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Emanuele Sansone

PhD in machine learning and artificial intelligence.

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Teaching and Talks

2023

Seminar "Self-Supervised . . . Generative Learning: XOR, AND or IFF?"
South Dakota State University, Department of Mathematics and Statistics

Invited Talk "What’s Past & What’s Next: Learning & Learning to Acquire Knowledge"
University of Manchester, Computer Science

Seminar "Discovering the World Through Unsupervised Statistical Relational Learning"
University of Edinburgh, School of Informatics

2022

Seminar "GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning"
KU Leuven, Computer Science
  •   Video

    • Talk "LSB: Local Self-Balancing MCMC in Discrete Spaces"
    Baltimore, ICML
  •   Video

    • 2019

    Keynote "Coulomb Autoencoders"
    British Computer Society
    BMVA symposium on generative models
  •   Video

    • 2017

    Seminar "Generative Adversarial Networks"
    University of Trento, DISI
  • Slides.   PDF
  • Demo.   Code

    • 2016

    Computer Vision
    University of Trento
    M.Sc. in Telecommunications Engineering - Code 140266
    M.Sc. in Mechatronics Engineering - Code 140474
    Material:
  • Building a binary classifier using neural networks.   PDF
  • Learning neural networks with few labels.   PDF
  • Solution - assignment 1 (derivation of backprop).   PDF
  • Solution - assignment 2 (programming).   Code

    • 2015

    Multimedia Networking
    University of Trento
    M.Sc. in Telecommunications Engineering - Code 140151
    Material:
  • Motion estimation.   Code