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鈴木大慈        TITECHLOGO   PRESTO
Professor

Department of Mathematical Informatics
Graduate School of Information Science and Technology
The University of Tokyo

Center for Advanced Intelligence Project, RIKEN, Tokyo, Japan

Room: Room No. 352, Faculty of Engineering Building 6 (map)
Postal Address: Hongo 7-3-1, Bunkyo-ku, Tokyo 113-8656, JAPAN
Phone: +81-3-5841-6921
E-mail: e-mail

Topic

  • MLSS 2024 "Deep Learning Theory" slide: slide.
  • Online Asian Machine Learning School (OAMLS) 2021 "Deep Learning Theory and Optimization" slide: slide.
  • MLSS 2015 "Stochastic optimization" slides: slide1, slide2, slide3

Research Interests

I am interested in Machine Learning and Statistics, especially the following research topics.
  • Statistical learning theory
    • Deep learning
    • Kernel method
    • Nonparametric convergence analysis
  • Optimization
    • Stochastic optimization
    • Optimization for deep learning
  • Information geometry
    • Prior selection
    • Objective Bayes

CV