Skip to content
Logo EPFL, École polytechnique fédérale de Lausanne
  • About
  • Education
  • Research
  • Innovation
  • Schools
  • Campus
Show / hide the search form
Hide the search form
  • EN
  1. STI IEM Data and network sciences Learning and decision systems Machine Learning (ML) Algorithms & theoretical computer science Artificial Intelligence (AI) Data science Imaging and vision Optimization Signal & image processing
  2. Lions
  3. Courses
  4. Current Courses

Current Courses

EE-556 Mathematics of Data: From Theory to Computation

Throughout the course, we put the mathematical concepts into action with large-scale applications from machine learning, signal processing, and statistics.

EE-618 Theory and Methods for Reinforcement Learning (spring 2023)

This course describes theory and methods for decision making under uncertainty under partial feedback.

  • Lions
    • Back: Lions
    • People
      • Back: People
      • Prof. Volkan Cevher
      • Gosia Baltaian
      • Postdocs
        • Back: Postdocs
        • Efstratios (Stratis) Skoulakis
        • Kimon Antonakopoulos
        • Angeliki Kamoutsi
      • PhD students
        • Back: PhD students
        • Artem Agafonov (visiting PhD student)
        • Pedro Abranches
        • Leello Tadesse Dadi
        • Andrej Janchevski
        • Igor Krawczuk
        • Thomas Pethick
        • Elias Abad Rocamora
        • Luca Viano
        • Yongtao Wu
        • Wanyun Xie
        • Zhenyu Zhu
      • Current Interns
        • Back: Current Interns
        • Basile Lewandowski
        • Ioannis Mavrothalassitis
      • LIONS Guests
        • Back: LIONS Guests
        • Dr Fanghui Liu
        • Dr Grigorios Chrysos
      • LIONS Alumni
        • Back: LIONS Alumni
        • Alumni postdocs
          • Back: Alumni postdocs
          • Dr Grigorios Chrysos
          • Dr Fanghui Liu
          • Dr. Ali Ramezani-Kebrya
          • Dr. Nadav Hallak
          • Dr. Kamalaruban Parameswaran
          • Dr. Yurii Malitskyi
          • Dr Armin Eftekhari
          • Dr Bang Vu Cong
          • Dr Junhong Lin
          • Dr Jonathan Scarlett
          • Dr Quoc Tran-Dinh
          • Dr Bubacarr Bah
          • Dr Luca Baldassarre
        • Alumni PhD students
          • Back: Alumni PhD students
          • Fabian Latorre (2023)
          • Ali Kavis (2023)
          • Mehmet Fatih Sahin (2022)
          • Paul Rolland (2022)
          • Thomas Sanchez (2022)
          • Ahmet Alacaoglu (2021)
          • Arda Uran (2021)
          • Ya Ping Hsieh (2020)
          • Baran Gözcü (2019)
          • Ilija Bogunovic (2019)
          • Alp Yurtsever (2019)
          • Marwa El Halabi (2018)
          • Cosimo Aprile (2018)
          • Yen-Huan Li (2018)
          • Anastasios Kyrillidis (2014)
          • Afsaneh Asaei (co-advised; 2013)
        • Alumni interns
          • Back: Alumni interns
          • Anh Duc Nguyen (2023)
          • Wanyun Xie (2023)
          • Mohammadamin Sharifi (2022)
          • Artem Zholus (2022)
          • Yongtao Wu (2022)
          • Rayan Harfouche (2022)
          • Daria Kotova (2021)
          • Prateek Varshney (2021)
          • Hlib Tsyntseus (2021)
          • Jonathan Sauder (2020)
          • Zhaodong Sun (2020)
          • Cheng Shi (2020)
          • Pedro Abranches (2020)
          • Dadi Leelo Tadesse (2020)
          • Pai-An Wang (2019)
          • Bora Dogan (2019)
          • Mehmet Fatih Sahin (2018)
          • Thomas Sanchez (2018)
          • Clément Lalanne (2018)
          • Tianzong Zhang (2018)
          • Ehsan Asadi (2017)
          • Junyao Zhao (2017)
          • Renbo Zhao (2017)
          • Yu-Chun Kao (2016)
          • Alban Pierre (2016)
          • Behrooz Azarkharlili (2016)
          • Gergery Odor (2015)
          • Siddartha Satpathi (2015 & 2013)
          • Vipul Gupta (2015)
          • Nissim Zerbib (2015)
          • Amirhossein Hadavi (2014)
          • Rajshekar Das (2014)
          • Prateek Vashishtha (2014)
          • Roozbeh Hasheminezhad (2014)
          • Gizem Tabak (2013)
          • Ender Tinkir (2013)
          • Rabeeh Karimi Mahabadi (2013)
          • Ehsan Abbasi (2013)
          • Hemant Tyagi (2012)
          • Nirav Bhan (2012)
          • Sajal Jain (2012)
          • Shayan Dashmiz (2011)
          • Mohammad Hossein Shafinia (2011)
    • Research
      • Back: Research
      • European Research Council Projects
      • FNSNF Projects
      • HaslerStiftung
      • ONR Global
      • Army Research Office (ARO)
      • Swiss Data Science Center (SDSC)
      • The Enterprise for Society Center (E4S)
      • SV Interdisciplinary PhD fellowship (iPhD)
      • Zeiss Projects
      • Google project
      • Microsoft Research
      • EC-REA Marie Curie Projects
      • DARPA Projects
    • Publications
    • Talks
      • Back: Talks
      • Tutorials
    • Software
      • Back: Software
      • DECOPT – DEcomposition Convex OPTimization
      • SCOPT: Self-Concordant OPTimization
      • CLASH: Combinatorial selection and Least Absolute SHrinkage
      • ALPS: ALgebraic PursuitS
      • MATRIX ALPS
      • TV-Normed Pursuit
      • Nys-SKETCH – Nyström Sketching Toolbox
      • LB-CSMRI: Learning-Based Compressive MRI
    • Courses
      • Back: Courses
      • Current Courses
        • Back: Current Courses
        • EE-556 Mathematics of Data: From Theory to Computation
          • Back: EE-556 Mathematics of Data: From Theory to Computation
          • Slides 2022
          • Slides 2021
          • Slides 2020
          • Slides 2019
          • Slides 2018
          • Slides 2017
          • Slides 2016
          • Slides 2015
          • Slides 2014
        • EE-618 Theory and Methods for Reinforcement Learning (spring 2023)
      • Past courses
        • Back: Past courses
        • EE-204 Circuits and Systems I
        • EE-614 Theory and Methods for Linear Inverse Problems
        • EE-717 Graphical Models
        • EE-731 Advanced Topics in Data Sciences
    • Student projects
      • Back: Student projects
      • Completed Master Projects @ LIONS
      • Completed semester projects @ LIONS
    • Open positions

In the same section

  • Current Courses
    • EE-556 Mathematics of Data: From Theory to Computation
    • EE-618 Theory and Methods for Reinforcement Learning (spring 2023)
  • Past courses
  • Who we are
  • Associated Campuses
  • Facts
  • Presidency
  • Vice Presidencies
  • Working at EPFL
  • Recruiting EPFL Talents
  • News & Media
  • Sustainability
  • Equality & Diversity
  • Respect
  • Philanthropy
  • EPFL Alumni
  • Bachelor
  • Master
  • Doctorate
  • Continuing Education
  • International
  • Teaching
  • Admission
  • Study Management
  • Educational Initiatives
  • Education & Science Outreach
  • Research Domains
  • Faculty Members
  • Awards & Prizes
  • Collaborate With Our Researchers
  • EPFL Research Facilities
  • Access Our Technologies
  • Research Ethics
  • Research With Animals
  • Meet the Support Units For Research
  • Services to EPFL Laboratories
  • Open Science
  • Innovation Initiatives
  • Industry Collaboration
  • Startup Launchpad
  • Services & Resources
  • Library
  • Restaurants, Shops & Hotels
  • Security, Prevention & Health
  • Sports
  • Community & Support
  • Chaplaincy
  • Events
  • Arts & Culture
  • Associations
  • Visit EPFL
  • Mobility & Travel
  • School of Architecture, Civil & Environmental Engineering ENAC
  • School of Basic Sciences SB
  • School of Engineering STI
  • School of Computer & Communication Sciences IC
  • School of Life Sciences SV
  • College of Management of Technology CDM
  • College of Humanities CDH

Practical

Services & Resources Emergencies: +41 21 693 3000 Contact Map

Follow EPFL on social media

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
Accessibility Disclaimer Privacy policy

© 2023 EPFL, all rights reserved