ALERT Doctoral School 2023
28^th September-30^th September, “Machine Learning (ML) in Geomechanics”
Coordination: Ioannis Stefanou and Félix Darve

DAY 1

• Introduction to the School (Félix DARVE)
• Overview of Machine Learning (Ioannis STEFANOU)
• Introduction to regression methods – Theory (Filippo MASI)
• Hands-on introduction to regression methods (Filippo MASI)
• Unsupervised topological learning (Noël JAKSE)
• Introduction to classification methods (Noël JAKSE)
• “Data-Driven” modeling of geomaterials (Konstantinos KARAPIPERIS)

DAY 2

• Introduction to Artificial Neural Networks (Filippo GATTI)
• Hands-on introduction to Artificial Neural Networks Part I (Filippo GATTI)
• Hands-on introduction to Artificial Neural Networks Part II (Filippo GATTI)
• Hands-on Physics and Thermodynamics based Artificial Neural Networks (Filippo MASI, Ioannis STEFANOU)

DAY 3

• Introduction to Reinforcement learning (Alexandros STATHAS, Diego GUTIERREZ-ORIBIO, Ioannis STEFANOU)
• Hands-on Introduction to Reinforcement learning (Diego GUTIERREZ ORIBIO, Alexandros STATHAS, Ioannis STEFANOU)
• Closure of the school (Felix DARVE, Ioannis STEFANOU)

Link to the Github of the Doctoral School 2023: https://github.com/alert-geomaterials/2023-doctoral-school/