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XI International Conference on New Frontiers in Physics

30 August 2022 to 12 September 2022
Conference venue: OAC conference center, Kolymbari, Crete, Greece. The conference will take place in Crete in physical form, however participation is also possible via internet
Europe/Athens timezone
"Second MODE Workshop on Differentiable Programming for Experiment Design" following after ICNFP2022 (https://indico.cern.ch/event/1145124/)

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Session

Mini-workshop on Machine Learning for Particle Physics

1 Sept 2022, 15:30
Conference venue: OAC conference center, Kolymbari, Crete, Greece. The conference will take place in Crete in physical form, however participation is also possible via internet

Conference venue: OAC conference center, Kolymbari, Crete, Greece. The conference will take place in Crete in physical form, however participation is also possible via internet

Presentation materials

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  1. 230. Intro to Machine Learing
    Tommaso Dorigo (Universita e INFN, Padova (IT))
    01/09/2022, 15:30
    Talk
  2. 231. Machine Learning hands-on workshop
    Dr Pietro Vischia (Universite Catholique de Louvain (UCL) (BE))
    01/09/2022, 16:00
    Lecture
  3. 176. A Boosted kNN Regressor With 66 Million Parameters
    Tommaso Dorigo (Universita e INFN, Padova (IT))
    07/09/2022, 09:25
    Mini-workshop on Machine Learning for Particle Physics
    Talk

    We demonstrate how a nearest-neighbor algorithm can be endowed with a large number of free parameters by assigning weights and biases to all training events. The simultaneous optimization of the large number of parameters by gradient descent allows to obtain similar performances to those of neural networks or boosted decision trees, although at a much higher CPU price.

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