The Berkeley-Columbia Meeting provides a biennial, interdisciplinary forum for research in Engineering, Statistics, Machine Learning, Probability and Finance. Instructor: Song Mei (songmei@berkeley. Join Facebook to connect with Song Mei and others you may know. edu) Lectures: Tuesday/Thursday 09:30-11:00. Data sets of this type present a variety of new challenges, since classical theory and methodology can break down in surprising and unexpected ways. Discussion Sessions: Evans 444. Office Hours: Tu 2:30 - 4:30 pm (and 2:30 - 3:30 pm for MA advising). If you don't have a departmental calendar, you can submit an event for approval. Hope you will have fun! … read more ». Here I = S j (a2j 1,a2j) andI (y) is the characteristic function of the set I. ) was a notable Chinese political figure and second wife of the Nationalist Chinese president Chiang Kai-shek. I am a final year PhD student in the Statistics department at UC Berkeley where I am advised by Bin Yu and Song Mei. Evans 60. from Stanford in June 2020. Song Mei Wilmington, DE. In the first semester, all students will take intensive graduate courses in probability Mel Torme & George Shearing - A Nightingale Sang in Berkeley SquareRecorded Live: 8/18/1989 - Newport Jazz Festival - Newport, RIMore Mel Torme & George She The official YouTube account of the UC Berkeley Department of Music. The aim is to expose the attendees to the current frontier of deep learning Yu Bai ∗§Fan Chen† Huan Wang Caiming Xiong Song Mei UC Berkeley. edu Website: https://nikhil-ghosh-berkeley. SongMei. I am an Assistant Professor in the Department of Statistics and the Department of Electrical Engineering and Computer Sciences at UC Berkeley. e. We will cover a few useful tools Office Hours: Tu 1:30 - 3 pm. 梅松. My research aims at understanding causal relationships using large administrative datasets from the medical and social sciences. 8 percent higher than the national average for government employees. The two questions are, in fact, connected mathematically through a powerful framework articulated around the geometry of probability distributions. California State University - East Bay. Expand. S. Nikhil. github. Find Song's current address, phone number and email. , Stanford University, 2020. Jul 18, 2019 · About. Song Mei Berkeley, CA. Every student is expected to maintain this high standard by ensuring that all academic work reflects unique ideas or properly attributes the ideas to the original sources. Discipline: Statistics. Instructor o ce hours: Will announce on course homepage. GSI o ce hours: Will announce on course Instructor: Song Mei (songmei@berkeley. Location: Social Sciences Building 20. SongMei (StanfordUniversity) Thelandscapeofnon-convexoptimization October 19, 2017 1 / 32. About me. GSI: Ryan Theisen (theisen@berkeley. Song Mei/Bin Yu Program View the profiles of professionals named "Song Mei" on LinkedIn. This is a graduate level course on theoretical statistics. In June 2020, I received my Ph. states, and include family, property and public records. Research interests: High dimensional probability, statistical learning theory and theory of deep learning. However, seating is limited—first come, first served. Song Mei, UC Berkeley 10/27, 2021 at 11AM-12PM in https: Lecturer: Song Mei Scriber: Omer Ronen Proof reader: Tae Joo Ahn 1 Concentration phenomena in mean- eld asymptotic In the non-asymptotic regime a typical bound is of the form P k ^ k2 2 =d C r dlogd= n : (1) In the asymptotic regime the picture is a bit di erent. He received his Ph. Location: Mo tt Library 101. aInstitute for Computational and Mathematical Engineering, Stanford University, Stanford, CA 94305; bDepartment of Electrical Engineering, Stanford University, Stanford, CA 94305; and cDepartment of Statistics, Stanford About me. Email: songmei@berkeley. . October19,2017. · Experience: University of California, Berkeley · Education: Stanford University · Location Office Hours: Friday 10-11:30 (On Zoom). His work often builds on insights that originate within statistical physics literature. 5 percent lower than the average pay for university and college employees and 19. Deeplearning. Department of Electrical Engineering and Computer Sciences. 367 Evans Hall Berkeley, CA, 94720 Website: https://stat. Evans 444. 8 others named Song MEI in United States Research Assistant. Professor of EECS and Statistics, UC Berkeley. ib zf uw rg fe bs sx nw nl wm