Teaching

Course List

  • EECS Seminar: Advanced Topics in Machine Learning

    Students learn about advanced topics in machine learning, artificial intelligence, optimization, and data science. Students also learn to interact with scientific work, analyze and understand strengths and weaknesses of scientific arguments of both theoretical and experimental results.



    EDEE
    Teachers: Pascal Frossard
    Language: En
    Academic term:
  • ELLIS Summer School on AI for Health

    The EPFL AI Center and the ELLIS EPFL unit are organizing the AI for Health Summer School, taking place on the EPFL campus from 7th to 11th July, 2025. This intensive week will delve into how AI is transforming biomedicine, with a focus on the intersection of AI, life sciences, and medicine.



    EDEE
    Teachers: Dorina Thanou
    Language: En
    Academic term:
  • Genomics and bioinformatics

    This course covers various data analysis approaches associated with applications of DNA sequencing technologies, from genome sequencing to quantifying gene evolution, gene expression, transcription factor binding and chromosome conformation.



    SV, SV, SV
    Teachers: Raphaelle Luisier
    Language: En
    Academic term: Semestre printemps, , Master semestre 2
  • Graph representations for biology and medicine

    Systems of interacting entities, modeled as graphs, are pervasive in biology and medicine. The class will cover advanced topics in signal processing and machine learning on graphs and networks, and will showcase applications of the tools in biomedicine.



    EDEE
    Teachers: Dorina Thanou
    Language: En
    Academic term:
  • Network machine learning

    Fundamentals, methods, algorithms and applications of network machine learning and graph neural networks



    EL, EL, EL
    Teachers: Dorina Thanou, Pascal Frossard
    Language: En
    Academic term: Master semestre 2, , Semestre printemps
  • Signal processing

    In this course, we introduce the main methods in signal processing.



    EL, EL
    Teachers: Pascal Frossard
    Language: Fr
    Academic term: Bachelor semestre 5, Semestre automne

Student Project Proposals

  • List of student project proposals, in the area of signal processing and multimedia communications (feel free to contact group members if your dream project is not in that list)