FAIR-DI e.V.
FAIRmat
NOMAD Laboratory
NOMAD CoE

AI Toolkit tutorials list

 

 Introduction to artificial intelligence and machine-learning methods Video - Part 1
Video - Part 2
 
Compressed sensing meets symbolic regression: SISSO

Video - Part 1

Video - Part 2

Notebook
Decision trees and random forests

Video - Part 1

Video - Part 2

Notebook
Regularized Regression and kernel methods

Video - Part 1

Video - Part 2

Notebook
 Unsupervised learning

Video - Part 1

Video - Part 2

Notebook 1

Notebook 2

Artificial Neural Networks and Deep Learning

Video - Part 1

Video - Part 2

Notebook 1

Notebook 2

Subgroup discovery, rare-phenomena challenge, and domain of applicability

Video - Part 1

Video - Part 2

Notebook