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CS-E4070 - Special Course in Machine Learning and Data Science: Adversarial Deep Learning, 11.09.2018-04.12.2018

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Syllabus

Seminar on Adversarial Deep Learning

  • Seminar on Adversarial Deep Learning

    Seminar on Adversarial Deep Learning

    Deep learning systems achieve remarkable accuracy on many tasks such as image classification. However, they can be fooled by adversarial attacks, i.e. modification of data in a way that is unnoticeable to a human, but that completely changes the predictions made by the system. In this course, we aim to resolve the apparent paradox between the accuracy and vulnerability of deep learning systems. We will also study various adversarial attacks techniques, attempts to defend against them, and ways of using adversarial examples to improve training.

    The seminar is aimed for students who want to understand better the capabilities and limitations of deep learning in theory, or who want to learn to defend against adversarial attacks in practice. We assume you have previous experience with implementing and studying deep learning systems.

    The first meeting will be on Tuesday at 14-16 in room R001/U259 of Otakaari 1. Enroll at https://oodi.aalto.fi/a/opettaptied.jsp?OpetTap=1134770810

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CS-E4070 - Special Course in Machine Learning and Data Science: Adversarial Deep Learning, 11.09.2018-04.12.2018
 Seminar on Adversarial Deep Learning
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  • Schools
    • School of Arts, Design, and Architecture (ARTS)
    • School of Business (BIZ)
    • School of Chemical Engineering (CHEM)
    • – Guides for students (CHEM)
    • – Instructions for report writing (CHEM)
    • School of Electrical Engineering (ELEC)
    • School of Engineering (ENG)
    • School of Science (SCI)
    • Language Centre
    • Open University
    • Library
    • Aalto university pedagogical training program
    • Sandbox
  • Service Links
    • MyCourses
    • - Instructions for Teachers
    • - Personal data protection instructions for teachers
    • - Instructions for Students
    • - Workspace for thesis supervision
    • WebOodi
    • Into portal for students
    • Study Guides
    • Library Services
    • - Resource guides
    • - Imagoa / Open science and images
    • IT Services
    • Campus maps
    • - Search spaces and see opening hours
    • Restaurants in Otaniemi
    • ASU Aalto Student Union
    • Aalto Marketplace
  • ALLWELL?
    • Study Skills
    • Support for Studying
    • Starting Point of Wellbeing
    • About AllWell? study well-being questionnaire
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