bsm4tops-gnn
  • BSM4tops machine learning project
  • Introduction
  • Problem description
  • Concepts
    • Exotic heavy particles in four-top final states
    • Artificial neural networks
    • Graph neural networks
  • Hands-on: simple problem
    • Diving into python
    • Simulation of a four-top-quark process
    • Exploring the dataset
    • Creating a classifier
    • Artificial neural networks for classification
    • Graph neural networks for classification
Powered by GitBook
On this page
  • Scope
  • Communication
  • Important dates
  • Supervisors

Was this helpful?

BSM4tops machine learning project

NextIntroduction

Last updated 3 years ago

Was this helpful?

Improving the reconstruction of heavy exotic particles decaying to top quark pairs in four-top-quark-final states.

Scope

This project is part of the DESY summer student programme taking place in 2021. It is offered by the in the division "Searches Beyond the Standard Model of Particle Physics".

The project takes place from 19.07.2021 to 09.09.2021.

Because of the enduring Covid-19 pandemic, the summer student project takes place exclusively online. Informal meetings can be scheduled anytime in a dedicated room.

Communication

The communication among the team can take place via various options.

Direct messaging via Skype or e-mail is the preferred option to ask for help or set up a brief Zoom call. In general, if you need more than 30 min for a problem and have found no help on Google or StackOverflow, it is better to reach out than to wait.

You can document your progress in the rolling Indico agenda. Indico is a tool for setting up meetings and allows for uploading documents and decks of slides.

There is a fixed Zoom room which can be used for informal meetings or calls.

  • Indico agenda:

  • Zoom room:

Important dates

  • 20.07.2021 2-3 pm (CEST):

  • 22.07.2021, 2 pm (CEST):

  • 26.07.2021 – 19.08.2021:

  • 09.09.2021 2-6 pm (CEST):

Supervisors

The project is supervised by:

Krisztian Peters

Leading Scientist at DESY

Philipp Gadow

Postdoctoral Fellow at DESY

ATLAS group
Zoom
https://indico.cern.ch/event/1059884/
https://cern.zoom.us/j/66411679853
Welcome Session, introduction to the programme
Live Virtual DESY tour
Lecture Programme
Summer student session
Website
Website