14–17 Apr 2026
INAF Astronomical Observatory of Capodimonte (Naples)
Europe/Rome timezone

Supervised Learning Part I - Theory

15 Apr 2026, 09:30
1h 30m
Auditorium Nazionale Ernesto Capocci (INAF Astronomical Observatory of Capodimonte (Naples))

Auditorium Nazionale Ernesto Capocci

INAF Astronomical Observatory of Capodimonte (Naples)

Speaker

Dr Stefano Cavuoti (INAF - Astronomical Observatory of Capodimonte Napoli)

Description

theoretical introduction to supervised learning key concepts:

  • scaling
  • hyper parameter tuning
  • train-validation-test split
  • cross validation
  • classification and regression metrics
  • feature importance

the following models will be introduced as well:

  • k-nn
  • Decision Trees (DT)
  • Random Forests (RF)
  • Support Vector Machines (SVM)

Presentation materials