Berkeley Statistical Machine Learning

We are a group of researchers at UC Berkeley working in statistical machine learning.

Topics of recent interest include:

  • Bayesian computation
  • Data-driven decision making
  • Foundations of deep learning
  • Interpretable machine learning
  • Language and diffusion models
  • Nonparametric inference
  • Probabilistic forecasting
  • Randomized algorithms
  • Reinforcement learning
  • Statistical learning theory
  • Stochastic optimization
  • Uncertainty quantification
  • Variational inference
  • Veridical data science

News

  • Current semester (Spring 2026) group meetings listed below. Everyone is welcome! But please send an email first if you’re a new participant.

    • Nika Haghtalab: Thursdays at 10am (contact Nika to find location).
    • Jiantao Jiao: Mondays at 4:30pm in Cory 258.
    • Michael Jordan: Mondays at 11:30am in Soda 510.
    • Michael Mahoney: Thursdays at 2pm in Soda 465H.
    • Ryan Tibshirani: Tuesdays at 4pm in Evans 1011.
    • Bin Yu: Wednesday at 9:30am in Evans 1011.
    • Simons ML reading group: Mondays at 2pm in Calvin Lab 116.
  • Peter Bartlett will give a plenary lecture at International Congress of Mathematicians (ICM) in Philadelphia in July 2026.

  • Tom Mitchell gave a special talk on the History of Machine Learning on March 3, 2026 at 4pm in Evans 1011. [Podcast]

  • Bin Yu gave the opening plenary talk at the International Conference on Statistics and Data Science (ICSDS) in December 2025 in Seville, Spain. [Slides]

Faculty

Peter Bartlett
Professor of Graduate School, Stat and EECS
Google and Simons
Ryan Giordano
Assistant Professor of Statistics
Nika Haghtalab
Assistant Professor of EECS
Jiantao Jiao
Assistant Professor of EECS and Stat
NVIDIA
Michael Jordan
Professor of Graduate School, Stat and EECS
Inria Paris
Jason Lee
Associate Professor of Stat and EECS
Michael Mahoney
Adjunct Professor of Statistics
LBNL
Song Mei
Assistant Professor of Stat and EECS
OpenAI
Ben Recht
Professor of EECS
Jacob Steinhardt
Associate Professor of Stat and EECS
Transluce
Ryan Tibshirani
Professor and Chair of Statistics
Bin Yu
Professor of Stat, EECS, and CCB
Simons
Nikita Zhivotovskiy
Assistant Professor of Statistics

Postdocs

Siavash Ameli
Postdoc, Stat
Michael Mahoney
Philip Amortila
Postdoc, Simons
Peter Bartlett
Liviu Aolaritei
Postdoc, EECS
Michael Jordan
Oleg Balabanov
Postdoc, Stat
Michael Mahoney
Linda Cai
Postdoc, EECS
Michael Jordan
Gabriel Clara
Postdoc, Simons
Peter Bartlett
Bin Yu
Khashayar Gatmiry
Postdoc, Simons
Peter Bartlett
Avrajit Ghosh
Postdoc, Simons
Peter Bartlett
Bin Yu
Isaac Gibbs
Postdoc, Stat
Ryan Tibshirani
Gautam Goel
Postdoc, Simons
Peter Bartlett
Keegan Harris
Postdoc, EECS
Nika Haghtalab
Michael Jordan
Kareem Hegazy
Postdoc, Stat / LBNL
Benjamin Erichson
Michael Mahoney
Jakob Heiss
Postdoc, Stat
Bin Yu
Curtis McDonald
Postdoc, Simons
Peter Bartlett
Bin Yu
Max Meinichenko
Postdoc, Stat
Michael Mahoney
Raphael Meyer
Postdoc, Stat
Michael Mahoney
Pu Ren
Postdoc, LBNL
Michael Mahoney
Zhichao Wang
Postdoc, Stat
Michael Mahoney
Ian Waudby-Smith
Postdoc, Stat
Michael Jordan
Jingfeng Wu
Postdoc, Simons
Peter Bartlett
Bin Yu
Shengaho Yang
Postdoc, Stat
Michael Mahoney

Students

Ishaq Aden-Ali
PhD, EECS
Peter Bartlett
Jelani Nelson
Nivasini Ananthakrishnan
PhD, EECS
Nika Haghtalab
Michael Jordan
Mark Bedaywi
PhD, EECS
Nika Haghtalab
Stuart Russell
Erez Buchweitz
PhD, Stat
Ryan Tibshirani
Yuhang Cai
PhD, Math
Peter Bartlett
Michael Lindsey
Jessica Dai
PhD, EECS
Nika Haghtalab
Ben Recht
Tiffany Ding
PhD, Stat
Michael Jordan
Ryan Tibshirani
Hengyu Fu
PhD, EECS
Jiantao Jiao  Jason Lee
Song Mei
Jeremy Goldwasser
PhD, Stat
Giles Hooker
Ryan Tibshirani
Paula Gradu
PhD, EECS
Michael Jordan
Ben Recht
Tianyu Guo
PhD, Stat
Michael Jordan
Song Mei
Xinyan Hu
PhD, EECS
Michael Jordan
Baihe Huang
PhD, EECS
Michael Jordan
Hao Huang
Master's, Eng
Bin Yu
Yaxuan Huang
PhD, Stat
Bin Yu
Haozhe Jiang
PhD, EECS
Nika Haghtalab
Jiantao Jiao
Jivat Kaur
PhD, CPH
Ahmed Alaa
Michael Jordan
Hyunsuk Kim
PhD, Stat
Michael Mahoney
Ryan Tibshirani
Juno Kim
PhD, EECS
Jason Lee
Song Mei
Brian Lee
PhD, EECS
Nika Haghtalab
Michael Jordan
Aaron J. Li
PhD, EECS
Ion Stoica
Bin Yu
Antoine Luciano
Visiting Scholar, Stat
Ryan Giordano
Licong Lin
PhD, Stat
Peter Bartlett
Song Mei
Drew Nguyen
PhD, Stat
Will Fithian
Michael Jordan
Ezinne Nwankwo
PhD, EECS
Amanda Coston
Michael Jordan
Kazusato Oko
PhD, EECS
Song Mei
Anthony Ozerov
PhD, Stat
Fernando Pérez
Bin Yu
Seunghoon Paik
PhD, Stat
Ryan Tibshirani
Jongho Park
PhD, EECS
Jason Lee
Song Mei
Inioluwa Deborah Raji
PhD, EECS
Ben Recht
Zach Rewolinski
PhD, Stat
Bin Yu
Sean Richardson
PhD, Stat
Ryan Giordano
João Vitor Romano
PhD, Stat
Ryan Tibshirani
Ricardo J. Sandoval
PhD, EECS
Avi Feller
Michael Jordan
Lucas Schwengber
PhD, Stat
Ryan Giordano
Annie Ulichney
PhD, Stat
Nika Haghtalab
Michael Jordan
Anqi Wang
PhD, Stat
Bin Yu
Zixuan Wang
PhD, EECS
Jason Lee
Kunhe Yang
PhD, EECS
Nika Haghtalab
Xuelin Yang
PhD, Stat
Guido Imbens
Michael Jordan
Zeyu Yun
PhD, EECS
Bruno Olshausen
Bin Yu
Ruiqi Zhang
PhD, Stat
Peter Bartlett
Song Mei
Alex Zhao
PhD, CCB
Nilah Ioannidis
Bin Yu