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

Lecture materials of the On-line course on Big Data and Artificial Intelligence in Materials Sciences

Lecture 1
Nov. 5, 2020

Matthias Scheffler General Introduction to big-data-driven materials science Part 1 PDF | Video
Part 2 PDF | Video

Lecture 2
Nov. 12, 2020

Claudia Draxl NOMAD Repository, Archive, Encyclopedia PDF | Video

Lecture 3
Nov. 19, 2020

Luca Ghiringhelli  Introduction to artificial intelligence and machine-learning methods

Part 1 PDF | Video
Part 2 PDF | Video

Lecture 4

Nov. 26, 2020

Luca Ghiringhelli Compressed sensing meets symbolic regression: SISSO

Part 1 PDF | Video
Part 2 PDF | Video

Lecture 5

Dec. 3, 2020

Daniel Speckhard Decision trees and random forests

Whiteboard
Notes
Part 1 | Video
Part 2 | Video

Lecture 6
Dec. 10, 2020
Santiago Rigamonti Regularized Regression and kernel methods

Part 1 | Video
Part 2 | Video

Lecture 7
Dec. 17, 2020
Luigi Sbailò  Unsupervised learning

Part 1 PDF | Video
Part 2 PDF | Video
Notebook

Lecture 7
Jan. 7, 2021
Angelo Ziletti  
Artificial Neural Networks and Deep Learning - Part 1

PDF | Video

Lecture 7
Jan. 14, 2021
Angelo Ziletti Artificial Neural Networks and Deep Learning - Part 2

PDF |Video