PCD Data Science Basics

Data Science Lecture: Improved Data Modeling through Machine Learning (with hands-on tutorial)

Name: Data Science Lecture: Improved Data Modeling through Machine Learning (with hands-on tutorial)
Start: 2022-07-05T09:00:00+02:00
End: 2022-07-05T11:00:00+02:00
Location: Bdg. 68

by Dennis Noll (RWTH Aachen III. Physikalisches Institut A)

Tuesday 5 Jul 2022, 09:00 → 11:00 Europe/Berlin

125 (Bdg. 68)

125

Bdg. 68

and in Zoom

Description

This event is part of a series of lectures and tutorials on data science topics hosted by the Platform for Challenges in Data Science in the excellence cluster "Quantum Universe" between DESY and Universität Hamburg. It is intended specifically for the PhD students in the cluster but younger and more senior members are of course also welcome.

Content:

Machine Learning (ML) Introduction
The DNN as a Ratio Approximator
Increasing Modelling Statistics with ML
- Problem Introduction (ABCD)
- Traditional Approach
- ML Approach
- Hands-On Exercise
Modelling Calibration using ML:
- Problem Introduction (B-tag DeepSF)
- Traditional Approach
- ML Approach
Improved Modelling through ML based Refinement
- Problem Introduction (1802.03325)
- ML Approach
- Hands-On Exercise (Take away)

Organised by

Gregor Kasieczka, Matthias Schröder